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OSCER State of the Center Henry Neeman, Director OU Supercomputing Center for Education & Research A Division of OU Information Technology [email protected] Wednesday September 25 2019 University of Oklahoma Use Our Ugly Symposium Website! Our ugly Symposium website http://symposium2019.oscer.ou.edu/ has a pretty complete agenda and speaker information, and is so ugly that its actually reasonably optimized for handhelds like phones and tablets. We encourage you to use it! OSCER State of the Center Address Wed Sep 25 2019 2 Preregistration Profile 2019 Organizations: 63 preregistered (or speaking) Academic: preregistered 13 institutions in 6 states (AZ,KS,LA,MO,OK,TX) Includes 9 institutions in 3 EPSCoR states (KS,LA,OK) Industry: preregistered 15 private companies Government: preregistered 7 agencies (federal, state) Non-governmental: preregistered 3 organizations Demographics: 160 preregistered (and/or speaking)

40% OU, 60% non-OU (or unknown) 83% Oklahoma, 17% non-Oklahoma (or unknown) 87% from EPSCoR states, 13% non-EPSCoR (or unknown) 68% academic, 32% non-academic (or unknown) OSCER State of the Center Address Wed Sep 25 2019 3 Attendee Profile 2002-2018 Over 4000 attendees at the previous 17 Symposia 69 in 2002, 225-350 per year thereafter, typically 275+25 Organizations: 356 2002-2018 Academic: from 126 institutions in 27 US states & territories 65 institutions in 12 EPSCoR jurisdictions 34 institutions in Oklahoma PhD-granting, masters-granting, bachelors-granting, community colleges, career techs, high school Historically Black University, Tribal College, 3 Native American Serving Non-tribal Institutions public, private, for-profit

Industry: from 174 firms Government: from 35 agencies (federal, state, municipal, foreign) Non-governmental/nonprofit: from 21 organizations OSCER State of the Center Address Wed Sep 25 2019 4 Symposium 2019 Sponsors: Thank You! Sponsors (8) Gold (1): Dell EMC Silver (5): Intel, Pure Storage, Soft Iron, Vast Data, WekaIO Academic (2): Great Plains Network, OneNet Thank you all! Without you, the Symposium couldnt happen. Over all our Symposia, weve had a total of 98 companies as sponsors and half have repeated (and/or were acquired by or merged with other sponsors). OSCER State of the Center Address Wed Sep 25 2019 5 Thanks! OU IT OU CIO David Horton Symposium coordinator: Debi Gentis

Sponsorship coordinators: Chance Grubb, Katie Schott OSCER Operations Team: Dave Akin, Patrick Calhoun, Kali McLennan, Jason Speckman OSCER Research Computing Facilitators: Jim Ferguson, Horst Severini OSCER Assoc Director for Research Strategy: George Louthan All of the OU IT folks who helped put this together CCE Forum Jake Maurer, Kristin Livingston The whole Forum crew who helped put this together OSCER State of the Center Address Wed Sep 25 2019 6 Thanks: Plenary Speakers Manish Parashar, National Science Foundation Dan Stanzione, Texas Advanced Computing Center, University of Texas at Austin OSCER State of the Center Address Wed Sep 25 2019 7 Thanks: Breakout Speakers 1. Kate Adams, Great Plains Network 2. Dan Andresen, Kansas State U 3. Shady Boukhary, Midwestern State U 4. Eduardo Colmenares, Midwestern State U 5. Qian Gao, U Oklahoma 6. Jivtesh Garg, U Oklahoma 7. Paul Huang, U Oklahoma 8. Kyle Hutson, Kansas State U 9. Aaron Johnson, U Oklahoma 10. Prabir Khatua, U Oklahoma

11. BJ Lougee, Federal Reserve Bank of Kansas City 12. Vy Nguyen, U Oklahoma 13. Xiaoliang Pan, U Oklahoma 14. Felipe Perez, U Oklahoma 15. Alan Ray, U Oklahoma 16. Nickalas Reynolds, U Oklahoma 17. Derek Stratman, U Oklahoma 18. Keith Walters, U Oklahoma 19. Naijia Xiao, U Oklahoma 20. Yu Yan, U Oklahoma OSCER State of the Center Address Wed Sep 25 2019 8 Thanks! To all of your for participating, and to those many of you whove shown us so much loyalty over the past 18 years. OSCER State of the Center Address Wed Sep 25 2019 9 Outline OU Resources Accomplishments OCII/OneOCII OSCER State of the Center Address Wed Sep 25 2019 10 Resources Dell Intel Haswell HPC Cluster

Peak speed: 453 TFLOPs* (base), 582 TFLOPs (max turbo) *TFLOPs: trillion calculations per second 657 compute nodes 1312 CPU chips: Intel Xeon Haswell, Broadwell, Skylake, Cascade Lake, Knights Landing, Sandy Bridge 14,440 CPU cores 35.8 TB RAM 400+ TB global public disk 2.9 PB global condominium disk Mellanox FDR10 Infiniband (3:1 oversubscribed, 13.33 Gbps, ~1 microsec latency) Dell N-series Gigabit/10G Ethernet CentOS 7 48% of the nodes are condominium (owned by individual research teams). schooner.oscer.ou.edu Photo: Jawanza Bassue OSCER State of the Center Address Wed Sep 25 2019 12 Schooner: non-condominium nodes Compute nodes, non-condominium, Haswell 32 GB RAM 64 GB RAM 1 x R930, quad E7-4809v3 8-core 2.0/1.8/1.8 GHz, 1024 GB RAM Accelerators, non-condominium

28 x R730, dual E5-2650v3 10-core 2.3/2.0/2.6 GHz, 5 x R730, dual E5-2670v3 12-core 2.3/2.0/2.6 GHz, Large RAM node, non-condominium, Haswell 32 GB RAM 32 GB RAM 64 GB RAM Accelerator-capable nodes, non-condominium, Haswell 266 x R430, dual E5-2650v3 10-core 2.3/2.0/2.6 GHz, 72 x R430, dual E5-2660v3 10-core 2.6/2.2/2.9 GHz, 48 x R430, dual E5-2670v3 12-core 2.3/2.0/2.6 GHz, 6 x NVIDIA K20M 24 x Intel Xeon Phi 31S1P Subtotal peak CPU speed, non-condominium: 280.47 TFLOPs (base), 365.26 TFLOPs (max turbo) OSCER State of the Center Address Wed Sep 25 2019 13 Schooner: Condominium, Haswell/Broadwell Compute nodes, condominium, Haswell/Broadwell Accelerator-capable nodes, condominium, Haswell

32 GB RAM 64 GB RAM 1 x R930, quad E7-4809v3 8-core 2.0/1.8/1.8 GHz, 3072 GB RAM 1 x R930, quad E7-4830v4 14-core 2.0/1.6/2.2 GHz, 2048 GB RAM Accelerators 1 x R730, dual E5-2650v3 10-core 2.3/2.0/2.6 GHz, 3 x R730, dual E5-2670v3 12-core 2.3/2.0/2.6 GHz, Large RAM node, condominium, Haswell/Broadwell 7 x R630, dual E5-2640v3 8-core 2.6/2.2/2.8 GHz, 32 GB RAM 6 x R430, dual E5-2650Lv3 12-core 1.8/1.5/2.1 GHz, 64 GB RAM 84 x R430, dual E5-2670v3 12-core 2.3/2.0/2.6 GHz, 64 GB RAM 5 x R430, dual E5-2670v3, 12-core 2.3/2.0/2.6 GHz, 128 GB RAM 14 x R430, dual E5-2650v4 12-core 2.2/1.8/2.8 GHz, 64 GB RAM 6 x R730, dual E5-2630v3, 8-core 2.4/2.1/2.6 GHz, 128 GB RAM 8 x NVIDIA K20M Subtotal peak CPU speed, new condominium: 93.95 TFLOPs (base), 124.29 TFLOPs (max turbo) OSCER State of the Center Address Wed Sep 25 2019 14 Schooner: Condominium, Skylake/Cascade Lake/KNL Compute nodes, condominium, Skylake/Cascade Lake

18-core 2.3/1.5/2.1 GHz, 96 GB RAM 22-core 1.8/1.5/2.1 GHz, 384 GB RAM 12-core 2.1/1.1/2.0 GHz, 96 GB RAM 12-core 2.1/1.1/2.0 GHz, 192 GB RAM 12-core 2.1/1.1/2.0 GHz, 96 GB RAM Compute nodes, condominium, Intel Xeon Phi Knights Landing 12 x R640, dual Gold 6140 1 x R640, dual Gold 6152 4 x R640, dual Gold 6230 5 x R440, dual Gold 6230 4 x R440, dual Gold 6230 5 x C6320p, sgl 7210, 3 x C6230p, sgl 7230, 64-core 1.3/1.5 GHz, 64-core 1.3/1.5 GHz, 48 GB RAM 48 GB RAM Subtotal peak CPU speed, condominium Skylake/Cascade Lake/KNL: 62.31 TFLOPs (base), 76.53 TFLOPs (max turbo) OSCER State of the Center Address Wed Sep 25 2019 15 Schooner: Condominium, Sandy Bridge As an experiment, we transferred condominium nodes from Boomer over to Schooner. This worked great! Compute nodes, condominium, old Accelerator-capable nodes, condominium, old

12 x NVIDIA M2075 6 x NVIDIA K20M Storage, diskfull nodes, condominium, old 6 x R720, dual E5-2650 [v1], 8-core, 2.0 GHz, 32 GB Accelerators, condominium, old 59 x R620, dual E5-2650 [v1], 8-core, 2.0 GHz, 32 GB 4 x R720xd, 12 x 3 TB = ~19 TB usable each Subtotal peak CPU speed, old condominium: 16.64 TFLOPs OSCER State of the Center Address Wed Sep 25 2019 16 Schooner: non-condominium other Interconnects Infiniband: Mellanox FDR/FDR10 3:1 oversubscribed (40 Gbps native, 13.33 Gbps oversubscribed) Ethernet: GigE downlinks to nodes, 10GE uplinks to core Storage (user-accessible) DataDirect Networks SFA7700X Lustre w/70 x 6 TB =

~309 TB usable 7 x home/scratch/work/data 12 x 6 TB = ~176 TB usable OSCER State of the Center Address Wed Sep 25 2019 17 New Supercomputer Features NEW! Long job queue (7 days) NEW! Daily report on queue wait times COMING! Unlimited job durations (If we can get batch job preemption/suspension to work .) COMING! Core and RAM request enforcement via cgroups OSCER State of the Center Address Wed Sep 25 2019 18 New Initiatives GPU Needs Analysis: We want to know who is likely to need GPUs for their number crunching, including but not limited to AI/Machine Learning/Deep Learning. Single-node/Multi-thread Benchmarking: For researchers who run single-node/multi-threaded parallel applications, we want to work with them, to benchmark their software to see what the best number of threads to run on is. This is very important because the next generation of CPUs have up to 128 cores per CPU chip! So if your code runs best on, say, 12 cores, wed rather let other users run on the rest of the cores. OSCER State of the Center Address Wed Sep 25 2019 19 OURcloud

OSCER State of the Center Address Wed Sep 25 2019 20 Oklahoma PetaStore A large scale tape library, available to researchers at OU (and statewide), with a unique business model that makes long term archival storage affordable. OURRstore, the PetaStores successor, is coming soon! OSCER State of the Center Address Wed Sep 25 2019 21 OSCER Personnel Director: Henry Neeman Associate Director for Research Computing Strategy: George Louthan Senior System Administrator: Dave Akin Petascale Storage Administrator: Patrick Calhoun System Administrators: Kali McLennan, Jason Speckman Research Computing Facilitator, Associate Director for Remote & Heterogeneous Computing: Horst Severini Research Computing Facilitator: Jim Ferguson NOTE: Debi Gentis continues to provide coordination services but now is with the OU IT Business Office. OSCER State of the Center Address Wed Sep 25 2019 22 Research Computing and Enterprise IT Enterprise IT vs Research Computing Enterprise IT: HARDENED

Secure Established technology Best practices 5 nines: 99.999% uptime = 5.25 minutes of downtime per year Research Computing: SQUISHY Fast and flexible (turn on a dime) Cutting edge technology (= broken) In some cases, no such thing as best practices! 1.5 nines: 95% uptime = 18.25 days of downtime per year This is the NSFs standard, from NSF solicitation 17-558: [$60M NSF-funded] production resources should be unavailable as a result of scheduled and unscheduled maintenance no more than 5% of the time. [OSCER: < 1%] OSCER State of the Center Address Wed Sep 25 2019 24 Enterprise IT: Why 5 9s? On Aug 8 2016, Delta Air Lines experienced a power outage in their Atlanta data center that lasted 5 hours. Cost: $150M ($1M every 2 minutes of downtime) https://money.cnn.com/2016/09/07/technology/delta-computer-outage-cost/ OSCER State of the Center Address Wed Sep 25 2019 25 Enterprise vs Research: Incentives Suppose payroll is going out tomorrow, and payroll system goes down tonight. the

On payroll day, what happens on the Enterprise IT people who are accountable for the outage? Therefore, what must Enterprise IT people do to stay in business? Suppose Research Computing isnt on the cutting edge, and so proposals from the institution are less competitive. Eventually, what will happen to the Research Computing team? Therefore, what must Research Computing people do to stay in business? OSCER State of the Center Address Wed Sep 25 2019 26 Research: Why 1 9s? Research Computing can afford to make mistakes: A system thats mostly up but crashes occasionally is fine. 1 day of HPC downtime = 10-100 lost grad student days 1 grad student = ~$59K/yr fully loaded with fringe+tuition+Indirect => 100 grad student days = ~$16K productivity loss WORST CASE => ~$300-$1600 productivity loss per research group Cost of 5 Nines vs 1.5 Nines: 5-10x, but budgets are fixed so the actual cost is cutting computing-intensive and data-intensive research productivity by 80-90%. Therefore: Let the machine go down from time to time, as a tradeoff for having more (but less resilient) resources, to maximize research productivity per year, at the cost of occasional lost OSCER State days.

of the Center Address Wed Sep 25 2019 27 Research is the Enterprise Testbed Research Computing has only limited best practices. But, technologies currently being adopted by Research Computing are likely to become enterprise requirements in a few to several years. So, let Enterprise IT watch Research Computing make mistakes (which in Research Computing is a good thing), and use those observations to develop best practices for Enterprise IT. OSCER State of the Center Address Wed Sep 25 2019 28 Accomplishments OSCER Outcomes: Research External research funding to OK institutions facilitated by OneOCII lead institutions (Fall 2001- Summer 2013): $342M+ Funded projects facilitated: 600+ OK faculty and staff: 250+ in 30+ academic disciplines Specifically needed OneOCII just to be funded: ~$45M (necessary but far from sufficient) NSF CC* (ORU/CU/ECU): $500K

NSF EPSCoR RII Track-1 (2008-13, OU+OSU): $15M NSF EPSCoR RII Track-1 (2013-18, OU+OSU+Noble)): $20M NSF EPSCoR RII Track-2 (OU+OSU+KU+KSU): $6M ($3M to OU+OSU) NSF EPSCoR RII C2 (OU+OSU+TU+LU+Noble+OneNet): $1.17M NSF CC-NIE (OU+OSU+LU+OII+UCO+OneNet): $500K NSF CC*IIE (OU): $400K NSF CC*IIE (OneNet+GPN): $350K NSF MRI (OU): $968K NSF MRI (OU): $793K NSF MRI (OSU): $908K NSF MRI (OSU): $950K NSF MRI (Langston U): $250K NSF MRI (UCO): $304K NSF MRI (TU): $180K DOD DURIP (TU): $200K NSF CC* (NSU/SWOSU/SE/RSU): $334K Publications facilitated: 2900+ OSCER State of the Center Address Wed Sep 25 2019 30 OSCER Outcomes: Education #1 Courses at OU

Ricardo Betancur, Biology Sudarshan Dhall, Computer Science multiple times Paul Huang, Chemical, Biological & Materials Engineering Amy McGovern, Computer Science Tyler Ransom, Economics Ming Xue, Meteorology multiple times OSCER State of the Center Address Wed Sep 25 2019 31 OSCER Outcomes: Education #2 Teaching: 10 institutions including 3 MSIs Taught parallel computing using OSCER resources: Taught computational chemistry using OSCER resources: Cameron U multiple times East Central U (NASNI) multiple times Oklahoma City U multiple times Southeastern Oklahoma State U (NASNI) 3 semester sequence, multiple times Northeastern State U (NASNI) multiple times Southern Nazarene U Rogers State U multiple times Taught Bioinformatics using OSCER resources: U Tulsa 2 semester sequence OSCER State of the Center Address Wed Sep 25 2019

32 OSCER/OneOCII Outcomes: Resources 7 institutions including 2 MSIs, plus C2 institutions NSF Major Research Instrumentation grants: $2.9M U Tulsa: cluster, $200K (in production) LittleFe baby supercomputer grants ($2520 each) Pistol Defense University Research Instrumentation Program OU: PetaStore $793K (in production), OURRstore $968K (in process) Oklahoma State U: Cowboy cluster, $909K (in production), Pete cluster, $950K (in production) Langston U: cluster, $250K (in production) U Central Oklahoma: cluster, $304K (in production) U Tulsa: clusters, $180K + $200K (in production) OU: Ron Barnes Oklahoma City U: Larry Sells & John Goulden Southeastern Oklahoma State U: Mike Morris & Karl Frinkle Networking NSF EPSCoR RII C2 grant: $1.17M

NSF CC-NIE grant: $500K NSF CC*IIE grant: $400K NSF CC* grant: $334K OSCER State of the Center Address Wed Sep 25 2019 33 OneOCII CI Grants COMPLETED 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. Grant No. EPS-0919466, A cyberCommons for Ecological Forecasting, OU+OSU+KU+KSU, $6M Grant No. EPS-1006919, Oklahoma Optical Initiative, OU+OSU+Noble+TU+LU+OneNet, $1.17M Grant No. OCI-10310029, MRI: Acquisition of Extensible Petascale Storage for Data Intensive Research, OU, $793K Grant No. OCI-1126330, Acquisition of a High Performance Compute Cluster for Multidisciplinary Research, OSU, $908K Grant No. ACI- 1229107, Acquisition of a High Performance Computing Cluster for Research and Education, LU, $250 Grant No. ACI-1440774, ENCITE: ENabling CyberInfrastructure via Training and Engagement, OneNet+GPN, $130K Grant No. ACI-1341028, OneOklahoma Friction Free Network, OU+OSU+LU+OII+UCO+OneNet, $500K Grant No. ACI-1440783, A Model for Advanced Cyberinfrastructure Research and Education Facilitators, OU, $400K Grant No. ACI-1429702, MRI: Acquisition of a High Performance Computing Cluster for Research at a Predominantly Undergraduate Institution, UCO, $304K Grant No. ACI-1531128, MRI: Acquisition of Shared High Performance Compute Cluster for Multidisciplinary Computational and Data-Intensive Research, OSU, $950K Grant No. ?, DURIP-ARO: Heterogeneous Cluster for Cyber-Physical System Security Analytics, TU, $200K Grant No. CNS-1531270, MRI: Development of Heterogeneous Cluster for Cyber-Physical System Hybrid Analytics, TU, $180K ONGOING 13. 14. 15. 16. Grant No. OAC-1659235, CC* Network Design: Multiple Organization Regional One Oklahoma Friction Free Network (MORe OFFN), NSU+SWOSU+SE+RSU, $334K Grant No. OAC-1828567, MRI: Acquisition of a Regional Resource for Long-term Archiving of Large Scale Research Data Collections, OU, $968K

NEW! Grant No. OAC-1925744, CC* Regional: Extended Vital Education Reach Multiple Organization Regional OneOklahoma Friction Free Network (EVER-MORe-OFFN), ORU+Cameron+ECU, $500K NEW! Grant No. OAC-1925681, CC* Team: Great Plains Regional CyberTeam, $950K (OU subaward $127K) TOTAL to OK under OCII/OneOCII: Sep 2008-Sep 2019: $13.7M in 16 CI grants to 15 OK institutions (OU, OSU, TU, LU, UCO, OII, Noble, OneNet, CU, ECU, NSU, ORU, SWOSU, SE, RSU) Average of $1.1M per year in new CI grants to OK institutions Comparison: 2001-2008: $722K (3 grants) TOTAL (1/12 as much per year) OSCER State of the Center Address Wed Sep 25 2019 34 Grants That Needed OCII/OneOCII COMPLETED Grant No. EPS-0814361, Building Oklahoma's Leadership Role in Cellulosic Bioenergy, OU+OSU, $15M Grant No. EPS-1301789, Adapting Socio-ecological Systems to Increased Climate Variability, OU+OSU+TU+Noble, $20M TOTAL under OCII/OneOCII: $35M in 2 grants that needed OCII/OneOCII to be fundable, to 4 OK institutions since Sep 2008 OSCER State of the Center Address Wed Sep 25 2019 35 Papers About Pieces of/by OneOCII #1 1. 2. 3. 4. 5. 6. 7. H. Neeman, H. M. Al-Azzawi, D. Brunson, W. Burke, D. Colbry, J. T. Falgout, J. W. Ferguson, S. Gesing, J. Gyllinsky, C. S. Simmons, J. L. Simms, M. Tanash, D. Voss, J. Wells and S. Yockel, 2019: Cultivating the Cyberinfrastructure Workforce via an Intermediate/Advanced Virtual Residency Workshop. Proc. PEARC19, article 79. DOI:

10.1145/3332186.3332204. N. Berente, S. Ahalt, J. Bottum, D. Brunson, J. Cutcher-Gershenfeld, J. Howison, J. L. King, H. Neeman, J. Towns, N. Wilkins-Diehr and S. Winter, 2019: The Professionalization of Cyberinfrastructure Personnel? Proc. PEARC19, article 87. DOI: 10.1145/3332186.3332225. Best Paper, Workforce Development and Diversity Track. M. Brazil, D. Brunson, A. Culich, L. DeStefano, D. Jennewein, T. Jolley, T. Middelkoop, H. Neeman, L. Rivera, J. Smith and J. Wernert, 2019: Campus Champions: Building and Sustaining a Thriving Community of Practice Around Research Computing and Data. Proc. PEARC19, article 78. 10.1145/3332186.3332200. H. Neeman, H. M. Al-Azzawi, A. Bergstrom, Z. K. Braiterman, D. Brunson, D. Colbry, E. Colmenares, A. N. Fuller, S. Gesing, M. Kalyvaki, C. Mizumoto, J. Park, A. Z. Schwartz, J. L. Simms and R. Vania, 2018: Progress Update on the Development and Implementation of the Advanced Cyberinfrastructure Research & Education Facilitators Virtual Residency Program. Proc. PEARC18, paper 71. DOI: 10.1145/3219104.3219117. D. Akin, M. Belgin, T. A. Bouvet, N. C. Bright, S. Harrell, B. Haymore, M. Jennings, R. Knepper, D. LaPine, F. C. Liu, A. Maji, H. Neeman, R. Reynolds, A. H. Sherman, M. Showerman, J. Tillotson, J. Towns, G. Turner and B. Zimmerman, 2017: Linux Clusters Institute Workshops: Building the HPC and Research Computing Systems Professionals Workforce. HPCSYSPROS'17: Proc. HPC Systems Professionals Workshop 2017, article 4. DOI: 10.1145/3155105.3155108. S. P. Calhoun, D. Akin, B. Zimmerman and H. Neeman, 2016: Large Scale Research Data Archiving: Training for an Inconvenient Technology. Journal of Computational Science. DOI: 10.1016/j.jocs.2019.07.005. H. Neeman, A. Bergstrom, D. Brunson, C. Ganote, Z. Gray, B. Guilfoos, R. Kalescky, E. Lemley, B. G. Moore, S. K. Ramadugu, A. Romanella, J. Rush, A. H. Sherman, B. Stengel and D. Voss, 2016: The Advanced Cyberinfrastructure Research and Education Facilitators Virtual Residency: Toward a National Cyberinfrastructure Workforce. Proc. XSEDE'16, article 57. DOI: 10.1145/2949550.2949584. OSCER State of the Center Address Wed Sep 25 2019 36 Papers About Pieces of/by OneOCII #2 8. 9. 10. 11. 12. 13. 14. 15. 16. H. Neeman, K. Adams, J. Alexander, D. Brunson, S. P. Calhoun, J. Deaton, F. Fondjo Fotou, K. Frinkle, Z. Gray, E. Lemley, G. Louthan, G. Monaco, M. Morris, J. Snow and B. Zimmerman, 2015: On Fostering a Culture of Research Cyberinfrastructure Grant Proposals within a Community of Service Providers in an EPSCoR State. Proc. XSEDE15, article 19. DOI: 10.1145/2792745.2792764. H. Neeman, D. Akin, J. Alexander, D. Brunson, S. P. Calhoun, J. Deaton, F. Fondjo Fotou, B. George, D. Gentis, Z. Gray, E. Huebsch, G. Louthan, M. Runion, J. Snow and B. Zimmerman, 2014: The OneOklahoma Friction Free Network:

Towards a Multi-Institutional Science DMZ in an EPSCoR State. Proc. XSEDE14, article 49. DOI: 10.1145/2616498.2616542. S. P. Calhoun, D. Akin, J. Alexander, B. Zimmerman, F. Keller, B. George and H. Neeman, 2014: The Oklahoma PetaStore: A Business Model for Big Data on a Small Budget. Proc. XSEDE14, article 48. DOI: 10.1145/2616498.2616548. C. Carley, B. McKinney, L. Sells, C. Zhao and H. Neeman, 2013: Using a Shared, Remote Cluster for Teaching HPC. Proc. IEEE CLUSTER 2013. DOI: 10.1109/CLUSTER.2013.6702630. H. Neeman, D. Brunson, J. Deaton, Z. Gray, E. Huebsch, D. Gentis and D. Horton, 2013: The Oklahoma Cyberinfrastructure Initiative. Proc. XSEDE13, article 70. DOI: 10.1145/2484762.2484793. A. Fitz Gibbon, P. Gray, D. A. Joiner, T. Murphy, H. Neeman, R. M. Panoff, C. Peck and S. Thompson, 2010: Teaching High Performance Computing to Undergraduate Faculty and Undergraduate Students. Proc. TeraGrid10, article 7. DOI: 10.1145/1838574.1838581. Best Paper: Education, Outreach & Training Track. H. Neeman, H. Severini, D. Wu and K. Kantardjieff, 2010: Teaching High Performance Computing via Videoconferencing. ACM Inroads, 1 (1), 67-71. DOI: 10.1145/1721933.1721954. H. Neeman, H. Severini, D. Wu and K. Kantardjieff, 2008: Teaching Supercomputing via Videoconferencing. Proc. TeraGrid 2008. Best Paper: Education, Outreach & Training Track. H. Neeman, H. Severini and D. Wu, 2008: Supercomputing in Plain English: Teaching Cyberinfrastructure to Computing Novices. inroads: SIGCSE Bulletin, 40 (2), 27-30. DOI: 10.1145/1383602.1383628. OSCER State of the Center Address Wed Sep 25 2019 37 HPC Capacity 2002: 1.2 TFLOPs statewide, 1 Service Provider 2005: 6.5 TFLOPs statewide, 1 Service Provider 2008: 40 TFLOPs statewide, 2 Service Providers 2012: 200+ TFLOPs statewide, 4 Service Providers 2015: 400+ TFLOPs statewide, 5 Service Providers 2016: 400+ TFLOPs statewide, 6 Service Providers 2018: 500+ TFLOPs statewide, 5 Service Providers 2019: 760+ TFLOPs statewide, 6 Service Providers OSCER State of the Center Address Wed Sep 25 2019 38 External Funding Summary

External research funding facilitated by OSCER (Fall 2001- Fall 2019): $737M total, $342M to OU (46%) Funded projects: 600+ 250+ OU faculty and staff in 32 academic departments and 11 non-academic units Comparison: Fiscal Year 2002-19 (July 2001 June 2019): OU Norman externally funded research expenditure: $1.5B Since being founded in fall of 2001, OSCER has enabled research projects comprising over 1 / 5 of OU Norman's total externally funded research expenditure, with an 10-to-1 return on investment; in the past 3 years, 41%! OSCER State of the Center Address Wed Sep 25 2019 39 External Research Grants 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. R. McPherson, E. Kuster, E. Martin, B. Moore, M. Shafer, Hosting the Department of the Interior's South Central Climate Adaptation Science Center, USDOI/ USGS, $870K G. McFarquhar, R. Rauber (UIUC), SOCRATES: Microphysical processes in Southern Ocean Clouds, NSF, $821K (total), $367K (OU) D. K. Walters, Implementation and Validation of Advanced Turbulence Modeling Methods for Liquid Metal Flow in Nek5000, DOE, $756K K. Brewster, F. Kong, N. Snook, M. Xue, C.Zhang,

Enhancing CAM Ensemble Forecast System and Improving Ensemble Forecast Products in Support of HMT Winter Weather and Heavy Precipitation Forecasting, NOAA, $748K B. Wang, Catalysis Driven by Confined Hot Carriers at the Liquid/Metal/Zeolite Interface, DOE, $750K M. Biggerstaff, Spatiotemporal maps of damaging winds from integrated remote and in situ observations, NIST, $737K C. Pan, Integrating single-cell wetland microbiome structure, function, and activity to ecosystem-scale biogeochemical fluxes, DOE, $637K OSCER-FACILITATED FUNDING TO DATE: OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 40 E 2. A.T. Peterson (KU), X. Xiao, J. Basara, R. Jabrzemski, H. Neeman, S. Little (OSU), R. Brennan (UCO), F. Agusto (KU), R. Raghavan (KSU), A. Ghosh (PSU), A. Khalighifar (KU), RII Track-2 FEC: Marshalling Diverse Big Data Streams to Understand Complexity of Tick-borne Diseases in the Southern Great Plains, NSF, $3.9M (total), $883K (OU) L. Xiang, Academic-Industry Partnership for the Translation of a 4D in vivo Dosimetry Approach for Radiation Therapy, NIH, $3.8M X. Xiao, D. Prosser (USGS), R.Webby (St. Jude Childrens), Yuanwei Qin, US-China Collab: Harnessing big data to understand and predict diversity and transmission of human- and animal-infected avian influenza viruses in China, NSF, $2.5M (total), $2M (OU) P. Gaffney (OMRF), B. McKinney (TU), Molecular Mechanisms and Genetics of Autoimmunity, NIH, $2.4M K. D. Hambright, L. Krumholz, A. Wilson (Auburn U), H. Paerl (UNC Chapel Hill), M. Steffen (James Madison U), Dimensions: Collaborative research: The

cyanobacterial bloom microbial interactome as a model for understanding biogeographical and seasonal patterns in functional biodiversity, NSF, $2M M. Paulus (LIBR), B. McKinney (TU), The Center for Neuroscience-based Mental Health Assessment and Prediction (NEUROMAP), NIH, $1.49M E 1. External Research Grants (contd) 14. G. McFarquhar, W. Wu, R. Rauber (UIUC), Collaborative Research: Impacts of microphysical, thermodynamic, and dynamical processes on nocturnal and oceanic convective systems via analyses from PECAN and HAIC/HIWC, NSF, $549K 15. N. Yussouf, P. Heinselman, L. J. Wicker, Y. Jung, M. Xue, Impact of Assimilating Phased Array Radar Observations on Convective-scale Numerical Weather Prediction Model for Severe Weather Forecasts, Spectrum Efficient National Surveillance Radar (SENSR) research as part of 2015 Spectrum Pipeline Act, ?, $544K 16. G. Richter-Addo, Chemical Reactivity and Redox Behavior of Heme-HNOx Derivatives, NSF, $540K 17. M. Xue, C. Ziegler, X. Hu, Collaborative Research: Observing and Understanding PBL Heterogeneities and Their Impacts on Tornadic Storms During VORTEX-SE 2018 Field Experiment, NSF, $524K 18. N. Kaib, CAREER: Next Generation Models of Planet Formation and Evolution, NSF, $521K 19. J. Garg, Investigation of strain and superior functionalization schemes for large enhancement of thermal conductivity in polymer-graphene nanocomposites and binary semiconductors, NSF, $500K 20. S. Razavi, D. Papavassiliou, Effect of heterogeneous particles and surfactants on the stability and rheology of fluid interfaces, NSF, $500K 21. S. Razavi, D. Papavasssiliou, Effect of heterogeneous particles and surfactants on the stability and rheology of fluid interfaces, NSF, $500K 22. R. Voronov (NJIT), Developing New Tissue Engineering Technology for Bone Implants, Gustavus and Louise Pfeiffer Research Foundation, $400K 23. Y. Jung, M. Xue, C. Liu, F. Kong, Accelerated Implementation, Testing and Evaluation of Optimized Radar Data Assimilation Capabilities within Ensemble-Variational Hybrid GSI for the NOAA

Convection-allowing rapidly updated Forecasting System, NOAA, $394K 24. M. Galizia, B. Wang, Collaborative Research: Molecular-level understanding of small molecule transport in glassy polymers exhibiting configurational free volume, NSF, $391K 25. G. McFarquhar, R. Marchand (UW), Quality control and analysis enabling use of MARCUS and MICRE data for scientific purposes, DOE, $390K 26. X. Wang, Accelerate FV3-based ensemble prediction system: Hourly Updating CAM Ensemble Development, NOAA, $383K 27. X. Wang, MPAR targeting observation research for WoF, NOAA, $362K 28. N. Kaib, Planetary Systems as the Bottom Levels of Hierarchies, NASA, $345K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 41 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 29. D. Papavassiliou, Turbulent transport in wall turbulence: The role of VLSMs and the interplay of molecular/convective effects, NSF, $325K 30. Wu, Collaborative Proposal: Observational and Numerical Modeling Studies of Rain Microphysics, NSF, $318K 31. K. D. Hambright, J. Beyer, Challenging the broadcast allelopathy paradigm in toxigenic microbial eukaryotic ecology, NSF, $300K 32. M. Xue, X. Hu, Y. Jung, K. Brewster, Evaluation and Optimization of Two New Scale-Aware PBL Schemes within WRF for the Prediction of Day- and NightTime Storm Environment and Tornadic Storms during VORTEX-SE, NOAA, $287K 33. R. Betancur, Collaborative Research: FishLife:

genealogy and traits of living and fossil vertebrates that never left the water, NSF, $273K 34. B. Moore, K. Brewster, F. Carr, CASA DFW Testbed Operations and Data Impacts, SGT & EarthNetworks, $260K 35. G. McFarquhar, Observations of aerosols above clouds and their interactions (ORACLES), NASA, $249K 36. D. K. Walters, Robust Adaptive Controls for Shipboard Landing of Multi-Rotor Unmanned Aerial Vehicles, DoD ONR, $243K 37. X. Wang, Improving National Weather Service Convection Allowing Hazardous Weather Prediction by Using a Cost-Effective Large Background Ensemble in a Regional FV3 EnVar Data Assimilation System, NOAA, $239K 38. F. Kong, X. Hu, M. Xue, K. Brewster, Development of a Storm-Scale Ensemble Numerical Weather Prediction System for Chongqing, Chongqing Inst of Green and Intelligent Tech, Chinese Academey of Sciences, $225K 39. X. Chen, Collaborative Research: Multi-scale validation of earthquake source parameters to resolve any spatial, temporal or magnitude-dependent variability at Parkfield, CA, NSF, $224K 40. F. Kong, M. Xue, Y. Jung, X. Hu, Upgrade the StormScale Assimilation and Ensemble Forecast Capability for Shenzhen Meteorological Bureau, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, $214K 41. L. Xiang, Real-Time Dosimetry in External Beam Radiation Therapy with X-Ray Acoustic Computed Tomography, OK-CAST, $209K 42. R. Janknecht, B. Mooers, Role of JMJD4 in Breast Cancer, Presbyterian Health Foundation, $200K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 42 E

OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 43. N. Yussouf, Development of a Regional Storm-scale Ensemble Forecasting System Embedded in HWRF for Extreme Rainfall Producing Landfalling Tropical Cyclones, NOAA/OAR/NSSL $200K 44. X. Wang, Development of the ground-based radar observation assimilation capability within the HWRF hybrid ensemble-variational data assimilation system to improve the land-falling hurricane prediction, NOAA, $193K 45. L. Huang, Y. Wu, L. McNeil (UNC Chapel Hill), C. Karwacki (Edgewood Chemical Biological Ctr), Influences of Structural Design on Molecular Accessibility, Kinetics, Adsorption, and Reactivity: Degradation of CWAs by MOFs, DTRA, $180K 46. T. Jones, P. Skinner, A. Fierro, A. Reinhart, K. Knopfmeier, Short-term Ensemble Prediction of Tornadoes in Landfalling Tropical Cyclones, NOAA, $163K 47. Y. Shao, Structure Based Design of Potent and Selective Inhibitors to Pro-apoptotic Bax/Bak (Pilot project), NIH, $150K 48. C. Pan, High Performance Bioinformatics Workflow for Integrative , U Tennessee Knoxville, $146K 49. M. Biggerstaff, 2018 Hurricane Season RAPID Study of Hurricane Florence at Landfall, NSF, $143K 50. X. Wang, A. Johnson, Clark, Improving NWS Convection Allowing Hazardous Weather Ensemble Forecasts through Optimizing Multi-Scale Initial Condition (IC) Perturbations, NOAA, $138K 51. Y. Shao, Rational Development of Selective and Potent Inhibitors to Pro-apoptotic Bax Protein, OCAST, $135K 52. E. Epifanosky(Q-CHEM Inc), Y Shao, Multiscale ab initio QM/MM and machine learning methods for accelerated free energy simulations, NIH, $132K (total), $24K (OU) 53. N. Kaib, (XRP18 Step-2) Planetary Systems as the Bottom Levels of Hierarchies, NASA, $126K 54. D. Bodine, Yu, B. Cheong, A. Reinhart, R. Palmer, Observation-based Microphysics Classification and Cloud Activity for Lake-effect Snow, Weathernews Americas, $124K 55. D. Bodine, A. Reinhart, Evaluation of Structural Vulnerability in the Southeast United States Using High-Resolution Tornado Simulations with

Buildings and Terrain, NOAA, $124K 56. U. Hansmann, Role of Lipid-derived Oligomer Strains in Alzheimer Disease Phenotypes, U Southern Mississippi, $122K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 43 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 57. C. Pan, Identification of orthologous gene families across diverse eukaryotic genomes, UT Battelle, $116K 58. F. Kong, M. Xue, C. Liu, Application of Advanced Data Assimilation for Chongqing Meteorological Service, Chongqing Inst of Green and Intelligent Tech, Chinese Academey of Sciences, $112K 59. K. Dresback, R. Kolar, Automating River Connections Between NWM and ADCIRC - Precipitation, Lateral Inflows and Grid Development, NOAA NSSL, $97K 60. D. Blume, Spin and Spatial Correlations of Few-Body Systems, NSF, $95K 61. R. Betancur, Collaborative Research: The role of habitat transitions in parallel marine fish radiations, NSF, $82K 62. S. Cavallo, Tropopause polar vortices and multi-scale Arctic predictability, DOD, $60K 63. P. Skubic, P. Gutierrez, M. Strauss, B. Abbott, J. Stupak, OU Contribution to the ATLAS Southwest Tier 2 Computing Center, U Texas Arlington, $53K 64. X. Chen, J. Walter, Roles of stress heterogeneity and stress interaction in induced seismicity: example from the Fairview/Woodward area in Oklahoma, USGS, $52K 65. N. Kaib, Exploring the Evolution and Characterizing the Chaos of the Terrestrial Planets, UIUC, $50K 66. L. Huang, X. Wu, Dew Point Pressure Prediction of Natural Gas and Gas Condensation, Industry, $36K

67. X. Chen, Understanding the triggering process of the foreshock sequence of the 2010 M7.2 El-MayorCucapah earthquake, U California Southern California Earthquake Center, $25K 68. G. McFarquhar, Investigation of Microphysics and Precipitation for Atlantic Coastal Threatening Snowstorms (IMPACTS), NASA, $20K 69. X. Chen, Probing the characteristics of earthquake source complexity in areas of structural complexity, U California Southern California Earthquake Center, $15K 70. K. Brewster, Observing System Simulation Experiments (OSSEs) for Humidity using Cellular Network Signals, NOAA, $9K 71. G. McFarquhar, R. Peppler, CIMMS CA - Task II/ROC/Task I/Admin, NOAA, $4K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 44 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 72. H. Neeman, L. Bartley, K. Dresback, A. McGovern, H. Severini, M. Laufersweiler, MRI: Acquisition of a Regional Resource for Long-term Archiving of Large Scale Research Data Collections, NSF, $968K 73. S. Crowell, The OCO-2 Model Intercomparison Project, NASA Science Team for the OCO-2 Missions, $123K 74. A. Duerfeldt, Hit to Lead Optimization of a Systemically Available Treatment for Diabetic Retinopathy, NIH, $275K 75. A. West, A. Duerfeldt et al, Structure, Function, and Therapeutic Potential of Clostridium difficile Caseinolytic Protease P, NIH, $10.5M 76. G. Richter-Addo, MRI: Acquisition of an X-ray Diffractometer for Research and Training in Chemical Structure-Function Studies, NSF, $217K

77. B. Uchoa Barboza, Interactions and quantum effects in nodal materials, NSF, $402K 78. S. A. Shirazi, Erosion/Corrosion Research Center (E/CRC), Industrial, $540K 79. S. A. Shirazi, Tulsa University Sand Management Projects (TUSMP), Various Oil and Gas Producers, $150K 80. S. Schroeder, Metal Ion Interactions in RNA Shapeshifters, Burroughs Wellcome Fund, $9K 81. A. Duerfeldt, Hit to Lead Optimization of a Systemically Available Treatment for Diabetic Retinopathy Major Aim: To determine structureactivity relationships of NCI8, a novel PPAR agonist, NIH, $422K 82. N. Snook, M. Xue, Y. Jung, A. McGovern, M. Xue, Improving Operational Hail Prediction through Machine Learning from HREF and CAPS Storm-Scale Ensemble FV3 and WRF ARW Forecasts including Advanced Microphysics, NOAA, $342K 83. W. Freeman, Neuroepigenomics of Neural Stem Cell Aging., OCASCR, $232K 84. W. Freeman, Sex divergence and cell specificity of age-related hippocampal DNA modifications, NIH, $75K 85. W. Freeman, Dynamics of the brain epigenome with aging, NIH, $960K 86. P. Skubic, J. Stupak, B. Abbott, M. Strauss, P. Gutierrez, Experimental Physics Investigations using the ATLAS Detector at the LHC, DOE, $420K 87. P. Skubic, B. Abbott, J. Stupak, M. strauss, P. Gutierrez, University of Oklahoma High Energy Physics: Experimental Physics Investigations Using Colliding Beam Detectors at Fermilab and the Large Hadron Collider (LHC) (TASK A) 2013-2016, DOE, $500K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 45

E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 88. P. Skubic, B. Abott, P. Gutierrez, M. Strauss, OU Contribution to the ATLAS Southwest Tier 2 Computing Center, DOE, $115K 89. T. Smith, A. Reinhart, K. Ortega, K. Calhoun, Implementing convective storm statistics from a large reanalysis of WSR-88D data for model verification and forecasting probabilistic uncertainty, NOAA, $592K 90. J Gallant (Michigan State U), M. Markham (OU), Sawtell (Columbia U), Warren (Washington U St. Louis), Zakon (U Texas), IOS EDGE: Enabling genotype-phenotype studies in weakly electric fish., NSF, $1.5M (total), $279K (OU) 91. M. Markham, CAREER: The energetic costs of active sensory and communication signals: Integrating research and education through organismal, cellular, and molecular approaches, NSF, $719K 92. D. Allen, T. Neeson, Y. Hong, Collaborative Research: MSB-FRA: Scaling Climate, Connectivity, and Communities in Streams, NSF, $1.4M 93. S. Hussaini, (U Tulsa), F. Acquah, (OUHSC), B. Mooers (OUHSC), HR18-049 Discovery of Indolizidine ()237D Analogs as Selective 6* Receptor Antagonists, OCAST, $135K (total), $13K (OU) 94. J. Salazar, N. Aboserwal, R. Palmer, Shared Aperture Array Antenna for Multiband Radar Applications, Nanowave Technologies Inc, $130K 95. M. Yeary, R. Palmer, P. Chilson, Development and Commercialization of a Ground-Based Radar to Enable the Next-Generation of Atmospheric Measurements via Unmanned Aircraft Systems (UAS), OCAST, $300K 96. T.Yu, B.Cheong, R. Palmer, Technical Support for the Procurement of an S-band Polarimetric Weather Radar, National Central University, Taiwan, $88K 97. R. Palmer, B. Cheong, C. Fulton, J. Salazar, H. Sigmarsson, M. Yeary, T. Yu, Y. Zhang, Spectrum Efficient National Surveillance Radar (SENSR) ARRC Risk Reduction Activates, NOAA, $2.22M 98. R. Palmer, C. Fulton, J. Salazar, H. Sigmarsson, Spectrum Ef- ficient National Surveillance Radar (SENSR) - Development of the All-Digital Horus Demonstrator, NOAA, $2.9M 99. N. Goodman, J. Ruyle, H. Sigmarsson, C. Fulton, M. Yeary, R. Palmer, J. Salazar, Technologies for NextGeneration Conformal and Reconfigurable Radar Systems, ONR, $3.5M

100. T. Yu, R. Palmer, B. Cheong, Developing strategies for deploying a network of reflected-array radars, Weathernews Inc., $97K 101. B. Cheong, R. Palmer, T. Yu, Technical Support for the Design and Test of an X-Band SSPA-Based Polarimetric Weather Radar, Novimet, $36K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 46 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 102. R. Palmer, C. Fulton, J. Salazar, H. Sigmarsson, M. Yeary, Development of the All-Digital Horus Radar for SENSR, NOAA, $3.3M 103. T. Yu and B. Cheong, Phase II: SBIR A16028:Miniature, Software-defined Man-Portable Doppler 104. Radar (MPDR) for Atmospheric Measurement, Helios Remote Sensing Systems Inc., $164K 105. M. Xue, K. Brewster, C. Zhang, F. Kong, Y. Jung, Continued Enhancements to FV3 Model with Advanced Physics through CCPP and Convective-Scale Data Assimilation into GSI and JEDI for Convection-Allowing Forecasting and Evaluations through Hazardous Weather Testbed towards Accelerated Operational, NOAA, $200K 106. N. Kaib, The Formation and Evolution of Multiple Protostar Systems, NSF, $288K 107. X. Wang, Scale-dependent Covariance Localization for 108. FV3GDAS 4DEnVar Data Assimilation System to 109. Improve Global, Hurricane and Cloud Predictions, NOAA, $194K 110. L. Krumholz, K. D. Hambright, Dimensions: Collaborative Research: Leveraging Biogeography and Seasonality to Explore Underlying Mechanisms in the Biodiversity of the Cyanobacterial Bloom Microbial Interactome, NSF, $2M (total), $810K (OU)

111. D. Blume, Spin and Spatial Correlations of Few-body Systems, NSF, $95K 112. X. Wang, Y. Wang, Development and Research of GSI based Dual Resolution EnVar Data Assimilation for Convective-Scale, NOAA, $106K 113. Y. Shao, Rational Design of Pro-apoptotic Bax/Bak Inhibitors, OK-CAST, $45K 114. Y. Shao, Accelerated Free Energy Calculations on the Catalytic Activity of Mercuric Reductase, ORAU, $5K 115. D. K. Walters, Collaborative Research: Development of Low Order Modeling Methods for Oscillating Foil Energy Harvesting based on Experimental and Computational Fluid Dynamics, NSF, $160K 116. M. Xue, G. Zhang, X. Xue, Development and Evaluation of an Ensemble Kalman Filter 117. (EnKF)-Based, Beijing Meteorological Service, $50K 118. S. Cavallo, Tropopause polar vortices and multi-scale Arctic predictability, ONR, $60K 119. A. Johnson, X. Wang, Understanding and Improving the Predictability of Arctic Meso- and Synoptic-scale Cyclones through Multi-scale Ensemble based Data Assimilation and Ensemble Forecast, ONR, $162K 120. J. Tobin, NRAO Student Observing Support Award to Nickalas Reynolds: Are Close Binaries Formed Through Disk Fragmentation? NRAO, $29K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 47 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 121. H. Moreno, Human-scale surface energy budget and ground thermal responses to soil moisture and vegetation change in flat and complex terrain, ARO, $92K 122. G. Kosmopoulou, (EAGER) Collaborative Research

DCL: HBCU Network effects, competition and survival of small and minority owned firms in public procurement, NSF, $76K 123. E. Martin, C. Homeyer, M. Richman, R. McPherson, J. Furtado, PREEVENTS Track 2: Collaborative Research: Developing a Framework for Seamless Prediction of SubSeasonal to Seasonal Extreme Precipitation Events in the United States, NSF, $1.8M 124. B. Moore, J. Basara, K. Brewster, K. Kloesel, B. Illston, F. Carr, K. Brewster, P. Klein, National Mesonet Program, Earth Networks Inc/Stinger Ghaffarian Technologies, $744K 125. P. Skubic, P. Gutierrez, M. Strauss, B. Abbott, OU Contribution to the ATLAS Southwest Tier 2 Computing Center, DOE, $148 126. D. Papavassiliou, Investigation of the effects of turbulent flow on energy and mass transfer close to solid surfaces, NSF, $326K 127. D. Papavassiliou, Stability of Surfactant Systems for Oil Mobilization, ACS PRF, $110K 128. K. Brewster, F. Carr, Prototyping and Evaluating Key Network-of-Networks Technologies: Project Extension, NOAA, $194K 129. K. Dresback, R. Kolar, Steps Towards Automating River Connections and Addressing Precipitation in ADCIRC, NOAA, $101K 130. K. Calhoun, D. Kingfield, K. de Beurs, Storms, Forms, and Complexity of Urban Canopy, NASA, $21K 131. K. Calhoun, D. MacGorman,Storm Tracking and Lightning Cell Clustering Using Geostationary Lightning Mapping Data for Data Assimilation and Forecast Applications, NOAA, $110K 132. N. Kaib, EW Step 2: Understanding the Evolution of the Primordial Kuiper Belt During the Solar System's Early Years, NASA, $315K 133. B. Wawrik, Primer Validation and Design Project, Total S.A., $112K 134. B. L. Cheong, The Weather Butler Project, Weathernews Americas Inc, $145K 135. D. Bodine, R. Palmer, S. Torres, B. L. Cheong, C. Fulton, Understanding the Relationship Between Tornadoes and Debris Through Observed and Simulated Radar Data, NSF, $787K E OSCER State of the Center Address Wed Sep 25 2019

E E $737M total, $342M to OU 48 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 136. J. White (OSU), S. Crossley, B. Wang, Understanding an Active and Beneficial Role for Water in Solid-Acid Catalyzed Hydrocarbon Chemistry, $598K (OU) 137. M. Elwood Madden, "Raman Spectral Database of Aqueous Solutions for Planetary Science, NASA, $381K 138. M. Nanny, I. Sellers, J. Vogel, J. Kelly, R. Ramesh, MRI: Acquisition of an Inductively Coupled Plasma Mass Spectrometer (ICP-MS) System to Enable Elemental Analysis in Research, Training and Education, NSF, $397K 139. A. McGovern, C. Homeyer, C. Potvin, T. Smith, EAGER: Improving our Understanding of Supercell Storms through Data Science, NSF, $169K 140. F. Wang, U. Hansmann, Efficient and Accurate Force Fields for Computer-Aided Drug Design, NIH, $448K 141. U. Hansmann, Structural Transitions in Proteins and Protein Assemblies, NIH, $1.18M 142. E. Bridge, J. Kelly, X. Xiao, Enhancing and disseminating miniaturized tracking technology for widespread use on small migratory songbirds, NSF, $303K 143. M. A. Terr (U New Orleans), R. Schmehl (Tulane U), A. V. Callaghan (OU), J. M. Suflita (OU), Effect of Photochemistry on Biotransformation of Crude Oil, BP, $1.47M 144. M. Xue, A. Fierro, E. Mansell, D. MacGorman, G. Zhao, Assimilation of High-Frequency GOES-R Geostationary Lightning Mapper (GLM) Flash Ex-tent Density Data in GSI-Based EnKF and Hybrid for Improving Convective Scale Weather Predictions, NASA, $599K 145. A. Fierro, J. Gao, A. Clark, E. Mansell, C. Ziegler, D. MacGorman, Y. Wang, A. Lai, Real time assimilation of GOES-16 total lightning into the NSSL 3DVAR

code to improve 0-12h forecasts of high impact weather events at cloud resolving scales, NOAA, $250K 146. N. Yussouf, M. Erickson (NWS), P. Skinner, A. Fierro, K. Wilson, "Development and NWS Forecaster Evaluation of a Convective-scale Ensemble System for Probabilistic Heavy Rainfall and Severe Weather Forecasts, NOAA, $417K 147. A. Moore, Preliminary study of genetic diversity in Grindelia ciliata, a promising biofuel crop native to Oklahoma, OCAST, $100K 148. D. Resasco, B. Wang, Hydrophobic enclosures in bioinspired nanoreactors for enhanced phase selectivity. A combined experimental/theoretical approach, DOE, $650K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 49 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 149. M. Xue, G, Zhang, Assimilation of High Frequency GOES-R Geostationary Lightning Mapper (GLM) Flash Ex-tent Density Data in GSI-Based EnKF and Hybrid for Improving Convection Scale Weather Predictions, NOAA, $581K 150. Y. Jung and M. Xue, Impact of Assimilating Polarimetric Phased Array Radar Observations on Convective-scale Numerical Weather Prediction Model for Severe Weather Forecasts, NOAA, $346K E OSCER State of the Center Address Wed Sep 25 2019 E

E $737M total, $342M to OU 50 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 151. R. Palmer, B. Cheong, C. Fulton, J. Salazar, H. Sigmarsson, M. Yeary, T. Yu, Y. Zhang, , NOAA NSSL, $2.51M 152. T. Yu, J. Salazar, C. Fulton, H. Bluestein, R. Palmer, B. Cheong, M. Biggerstaff, B. Isom, J. Kurdzo, R. Doviak, X. Wang, M. Yeary, MRI: Development of C-band Mobile Polarimetric Imaging Radar, NSF, $3.1M 153. R. Palmer, B. Cheong, C. Fulton, J. Salazar, H. Sigmarsson, M. Yeary, T. Yu, G. Zhang, Y. Zhang, ARRC Demonstrator Development Activities for the MPAR Program: CPPAR and Horus, NOAA NSSL $2.42M 154. R. Palmer, B. Cheong, Electromagnetic Sensor Research & Development, Nanowave Technologies, $1.5M 155. S. Wolff, J. Bottum, D Atkins, H. Neeman, EAGER: Fact-Gathering and Planning for a National-Scale Cyberpractitioner Program, NSF, $41K 156. G. Monaco et al, The Role of Regional Organizations in Improving Access to the National Computational Infrastructure, NSF, $50K 157. J. Towns et al, XSEDE: eXtreme Science and Engineering Discovery Environment (supplement), NSF $3.7M 158. J. Bottum, M. Livny, H. Neeman, N. Tsinoremas, RCN: Advancing Research and Education Through National Network of Campus Research Computing Infrastructures The CaRC Consortium, NSF, $748K 159. J. Towns et al, XSEDE 2.0: Integrating, Enabling and Enhancing National Cyberinfrastructure with Expanding Community Involvement, NSF, $110M 160. J. Neeman, J. Bottum, D. Atkins, D. Brunson, S. Wolff, Cyberinfrastructure Leadership Academy, NSF, $49K 161. F. Kong, M. Xue, Technical Support to the StormScale Numerical Weather Prediction Capability for Shenzhen Meteorological Bureau, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, $173K

162. B. Wawrik, Z. Yang, L. Atkinson, Collaborative Research: Creatine Cycling in Marine Bacterial and Phytoplankton Assemblages, NSF, $362K 163. E. Bridge, Life history, kinship, and the evolution of alternative female reproductive strategies, $3K 164. M. Biggerstaff;, Optimizing radar guidance for triggered lightning, DARPA, $200K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 51 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 165. C. Ziegler, M. Biggerstaff, M. Coniglio., Measurement and analysis of nocturnal mesoscale convective systems and their stable boundary layer environment during PECAN, NSF,. $583K 166. M. Biggerstaff;,Impact of cloud dynamics on chemical and electrical properties of storms observed during DC3, NSF, $661K 167. K. Nicholas, Deoxygenation and Reductive Coupling of Alcohols Catalyzed by Oxo-Metal Complexes, NSF. $405K 168. S. Schroeder, N. Sloat, Blue Water Student Internship Program, $5K 169. S. Schroeder, Protein and Metal Ion Binding in Viral RNA, HIV Accessory and Regulatory Complexes (HARC), NIH, $25K 170. L. Ding, RII Track-2 FEC: Innovative, Broadly Accessible Tools for Brain Imaging, Decoding, and Modulation, NSF, $6M 171. L. Ding, Development of Imaging and EEG Biomarkers to Refine Neuromodulation Treatment Targets in MdDS, LIBR via NdDS, subaward PI, $55K 172. L. Ding, Development of the EEG Neuroergonomics Toolbox or EEGNT, FAA, $243K

173. J. P. Shaffer, Atom Surface Interactions and Hybrid Quantum Systems for Quantum Engineering Applications, AFOSR, $750K 174. J. P. Shaffer, High Sensitivity Absolute Electric Field Sensing with Atoms, National Reconnaissance Office, $309K 175. J. P. Shaffer, Control of Rydberg Interactions and Exotic States of Matter, NSF, $472K 176. M. J. Wenger, Building a unified theory methodology for identification of elementary cognitive systems, NSF, $364K 177. B. Wang et al, High Efficiency Flexible Dilute Nitrides Solar Cells for Space Applications, NASA EPSCoR, $750K 178. D. LaDue, REU Site: Real-World Research Experiences at the National Weather Center, NSF, $885K 179. K. Marfurt, 3D Seismic Attribute Analysis using AASPI Prestack Technology, Korea Institute of Geoscience Mineral Resources, $35K 180. B. Moore, National Mesonet Program 2015-2019, Global Science Technology Inc, $473K 181. S. Cavallo, Multi-scale Predictability with a New Coupled Non-hydrostatic global model over the Arctic, DOD-ONR, $273K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 52 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 182. X. Chen, Multi-scale validation of earthquake source parameters to resolve any spatial, temporal or magnitudedependent variability at Parkfield, CA, NSF, $224K 183. J. Ruyle, Electrically Small Antenna Design Tool, U.S. Federal Govt, $110K

184. J. Ruyle, Two-Dimensionality for Conformal MultiPlatform Use, DARPA, $499K 185. X. Wang, Ensemble Kalman Filter and Hybrid Data Assimilation for Convective-Scale, $73K 186. X. Wang, Developing and Evaluating GSI-based EnKFVariational Hybrid Data Assimilation for NCEP NAMRR to Improve Convection-Allowing Hazardous Weather Forecast, NOAA, $123K 187. X. Wang, Hybrid Data Assimilation for ConvectiveScale, NOAA, $99K 188. X. Wang, Improving Global and Hurricane Prediction b Using Minimum-Cost Large Ensemble in GFS 4DEnVar Hybrid Data Assimilation System, NOAA, $389K 189. X. Wang, Tzero Revolution, Weathernews Americas, Inc., $59K 190. X. Wang, Improving the Understanding and Prediction of Nocturnal Convection through Advance Data Assimilation and Ensemble Simulation in PECAN, NSF, $602K 191. J. Dyer, Heart Rate Variability Assessment as an Indicator of Health, OUHSC, $121K 192. M. Zaman, Southern Plains Transportation Center (SPTC), USDOT, $7.7M 193. M. Zaman, Matching Support for The Southern Plains Transportation Center, State of Oklahoma, Dept of Transportation, $3M 194. K. De Beurs, Storms, Forms, and Complexity of the Urban Canopy: How Land Use, Settlement Patterns, and the Shapes of Cities Influence Severe Weather, NASA, $437K 195. E. Baron, Models of Interacting Supernovae: Probing the Circumstellar Environment, NASA, $381K 196. A. Fierro, K. Calhoun, E. Mansell, C. Ziegler, D. MacGorman, J. Gao, Assimilation of GOES-R total lightning into GSI to improve short-term forecasts of high impact weather events at cloud resolving scales, NOAA, $230K 197. M. Xue, K. Brewster, Y. Jung, , Advanced Data Assimilation and Prediction Research for ConvectiveScale Warn-on-Forecast, NOAA, $450K 198. M. Xue, F. Kong, Y. Jung, N. Snook, mproving Initial Conditions and their Perturbations through EnsembleBased Data Assimilation for Optimized Storm-Scale Ensemble Prediction in Support of HWT Severe Weather Forecasting, NOAA, $249K E OSCER State of the Center Address Wed Sep 25 2019 E E

$737M total, $342M to OU 53 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 199. M. Xue, K. Brewster, F. Kong, Storm-Scale Ensemble Prediction Optimized for Heavy Precipitation Forecasting in Support of the Hydrometeorological Testbed (HMT), NOAA, $236K 200. J. Kelly, E. Bridge, P. Chilson, A. McGovern, K. deBeurs, J. Reedy, L. Jervis, NRT: Aeroecology as a testbed of interdisciplinary STEM training, $2.95M 201. F. Carr, J. Brotzge, National Mesonet Program", GST and Earth Networks, $50K 202. F. Carr, K. Brewster, National Mesonet Program, $100K 203. F. Carr, J. Brotzge, K. Brewster, Network of Networks: Preliminary Study, NOAA/NWS Office of Science and Technology, $210K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 54 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 204. J. van de Lindt, B. Ellingwood, A. Cerato, N. Wang, C. Nicholson et al, NIST Center for Risk-Based Community Resilience Planning, $1.37M 205. J. van de Lindt, A. Cerato, N. Wang, A Risk-Informed Decision Framework to Achieve Resilient and Sustainable Buildings that Meet Community Objectives, NSF, $380K 206. J. Straka, K. Kanak, Challenges in understanding

tornadogenesis and associated phenomena, NSF, $750K 207. J. Straka, Challenges in understanding tornadogenesis and associated phenomena (supplement), NSF, $29K 208. P. Kirstetter, B. L. Cheong, T.-Y. Yu, Deployment of a Novel Solid-state Polarimetric Weather Radar for Hydrology, NSF, $87K 209. B. L. Cheong, R. D. Palmer, Development of a Novel Solid-State Polarimetric Weather Radar PX-10,000, Nanowave Technologies, Inc., $550,000, 210. K. Nicholas, Catalytic Deoxydehydration, DOE, $438K 211. M. Libault, CAREER: Exploring the Transcriptional Regulatory Networks Controlling the Early Stages of Legume Nodulation, NSF, $1.1M 212. B. Shiau, D. Papavassiliou, J. Harwell, Interfacially active SWNT/silica nanohybrids, Advanced Energy Consortium, $419K 213. S. Crowell, B. Moore, Y. Luo, Improved Parameterization of Carbon Cycle Models Across Scales Using OCO-2 Measurements of XCO2 and SIF, NASA, $477K 214. B. Wawrik, MGMIC: Metagenome Analysis for Corrosion Tracking, OU Biocorrosion Center, $131K 215. B. Wawrik, A. Callaghan, Development of Techniques for the Quantification of Functional Gene Expression Associated with Biocorrosion, OU Biocorrosion Center, $37K 216. B. Wawrik, D. Bronk, Collaborative Research: Determining Rates of Group-specific Phytoplankton and Bacterial Uptake of Inorganic and Organic Nitrogen by means of Stable Isotope Techniques, NSF, $770K 217. A. Callaghan, B. Wawrik, J. Suflita, Biochemistry and Genetics of Anaerobic Alkane Metabolism: Interrogation of Sulfate-Reducing Isolates and Enrichments Using Genome-Enabled and Proteomic Approaches, NSF, $725K 218. B. Wawrik, Determining Rates of Group-specific Phytoplankton and Bacterial Uptake of Inorganic and Organic Nitrogen by Means of Stable Isotope Techniques, NSF, $10K E OSCER State of the Center Address Wed Sep 25 2019 E

E $737M total, $342M to OU 55 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 219. B. Wawrik, G. Sinclair, Transcriptomic Response to Nutrient Depletion of Marine Dinoflagellates, Gordon and Betty Moore Foundation, $70K in-kind 220. Joseph M. Suflita. Co-PIs: A. Callaghan, L. Gieg, Z. He, B. Wawrik, J. Zhou, Extending Knowledge of Anaerobic Hydrocarbon Metabolism: Linking Metabolism, Functional Gene Molecular Markers and the GeoChip, ConocoPhillips, $999K 221. A. Striolo, Anti-Agglomerants Performance in Hydrates Management: Fundamental Insights, EPSRC, 330K 222. A. Striolo et al, ShaleXenvironmenT, European Commission, 3M 223. A. Striolo, Flow Transport in Shale Rocks, Halliburton, 69K 224. A. Striolo, D. Cole, Nanopore Confinement of C-H-(O) Mixed-Volatile Fluids Relevant to Subsurface Energy Systems, DOE, 60K 225. A. Striolo, Hydrates Inhibitor Research, Halliburton, 69K 226. A. Striolo, Fraccing Fundamentals, Marie Curie Career Integration Grant, 100K 227. J. Li, Targeting Mosquito FREP1 Protein for Malaria Control, NIH, $424K 228. J. Li, CAREER: Genetic and Molecular Mechanisms of Parasite Infection in Insects, NSF, $783K 229. D. Atkins, J. Li, Memory T cell-mediated protecting against malaria, NIH, $76K 230. J. Li, Genomics analysis of Anopheles gambiae mosquitoes to Plasmodium falciparum parasite Infection, OCAST, $135K 231. P. Klein, P. B. Chilson, E. Fedorovich, A. Shapiro, D. Turner, Low-level jets in the nocturnal stable boundary layer: structure, evolution, and interactions with mesoscale atmospheric disturbances, NSF, $984K 232. E. Bridge, The Electronic Transponder Analysis Gateway (ETAG): An Animal Behavior Observatory,

NSF, $315K 233. B. Capogrosso-Sansone, Multi-Worm Algorithm for Path Integral Quantum Monte Carlo in Ultracold Dipolar Gases, NSF, $293K 234. K. Dresback, R. Kolar, Performance Optimization of the Advanced Circulation (ADCIRC) Model, Intel Parallel Computing Center, $300K 235. U. Hansmann, Modeling the molecular mechanism of amyloid oligomer and fibril self assembly, OCAST, $90K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 56 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 236. J. Wicksted, A. Knoedler et al, Adapting Socio-ecological Systems to Increased Climate Variability, NSF, $20M + $4M Regents (total), $7.0M + $1.9M Regents (OU) 237. M. Engle et al, Resilience and vulnerability of beef cattle production in the Southern Great Plains under changing climate, land use and markets, $9.5M (total), $1.9M (OU) 238. R. Palmer, G. Zhang, Y. Zhang, T. Yu, M. Yeary, S. Karimkashi, C. Fulton, B. Cheong, Multi-Mission Phased Array Radar Risk Reduction: A Collaborative Effort with the ARRC at the University of Oklahoma, NOAA, $1.5M 239. R. Palmer, G. Zhang, Y. Zhang, T. Yu, M. Yeary, Y. Hong, J. Crain, P. Chilson, Next Generation Weather Radar Technology, NOAA, $900K 240. R. Palmer, D. Bodine, S. Torres, B. Cheong, C. Fulton, Understanding Polarimetric Radar Tornadic Debris Signatures Using Modeling, Simulations, and Field Measurements,, NSF, $860K 241. A. Callaghan, Elucidation of Alkene Metabolism in Two Sulfate-reducing Isolates via Metabolite Profiling and

Transcriptomics, NSF, $848K 242. D. LaDue, K. Kloesel, REU Site: Research Experiences for Undergraduates at the National Weather Center, NSF, $822K 243. J. Brotzge, M. Xue, N. Snook, Y. Jung, A. McGovern, The Severe Hail Analysis, Representation, and Prediction (SHARP) Project, NSF, $819K 244. L. Krumholz, J. Zhou, M. McInerney, J. Wall, Characteristics of H2 Producing Biological Systems Operating at 1 nM H2 Concentration, DOE, $819K (total), $693K (OU) 245. P. Chilson, E. Fedorovich, R. Palmer, Studies of the Atmospheric Boundary Layer Using Numerical Simulations Coupled With Radar/Sodar-Based Field Experiments, NSF, $757K 246. M. Xue, K. Brewster, F. Kong, Establishment of Precision Weather Analysis and Forecasting Systems (PWAFS) for the Jiangsu Province Meteorological Bureau (JSMB), NRIET, $505K 247. H. Neeman, D. /Brunson, J. Deaton, S. Radhakrishnan et al, CC-NIE: OneOklahoma Friction Free Network, NSF, $500K 248. F. Kong, M. Xue, Further Development of the StormScale Numerical Weather Prediction Capability for Shenzhen Meteorological Bureau, Shenzhen, $479K 249. E. Bridge, J. Kelly, Optimizing Grassland Bird Conservation in an Era of Biofuel Production, USDA, $466K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 57 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 250. R. Kolar, Dynamic Integration of Natural, Human, and Instructure Systems for Hurricane Evacuation and

Sheltering," NSF, $456K 251. L. Ding, Neuroimaging Study of Mental Fatigue, FAA, $430K 252. U. Hansmann, Development of Generalized-Ensemble Algorithms and their Application in Protein Studies, NSF, $410K 253. L. Ding, Large-Scale Computational Neuroimaging of Brain Electrical Activity, NSF CAREER, $400K 254. P. Attar, Optimal Spatiotemporal Reduced Order Modeling for Nonlinear Structural Dynamics, NSF, $360K 255. B. L. Cheong, Y. Jung, G. Zhang,, Support for X-band Solid-state Weather Radar Development, WeatherLink, $334K 256. P. Vedula, P. J. Attar, Fast simulations of turbulent flows based on spatiotemporal statistical information, NSF, $330K 257. M. Xue, K. Brewster, F. Kong, Development of a ShortRange Realtime Analysis and Forecasting System based on the ARPS for Taiwan Region Year 3 (IA#24) and Year 4 (IA #25), NOAA, $310K 258. E. Bridge, J. Kelly, X. Xiao, Enhancing and disseminating miniaturized tracking technology for widespread use on small migratory songbirds, NSF, $302K 259. J. Kelly, L. Gruenwald, P. Chilson, V. Lakshmanan, E. Bridge, Advancing Biological Interpretations of Radar Data, NSF EAGER, $299K 260. L. Ding, High-Resolution Noninvasive Computational Neuroimaging, OCAST, $283K 261. F. Kong, Further Development to the Storm-Scale Numerical Weather Prediction Capability for Shenzhen Meteorological Bureau, SIATCAS, $251K 262. R. Slatt, Consortium from 14 oil and gas company, $245K 263. J. Brotzge, F. Carr, Protyping and Evaluating Key Network-of-Networks Technologies: Project Extension, NOAA, $210K 264. Y. Jung, M. Xue, G. Zhang, Development of a Polarimetric Radar Data Simulator for KLAPS, KMA, $176K 265. J. Ruyle, BRIGE: Investigation of Slot Antenna Recon figuration Mechanisms, NSF, $175K 266. J. Brotzge, F. Carr, CASA Warning System Innovation Institute, U Mass, $160K E OSCER State of the Center Address

Wed Sep 25 2019 E E $737M total, $342M to OU 58 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 267. J. Kelly, Developing Innovative Tools to Use Weather Radar Data to Assess and Monitor Impacts of Existing and Future Energy Facilities on Aerial Faunas in California, CIEE, $150K (total), $49K (OU) 268. J. Brotzge, F. Carr, Prototyping and Evaluating Key Network-of-Networks Technologies, NOAA, $145K 269. T. Yu, Y. Wang, R. Palmer, B. Cheong, Algorithm development for solid-state polarimetric weather radars, Toshiba, $130K 270. M. Xue, K. Brewster, F. Kong, Establishment of an Urban-Scale Weather Forecasting System (USWFS) for the Su Zhou Meteorological Bureau (SZMB), $127K 271. L. Ding, Neurophysiological Assessment of Mental Fatigue and Cognitive Performance, FAA, $115K 272. K. Dresback, R. Kolar, "Next Generation ADCIRC Tidal Database: Phase 2 - West Coast," DOD, $75K 273. K. Dresback, R. Kolar, "Next Generation ADCIRC Tidal Database, NOAA, $75K 274. P. Risser, J. Duckles, J. Bratton, NSF I-Corps, $50K 275. R. Palmer, M. Yeary, System and Software Engineering Support Services for CGI, CGI, $46K 276. M. Yeary, M. Xue, GRDS: Request to support a Native American Indian graduate student beginning his PhD within the CASA Engineering Research Center, NSF, $32K E OSCER State of the Center Address Wed Sep 25 2019 E E

$737M total, $342M to OU 59 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 277. I. Y. Akkutlu, J. Callard, C. Rai, C. Sondergeld, OU Shale Gas and Unconventional Reservoir Research Cooperative, $2.8M per year 278. J. P. Shaffer, T. Pfau, A Rydberg Atom Electric Field Sensor, DARPA-ARO, $1.18M (total),$1.06M (OU) 279. Y. Luo, Data Synthesis and Data Assimilation at Global Change Experiments and Fluxnet toward Improving Land Process Models, DOE, $1.05M 280. F. Kong, M. Xue, K. Brewster, Establishment of an Improved Numerical Weather Forecasting System for Chongqing Meteorological Service, Chongqing Institute of Green and Intelligent Technology, China, $852K 281. G. Zhang, M. Xue, B. L. Cheong, T. J. Schurr, Advanced Study of Precipitation Microphysics with Multi-Frequency Polarimetric Radar Observations and Data Assimilation, NSF, $637K 282. J. P. Shaffer, A Quantum Hybrid System for Linking Rydberg Atom Quantum Gates. NSF, $465K 283. J. P. Shaffer, Rydberg Atom Interactions and Collective Behavior, NSF, $436K 284. J. P. Shaffer, Interactions in Cold Rydberg Gases, NSF, $422K 285. J. Cruz, CIF: Small: Two-Dimensional Channel Modeling, Detection and Coding for Shingled Magnetic Recording, NSF, $418K 286. M. Yuan, Supplement to Developing and Evaluating the Effectiveness of the Location-based Offender Monitoring System for Offender Supervision, National Institute of Justice, $396K 287. X. Wang, M. Xue, F. Kong, Optimal Design of Multiscale Ensemble Systems for Convective-Scale Probabalistic Forecasting, NSF, $359K 288. F. Kong, M. Xue, Further Development of the StormScale Numerical Weather Prediction Capability for Shenzhen Meteorological Bureau, Shenzhen Institute of Advanced Technology, China, $251K 289. J. Snow & F. Fondjo Fotou (Langston U), MRI: Acquisition of a High Performance Computing Cluster for Research and Education, NSF, $250K 290. M. Xue, K. Brewster, Y. Jung, Advanced Data

Assimilation and Prediction Research for ConvectiveScale Warn-on-Forecast, NOAA, $243K 291. I.Y. Akkutlu, Multi-scale Characterization of Transport Phenomena in Shales for Improved Gas Recovery, Devon Energy, $200K 292. M. Xue, R. McPherson, J. Brotzge, B. Moore, Very High-Resolution Dynamic Downscaling of Regional Climate and Hydrology, USG, $24K 293. J. Brotzge, F. Carr, CASA DFW Testbed Enchancement: Task B of National Mesonet Program (NWP), Earth Networks Inc., $25K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 60 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 294. R. Voronov, Intra-Thrombus Chemo-Transport and Local Stress Mechanics under Flow, American Heart Association Postdoctoral Fellowship, $150K 295. X. Wang, M. Xue, Improving High Resolution Tropical Cyclone Prediction using GSI-based Hybrid EnsembleVariational Data Assimilation System for HWRF, NOAA, $150K 296. I. Y. Akkutlu, Molecular Theory of Capillarity in Kerogen - A Multi-component Approach to Predict Shale Gas/Liquid In-place and Transport in Nanopores, Devon Energy, $150K 297. S. Dhall, L. Gruenwald, Autonomous Database Partitioning using Data Mining for High End Computing, NSF, $150K 298. M. Xue, K. Brewster, F. Kong, Ensemble Simulation of GOES-R Proxy Radiance Data from CONUS Storm-Scale Ensemble Forecasts, Product Demonstration and Assessment at the Hazardous Weather Testbed GOES-R Proving Ground, NOAA, $126K 299. M. Xue, K. Brewster, F. Kong, Ensemble Simulation of GOES-R Proxy Radiance Data from CONUS Storm-Scale

Ensemble Forecasts, Product Demonstration and Assessment at the Hazardous Weather Testbed GOES-R Proving Ground, NOAA, $94K 300. K. Brewster, M. Xue, High Resolution Data Assimilation for Trajectory Improvement, DOD-Air Force, $79K 301. F. Kong, CAPS support to the WRF Lightning Forecast Algorithm for the NOAA R3 effort, NOAA GOES-R/Universities Space Research Assn, $48K 302. R. McPherson, M. Shafer, Y. Hong, Utilization of Regional Climate Science Programs in Reservoir and Watershed Impact Assessments, OSU Water Resources Responses to Climate Change: Pilot Study, $43K 303. P. Attar, Numerical Simulation of a Membrane Micro Air Vehicle in a Gust Field, Ohio Aerospace Institute, $35K 304. J.R. Cruz, Signal Processing for Magnetic Recording Channels, Hitachi Global Storage Technologies, Inc., Director, $30K 305. J.R. Cruz, Equalization, Detection, and Coding Algorithms for Bit Patterned Media Recording, Advanced Storage Technology Consortium, $17K 306. L. Sells, J. Goulden, H. Aboudja, LittleFe grant, LittleFe project, $2.5K 307. L. Sells, J. Goulden, Early Adopter Grant, NSF/TCPP, $2.5K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 61 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 308. B. Moore III et al, Department of the Interior SouthCentral Regional Climate Science Center, US Dept of the Interior, $3.5M (total), $1.4M (OU)

309. A. Striolo, D. Resasco et al, Center for Application of Single-Walled Carbon Nanotubes, DOE, $1M 310. J. K. Shen, CAREER: Electrostatic Mechanisms in Protein Stability and Folding, NSF, $773K 311. Y. Kogan, Parameterization of cumulus convective cloud systems in mesoscale forecast models, ONR, $594K 312. X. Wang, M. Xue, F. Kong, Optimal Design of Multiscale Ensemble Systems for Convective-Scale Probabilistic Forecasting, NSF, $395K 313. R. D. Palmer, T.-Y. Yu, NMQ and WDSS-II for the KMA radar network: Real-time, effective, and integrated weather products, Space Environment Laboratory, Inc., $361K 314. B. Grady, A. Striolo, Novel Supramolecular Structures of Laterally Confined Amphiphilic Molecules, NSF, $335K 315. D. Resasco, D. Papavassiliou et al, Interfacially active SWNT/silica nanohybrids, Advanced Energy Consortium, $331K 316. C. Y. Tang , R. Ramakumar, N. Jiang , Control and Operation of Large-Scale Wind Farms in the Power System, NSF, $231K 317. J. Shen, Electrostatic Modulationof Protein Stability and Folding, NIH, $1.4M 318. Y. Wang, Theoretical Tools for Measuring Dark Energy from Galaxy Clustering, DOE, $230K 319. F. Kong, M. Xue, Further Enhancement to the Hourly Assimilation and Prediction System (HAPS) for Shenzhen Meteorological Bureau. Shenzhen Institute of Advanced Technology, Chinese Academy of Science, $228K 320. P. Attar, P. Vedula, Multi-fidelity Modeling and Simulation (M&S) Tool for Nonlinear Aeroelasticity, Advanced Dynamics, $160K 321. B. Eskridge, CDI-TYPE I: RUI: Emergent Hierarchies of Leaders in Multi-Robot Systems, NSF, $159K 322. A. Striolo, Mixed-Volatile Fluids Relevant to Subsurface Energy Systems, DOE, $120K 323. P. Skubic, M. Strauss, OU Contribution to the ATLAS Southwest Tier 2 Computing Center (Supplement), NSF, $110K 324. P. Attar, High-Fidelity Computational Aeroelastic Solver Research, Ohio Aerospace Institute, $53K 325. P. Skubic, M. Strauss, OU Contribution to the ATLAS Southwest Tier 2 Computing Center (Supplement), NSF, $50K E

OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 62 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 326. P. Skubic, M. Strauss, University of Oklahoma Contribution to OSG Software Development, Brookhaven National Laboratory, $50K. 327. P. Attar, Computational Model Development and Experimental Validation Measurements for MembraneBatten Wing, Ohio Aerospace Institute, $43K 328. A. Striolo, Reduced Carbon in Earths Crust and Mantle I, Alfred P. Sloan Foundation, $39K. 329. J. Gao, Advancing Research on Realtime WeatherAdaptive 3DVAR Analyses with Automatic Storm Positioning and On-demand Capability, NOAA, $36K 330. M. Xue, Probabilistic Forecasting for Aviation Decision Aid Applications, Impact Technologies,$20K 331. P. Attar, P. Vedula, Towards Better Modeling and Simulation of Nonlinear Aeroelasticity On and Beyond Transonic Regimes, Advanced Dynamics, $20K 332. P. Attar, P. Vedula, High-Fidelity Computational Aeroelastic Models in Support of Certification Airworthiness of Control Surfaces with Freeplay and Other Nonlinear Features, Advanced Dynamics, $9K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 63 E

OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 333. H. Neeman, D. Brunson (OSU), J. Deaton (OneNet), J. He (Noble Foundation), D. Schoenefeld (TU), J. Snow (Langston U), M. Strauss (OU), X. Xiao (OU), M. Xue (OU), Oklahoma Optical Initiative, NSF, $1.17M 334. H. Neeman, M. Jensen, M. Strauss, X. Xiao, M. Xue, E. Baron, K. Dresback, R. Kolar, A. McGovern, R. Palmer, D. Papavassiliou, H. Severini, P. Skubic, T. Trafalis, M. Wenger, R. Wheeler (Duquesne U), MRI: Acquisition of Extensible Petascale Storage for Data Intensive Research, NSF, $793K 335. D. Resasco, J. Harwell, F. Jentoft, K. Gasem, S. Wang, Center for Interfacial Reaction Engineering (CIRE), DOE EPSCoR, $2.4M ($1.97M OU) 336. P. Skubic, M. Strauss, B. Abbott, P. Gutierrez, Experimental Physics Investigations Using Colliding Beam Detectors at Fermilab and the Large Hadron Collider (LHC) (TASK A) 2010-2013 Renewal, DOE, $2.8M 337. R. Palmer, Y. Zhang, G. Zhang, T. Yu, M. Yeary, Y. Hong, J. Crain, P. Chilson, Next Generation Phased Array, NSSL, $2M 338. P. Skubic, M. Strauss, B. Abbott, P. Gutierrez, Experimental Physics Investigations Using Colliding Beam Detectors at Fermilab and the Large Hadron Collider (LHC) (TASK A) 2010-2013 Renewal-Revision, DOE, $1.52M 339. D. Cole, Alberto Striolo, Structure and Dynamics of Earth Materials, Interfaces and Reactions, DOE, $1.5M ($90K OU) 340. R. Sigal, F. Civan, D. Devegowda, Simulation of Shale Gas Reservoirs Incorporating the Correct Physics of Capillarity and Fluid Transport, Research Partnership to Secure Energy for America (RPSEA), $1.05M 341. M. Biggerstaff , J. Straka, L. Wicker, Zrnic, Zahari, MRI Development of C-Band Mobile Polarimetric Weather Radars, NSF, $989K ($439K OU) 342. D. Resasco, D. Papavassiliou et al, Carbon Nanotube Technology Center, DOE, $925K 343. M. Saha, D. Papavassiliou, A. Striolo, K. Mullen, B. Grady, C. Altan, D. Resasco, Experimental and theoretical studies of carbon nanotube hierarchical structures in multifunctional polymer composites, DoD-EPSCoR, $897K

344. E. Mansell , J. Straka, C. Ziegler, D. MacGorman, Numerical modeling studies of storm electrification and lightning, NSF, $817K 345. E. Rasmussen, J. Straka, K. Kanak, Collaborative Research: Challenges in understanding tornadogenesis and associated phenomena, $755K ($489K OU) 346. J. Straka, K. Kanak, Challenges in tornadogenesis and associated phenomena, NSF, $584K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 64 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 347. M. Xue, F. Kong, Advanced Multi-Moment Microphysics for Precipitation and Tropical Cyclone Forecast Improvement with COAMPS, ONR, $592K 348. J. Straka, K. Kanak, Collaborative Research: Challenges in Understanding Tornadogenesis and Associated Phenomena, NSF, $515K 349. D. MacGorman, E. Mansell, C. Ziegler, A. Fierro, M. Xue, Techniques for Assimilating Geostationary Lightening Mapper Data and Assessment of the Resulting Impact on Forecasts, NOAA, $415K 350. M. Xue, F. Kong, K. Brewster, X. Wang, A Partnership to Develop, Conduct, and Evaluate Realtime HighResolution Ensemble and Deterministic Forecasts for Convective-scale Hazardous Weather: Moving to the Next Level, NOAA CSTAR, $375K 351. M. Xue, K. Brewster, J. Gao, X. Wang, Advanced Data Assimilation and Prediction Research for ConvectiveScale Warn-on-Forecast, $500K, NOAA 352. X. Wang, Improving satellite radiance data assimilation using a hybrid ensemble-Gridpoint Statistical Interpolation (GSI) method for global numerical weather prediction, NASA, $276K 353. X. Wang, M. Xue, Improving NOAA operational global numerical weather prediction using a hybrid-ensemble

Kalman filter data assimilation and ensemble forecast system, NOAA, $207K 354. D. Resasco, D. Papavassiliou et al, Interfacially active SWNT/silica nanohybrids, Advanced Energy Consortium (AEC), $333K 355. D. Oliver, Data analysis and inversion for mobile nanosensors, AEC, $320K 356. R. Palmer, T. Yu, G. Zhang, M. Yeary, P. Chilson, Y. Zhang, J. Crain, Advancements in Phased Array Weather Radar Research at OU, NOAA National Severe Storms Laboratory (NSSL), $270K 357. A. Striolo, The Emergent Behavior of Solid Nanoparticles at Oil-Water Interfaces: A Multi-Scale Thermodynamic Approach to Enable Bio-Oil Upgrade, NSF, $238K 358. M. Xue, K. Brewster, F. Kong, Development of a Short-Range Realtime Analysis and Forecasting System based on the ARPS for Taiwan Region, NOAA, $200K 359. J. Straka, K. Kanak, Formative dynamics of the mammatus clouds in thunderstorm cirrus, NSF, $318K 360. M. Yeary, C. Tang, Computationally Efficient Linear Transforms for Remote Sensing Systems, NSF, $299K 361. A. Striolo, Probing regular solution theory for mixed amphoteric/ionic surfactant systems by molecular dynamics simulations, ACS, $100K E OSCER State of the Center Address Wed Sep 25 2019 E E $737M total, $342M to OU 65 E OSCER-FACILITATED FUNDING TO DATE: External Research Grants (contd) 362. K. Brewster, M. Xue, F. Kong, meteorology project, $211K

363. M. Xue, meteorology project, $120K 364. A. McGovern, Learning to guide search in large state spaces, IBM DARPA, $95K 365. J. Straka, K. Kanak, Supplement: Challenges in tornadogenesis and associated phenomena (VORTEX2), NSF, $87K 366. F. Kong, M. Xue, Establishment of an Experimental RealTime Short-Term Storm Prediction System for Shenzhen Meteorological Bureau, $58K 367. J. Straka, Improved Understanding/Prediction of Severe Convective Storms and Attendant Phenomena through Advanced Numerical Simulation, NSF, $58K 368. M. Xue, Assimilation of NEXRAD Radial Winds in a Regional Mesoscale Model, Miss State U, $79K 369. J. Cruz, R. Todd, Medium-Density Parity-Check Codes for Tape Systems, INSIC, $36K 370. M. Xue, D. Stensrud, J. Gao, Advancing Warn on Forecast Storm-scale Analysis of Vortex 2 Thunderstorms, NSSL, $70K 371. P. Attar, High-Fidelity Computational Aeroelastic Solver Research, Ohio Aerospace Institute, $60K 372. J. Straka, K. Kanak, Development of Unmanned Aircraft System for Research in a Severe Storm Environment and Deployment within the VORTEX 2, NSF, $44K 373. J. Cruz, Equalization, Detection, and Coding Algorithms for Bit Patterned Media Recording Channels, International Storage Industry Consortium (INSIC), $35K 374. J. Cruz, R. Todd, Signal Processing for Magnetic Recording Channels, private company, $30K 375. P. Attar, P. Vedula, Deterministic and Statistical Characterization of the Impact of Control Surface Freeplay on Flutter and Limit-Cycle Oscillation (LCO) using Efficient Computational Modeling, Advanced Dynamics, $30K 376. P. Attar, P. Vedula, Novel Reduced Order in time Models for Problems in Nonlinear Aeroelasticity, Advanced Dynamics, $29K 377. F. Carr, J. Straka, Severe storm research, Jonathon Merage Foundation, $21K 378. F. Carr, J. Straka, Severe storm research, Jonathon Merage Foundation, $20K E OSCER State of the Center Address Wed Sep 25 2019 E

$737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 66 External Research Grants (contd) 379. A. Striolo, Electrolytes at Solid-Water Interfaces: Theoretical Studies for Practical Applications, DOE EPSCoR, $450K 380. A. Striolo, Saha, Experimental and Theoretical Studies of Carbon Nanotube Hierarchical Structures in Multifunctional Polymer Composites, DOD EPSCoR, $450K 381. D. Cole (ORNL), A. Striolo, Structure and Dynamics of Earth Materials, Interfaces and Reactions, DOE, $1.5M ($75K OU) 382. D. Papavassiliou, A. Striolo, Effects of HydrophobicityInduced Wall Slip on Turbulence Drag and Turbulence Structure, NSF, $230K 383. A. Striolo, D. Resasco, U. Nollert, Understanding the Interactions between Carbon Nanotubes and Cellular Membranes, NSF, $380K 384. M. Xue, Y. Hong, X. Hu (GSU), Integrated Weather and Wildfire Simulation and Optimization for Wildfire Management, NSF, $997K ($483K OU) 385. Y. Hong, Next Generation QPE: Toward a Multi-Sensor Approach for Integration of Radar, Satellite, and Surface Observations to Produce Very High-resolution Precipitation Data, NOAA/OAR/NSSL via CIMMS, $83K 386. R. Palmer, Y. Hong, Phased Array Technology for Weather Radar Applications, NOAA/OAR/NSSL via CIMMS, $426K 387. Y. Hong, Baski (OSU), Proactive approach to transportation resource allocation under severe winter weather emergencies, OK-DOT/OTC, $261K ($101K OU) 388. R. Palmer, Y. Hong, Atmospheric Observations using PhasedArray Technology, $340K 389. Y. Hong, Toward Improved Flood Prediction and Risk Mitigation: Capacity Building for Africa, NASA, $87K 390. Y. Hong, Improving NASA Global Hazard System and Implementing SERVIR-Africa, NASA, $272K 391. Y. Hong, Link SERVIR-Africa Work to NASA Land Information System: Workshop Training and

Data Assimilation of GRACE to NASA-OU Hydrologic Model, NASA, $10K 392. R. Adler (NASA), Y. Hong, Global Hazard (FloodLandslide) Decision-Support System, NASA, $900K 393. S. Schroeder, CAREER: Advancing Viral RNA Structure Prediction, NSF, $750K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 67 External Research Grants (contd) 394. P. Attar, High Fidelity Computational Aeroelastic Analysis of a Flexible Membrane Airfoil Undergoing Dynamic Motion, Ohio Aerospace Institute, $35K 395. P. Attar, Computational Model Development and Experimental Validation Measurements for Membrane-Batten Wing Flexible Membrane Airfoil Undergoing Dynamic Motion, Ohio Aerospace Institute, $43K 396. K. Droegemeier, F. Kong, P. Attar, A Partnership to Develop, Conduct, and Evaluate Realtime HighResolution Ensemble and Deterministic Forecasts for Convective-scale Hazardous Weather, NOAA, $375K 397. M. Xue, G. Zhang, K. Brewster, F. Kong, Prediction and Predictability of Tropical Cyclones over Oceanic and Coastal Regions and Advanced Assimilation of Radar and Satellite Data for the Navy Coupled Ocean-Atmosphere Mesoscale Prediction System, ONR/DOD EPSCoR, $476K; OK Board of Regents $100K 398. S. Ahalt, A. Apon, D. Lifka, H. Neeman, NSF Workshop High Performance Computing Center Sustainability, NSF, $49K ($0 OU) 399. Y. Luo, S. Lakshmivarahan, Development of a Data Assimilation Capability towards Ecological Forecasting in a Data-Rich Era, NSF, $1.08M 400. Y. Luo, D. Schimmel (NEON), J. Clark (Duke U.),

Kiona Ogle (U. Wyoming), S. LaDeau (Cary Institute of Ecosystem Study), RCN: Forecasts Of Resource and Environmental Changes: Data Assimilation Science and Technology (FORECAST), NSF, $500K 401. J. Straka, K. Kanak, Davies-Jones, H. Neeman, Challenges in understanding tornadogenesis and associated phenomena, NSF, $854K 402. P. Risser et al, A cyberCommons for Ecological Forecasting, NSF, $6M ($2.78M OU) 403. M. Xue, X. Wang, X. Li (OSU), R. Barnes, S. Sanielevici (PSC), H. Neeman, Enabling Petascale Ensemble-Based Data Assimilation for the Numerical Analysis and Prediction of High-Impact Weather, NSF, $1.2M ($902K OU) 404. P. Skubic, B. Abbott, P. Gutierrez, M. Strauss, ATLAS Southwest Tier 2 Computing Center, NSF, $600K/year ($60K/year OU) 405. Y. Hong, Evaluation of NASA Global Hazard System, NASA, $45K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 68 External Research Grants (contd) 406. J Wicksted, F. Waxman et al, Building Oklahoma's Leadership Role in Cellulosic Bioenergy, NSF EPSCoR, $15M ($5.7M OU) 407. D.S. Oliver, software, $16.7M 408. K.K. Muraleetharan, G. Miller, and A. Cerato, Understanding and Improving the Seismic Behavior of Pile Foundations in Soft Clays, NSF, $1.15M ($500K OU) 409. K. Droegemeier, F. Kong, Multisensor Studies of Precipitation for Model Verification and Data Assimilation, U Minn, ($7K OU) 410. K. Droegemeier, M. Xue, F. Kong, Observing System Simulation Experiments for Airborne Weather Sensors, HRL, ($33K OU)

411. M. Nollert, Scholarship, FD-OMRF, $12K 412. R. Sigal, R. Philp, C. Rai,, S. Shah, R. Slatt, C. Sondergeld, D. Zhang, energy company, $1.9M 413. B. Grady, D. Schmidtke, A. Striolo, A. Cheville, D. Teeters, Polymer Nanostructures on Solid Surfaces,$208K ($125K OU) 414. T. Conway, E. coli Model Organism Resource, UN-Purdue, ($685K OU) 415. R. Kolar, Storm Surge Modeling in SE Liousiana - 2006, ARCADIS, ($37K OU) 416. D. Cole (ORNL), A. Striolo, Rates and Mechanisms of Mineral-Fluid Interactions at the Nanoscale, DOE, $1.65M (total), ($55K OU) 417. R. Kolar, A Prototype Operational Modeling System for Waves, Coastal Currents, Inundation and Hydrologic Flooding for Eastern North Carolina, UN-UNC-CH, ($209K OU) 418. R. Kolar, A Coupled Regional-Coastal Ocean Model: HYCOM/CG-ADCIRC, DOD-NRL, ($333K OU) 419. M. Xue, Contribution to WRF Model Development by the Center for Analysis and Prediction of Storms, DOC-NOAA, $821K 420. K. Marfurt, Improving Geologic and Engineering Models of Midcontinent Fracture and Karst Modified Reservoirs Using 3-D Seismic Attributes, UKCRINC, ($61K OU) 421. P. Attar, P. Vedula, Novel, Optimal, Physics-based Reduced Order Models for Nonlinear Aeroelasticity, Advanced Dynamics, $49K 422. S. Dhall, Autonomous Data Partitioning using Data Mining for High Performance Computing, NSF, ($125K OU) E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 69

External Research Grants (contd) 423. M. Xue, K. Brewster, J. Gao, Ensemble-based Data Assimilation for Tropical Storms, and Realtime 3DVAR Analysis for Initial Proof of 'Warn-onForecast Concept: Collaborative Research between CAPS and NSSL, DOC-NOAA, $100,000 424. M. Xue, Contribution to Model Development and Enhancement Research Team by the Center for Analysis and Prediction of Storms, DOC-NOAA, $620K 425. M. Xue, K. Brewster, Ensemble-based Data Assimilation for Convective Storms and Hurricanes, DOC-NOAA, $100,000 426. S. Schroeder, "Discovering Satellite Tobacco Mosaic Virus Structure, OCAST, $85K 427. S. Schroeder, "Computational Advacnes Toward Predicting Encapsidated Viral RNA Structure, Pharmaceutical Research and Manufactuerer's Association of America, $60K 428. R. Kolar, "Outer Boundary Forcing for Texas Coastal Models, Texas Water Development Board, $20K 429. K. Milton, "Collaborative Research: Quantum Vacuum Energy", NSF, $250K 430. A. McGovern, "Developing Spatiotemporal Relational Models to Anticipate Tornado Formation, NSF, $500K 431. Y. Kogan, "Midlatitude Aerosol-Cloud-Radiation Feedbacks in Marine Boundary Layer Clouds", ONR, $638K 432. J. Straka, K. Kanak, Davies-Jones, Challenges in understanding tornadogenesis and associated phenomena, NSF, $854K (total), $584K (OU) 433. Y. Hong, "Improvement of the NASA Global Hazard System and Implement Server-Africa, NASA, $272K 434. J. Antonio, S. Lakshmivarahan, H. Neeman, "Predictions of Atmospheric Dispersion of Chemical and Biological Contaminants in the Urban Canopy. Subcontract No. 1334/0974-01, Prime Agency DOD-ARO, Subcontract through Texas Tech University, Lubbock, TX, Sep. 29, 2000 to Nov. 3, 2001, $75K 435. A. Striolo, "Electrolytes at Solid-Water Interfaces: Theoretical Studies for Practical Applications, OSRHE Nanotechnology, $15K 436. D. Papavassiliou, Turbulent transport in nonhomogeneous turbulence, NSF, $320K E

OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 70 External Research Grants (contd) 437. K. Droegemeier et al., Engineering Research Center for Collaborative Adaptive Sensing of the Atmosphere, NSF, $17M (total), $5.6M (OU) 438. K. Droegemeier et al., Linked Environments for Atmospheric Discovery (LEAD), NSF, $11.25M (total), $2.5M (OU) 439. M. Strauss, P. Skubic et al., Oklahoma Center for High Energy Physics, DOE EPSCoR, $3.4M (total), $1.6M (OU) 440. M. Richman, A. White, V. Lakshmanan, V. DeBrunner, P. Skubic, Real Time Mining of Integrated Weather Data, NSF, $950K 441. D. Weber, K. Droegemeier, H. Neeman, Modeling Environment for Atmospheric Discovery, NCSA, $435K 442. H. Neeman, K. Droegemeier, K. Mish, D. Papavassiliou, P. Skubic, Acquisition of an Itanium Cluster for Grid Computing, NSF, $340K 443. J. Levit, D. Ebert (Purdue), C. Hansen (U Utah), Advanced Weather Data Visualization, NSF, $300K 444. D. Papavassiliou, Turbulent Transport in Wall Turbulence, NSF, $165K 445. L. Lee, J. Mullen (Worcester Polytechnic), H. Neeman, G.K. Newman, Integration of High Performance Computing in Nanotechnology, NSF, $400K 446. R. Wheeler, Principal mode analysis and its application to polypeptide vibrations, NSF, $385K 447. R. Kolar, J. Antonio, S. Dhall, S. Lakshmivarahan, A Parallel, Baroclinic 3D Shallow Water Model, DoD - DEPSCoR (via ONR), $312K 448. R. Luettich (UNC), R. Kolar, B. Vieux, J. Gourley, The Center for Natural Disasters, Coastal Infrastructure, and Emergency Management, DHS,

$699K 449. D. Papavassiliou, M. Zaman, H. Neeman, Integrated, Scalable MBS for Flow Through Porous Media, NSF, $150K 450. Y. Wang, P. Mukherjee, Wavelet based analysis of WMAP data, NASA, $150K 451. E. Mansell, C. L. Ziegler, J. M. Straka, D. R. MacGorman, Numerical modeling studies of storm electrification and lightning, $605K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 71 External Research Grants (contd) 452. K. Brewster, J. Gao, F. Carr, W. Lapenta, G. Jedlovec, Impact of the Assimilation of AIRS Soundings and AMSR-E Rainfall on Short Term Forecasts of Mesoscale Weather, NASA, $458K 453. R. Wheeler, T. Click, National Institutes of Health/Predoctoral Fellowships for Students with Disabilties, NIH/NIGMS, $80K 454. K. Pathasarathy, D. Papavassiliou, L. Lee, G. Newman, Drag reduction using surface-attached polymer chains and nanotubes, ONR, $730K 455. D. Papavassiliou, Turbulent transport in nonhomogeneous turbulence, NSF, $320K 456. C. Doswell, D. Weber, H. Neeman, A Study of Moist Deep Convection: Generation of Multiple Updrafts in Association with Mesoscale Forcing, NSF, $430K 457. D. Papavassiliou, Melt-Blowing: Advance modeling and experimental verification, NSF, $321K 458. R. Kol,ar et al., A Coupled Hydrodynamic/Hydrologic Model with Adaptive Gridding, ONR, $595K 459. D. Papavassiliou, Scalar Transport in Porous Media, ACS-PRF, $80K 460. M. Xue, F. Carr, A. Shapiro, K. Brewster, J. Gao,

Research on Optimal Utilization and Impact of Water Vapor and Other High Resolution Observations in Storm-Scale QPF, NSF, $880K. 461. J. Gao, K. Droegemeier, M. Xue, On the Optimal Use of WSR-88D Doppler Radar Data for Variational Storm-Scale Data Assimilation, NSF, $600K. 462. K. Mish, K. Muraleetharan, Computational Modeling of Blast Loading on Bridges, OTC, $125K 463. V. DeBrunner, L. DeBrunner, D. Baldwin, K. Mish, Intelligent Bridge System, FHWA, $3M 464. D. Papavassiliou, Scalar Transport in Porous Media, ACS-PRF, $80K 465. Y. Wang, P. Mukherjee, Wavelet based analysis of WMAP data, NASA, $150K 466. R. Wheeler et al., Testing new methods for structure prediction and free energy calculations (Predoctoral Fellowship for Students with Disabilities), NIH/NIGMS, $24K 467. L. White et al., Modeling Studies in the Duke Forest Free-Air CO2 Enrichment (FACE) Program, DOE, $730K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 72 External Research Grants (contd) 475. 468. 469. 470. 476. 471. 472. 477. 473. 478.

474. 479. 480. G. Zhang,Severini, Neeman, M. Xue, Cyberinfrastructure P. Chilson, T. Schuur,for Improving Distributed Microphysics Rapid Response Parameterizations to National Emergencies, and Quantitative NSF, $132K Precipitation through Use of Video Disdrometer, Profiler and Polarimetric Radar Observations, Neeman, Roe,Forecast Severini, Wu et Optimal al., Cyberinfrastructure Education for Bioinformatics and Beyond, NSF, $250K NSF, $464K K. Milton, C. Kao, Non-perturbative Quantum Field Theory and Particle Theory Beyond the Standard Model, T. Yu, $150K M. Xue, M. Yeay, R. Palmer, S. Torres, M. Biggerstaff, Meteorological Studies with the Phased Array DOE, Weather and Data Assimilation using the Ensemble Kalman Filter, ONR/Defense EPSCOR/OK State J. Snow, Radar "Oklahoma

Center for High Energy Physics", DOE EPSCoR, $3.4M (total), $169K (LU) Regents, $560K M. Xue, F. Kong, OSSE Experiments for airborne weather sensors, Boeing, $90K B. Wanner, T. Conway, et al., Development of the www.EcoliCommunity.org Information Resource, NIH, $1.5M M. Xue,$150K K. Brewster, (total), (OU) J. Gao, A. Shapiro, Storm-Scale Quantitative Precipitation Forecasting Using Advanced Data Assimilation Techniques: Methods, Impacts and Sensitivities, NSF, $835K T. Ibrahim et al., A Demonstration of Low-Cost Reliable Wireless Sensor for Health Monitoring of a Precast Y. Kogan, D.Concrete Mechem, Improvement in the cloud physics formulation Prestressed Bridge Girder, OK Transportation Center, $80K in the U.S. Navy Coupled OceanAtmosphere Mesoscale Prediction System, ONR, $889K T. Ibrahim et al., Micro-Neural Interface, OCAST, $135K J. Snow, Langston University High Energy Physics, $155K (LU) E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 73 External Research Grants (contd)

487. 481. 482. 488. 483. 489. 490. 484. 485. 491. 492. 486. 493. 494. A. Striolo, L.M. Leslie,Heat M.B.Transfer Richman, in C. Graphene-Oil Doswell, Detecting Nanocomposites: Synoptic-Scale A Molecular Precursors Understanding Tornado Outbreaks, to OvercomeNSF, Practical $548K Barriers. ACS Petroleum Research $40K L.M. Leslie, M.B. Richman, Use ofFund, Kernel Methods in Data Selection and Thinning for Satellite Data Assimilation in NWP D.V. Papavassiliou, Models, NOAA, Turbulent $342K

Transport in Anisotropic Velocity Fields, NSF, $292.5K J. Gao, D. Oliver, K. software Brewster,license M. Xue, grant, K. Droegemeier, $1.5M "Assimilating Doppler Radar Data for Storm-Scale Numerical Prediction Using an Ensemble-based Variational Method, $200K the Major Unresolved Problem in Vertebrate R. Broughton et al, Assembling the Eutelost Tree of Life NSF, Addressing E. Chesnokov, Phylogeny, NSF, Fracture $3M ($654K Prediction to OU) Methodology Based On Surface Seismic Data, Devon Energy, $1M E. Chesnokov, A. Fagg, Development ScenarioofofaFracture Bidirectional EventCNS Development Interface or in Robotic the Barnett Control, Shale (Laboratory NIH, $600KMeasurements and Theoretical Investigation), Devon Energy, $1.3M M. Xue, J. Gao, "An Investigation on the Importance of Environmental Variability to Storm-scale Radar Data M. Xue, K. Brewster,

Assimilation, NSSL, J.$72K Gao, "Study of Tornado and Tornadic Thunderstorm Dynamics and Predictability through High-Resolution Simulation, Prediction, Flow and Advanced Data Assimilation, $780K JV. Sikavistsas and D.V. Papavassiliou Effects on Porous Scaffolds NSF, for Tissue Regeneration, NSF, $400K P. Skubic, M. Strauss, et al., Experimental Physics Investigations Using Colliding Beam Detectors at Fermilab and the LHC, DOE, $503K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 74 External Research Grants (contd) 503. Y. 495. E. Wang, Bridge,"Science An Open-Source for the Euclid Radio Mission", Frequency NASA/JPL, Identification $52KSystem (2019)for Animal Monitoring, NSF, $331K 496. R. 504.

D. McPherson, LaDue, K. Kloesel, E. White, EPSCoR M. Shafer, Funded D. Rosendahl, ParticipantM.inRichman, the National "Trends Weather in cold Center temperature Researchextremes Experiences and for winter Undergraduates weather for the SPTC Program, region, Oklahoma USDOT, EPSCoR, $132K $9K 497. R. 505. V. Sikavitsas, Palmer, B. Cheong, D. Papavassiliou, C. Fulton,"The J. Salarzar, influence M.ofYeary, fluid T.-Y. shear Yu, forces, Y. Zhang,. oxygenMeeting and nutrient the mass Technical transport Challenges in the of development the

Multi-Mission of bone Phased graftsArray in perfusion Radar, bioreactors, NOAA, $1.65M OCAST,, $45K 498. M. 506. D. Schmidtke, J. McInerney, D.L.Papavassiliou, Krumholz, Bioremediation "Developmentof ofChromium a Miniatureand Right Arsenic Heartfrom Support Industrial Device, Wastewater, NIH, $347K Natl $162K "Interfacially active SWNT/silica nanohybrids, Advanced Energy Consortium, 499. Academies D. Resasco,of D.Science, Papavassiliou, 507. M. $688K Coniglio (PI), C. Doswell III, R. J. Trapp 500. "Improved 508. B. L. Cheong, understanding T.-Y. Yu, R.of.D. convective-storm Palmer, Instrumental predictability Supportand for environment the Winter Experiment feedbacks Campaign, from observations SELabduring Inc,

$215K the Mesoscale Predictability Experiment (MPEX), NSF, $272K 501. Y. 509. E. Kogan, Bridge, "Parameterization CAREER: Unwrapping of Cumulus the Migratory Convective Gene Cloud Package, Systems NSF, in Mesoscale $760K Forecast Models, ONR, $267K 502. S. 510. E. Schroeder, Bridge, The "Predicting ElectronicViral Transponder RNA Structures, AnalysisFunction, Gateway and (ETAG): Drug An Targets Animal fromBehavior Sequence, Observatory, OCAST, $145K NSF, $315K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E

OSCER-FACILITATED FUNDING TO DATE: 75 External Research Grants (contd) 511. L. 517. A. Ding, Fierro,"NRI-Small: M. DeMaria,Robot E. Mansell, Assistants C./ for Ziegler, Promoting D. MacGorman, Crawling and A.Schumacher, Walking in Children R. Brummer. at Risk Using of Cerebral total Palsy, NSF, $1.135M lightning data from GLM/GOES-R to improve real-time tropical cyclone genesis and intensity forecasts, NOAA, ($123K to OU) Research: Three-Dimensional Simulations of Type Ia Supernovae Constraining Models 512. $268K E. Baron, "Collaborative 518. U. with Hansmann, Observations, "Folding, NSF,Mis-folding $26K and Aggregation of Proteins, NIH, $887K 513. G. 519. H. R. Neeman, Keller,K. S. Brewster, Holloway,A.D.McGovern, Devegowda, H.K.

Severini, Crain, A. T. Yu, Holland, M. Atiquzzaman, A. Ghassemi,G."4D Creager, Integrated B. George, Study Using Z. Gray, S. Radhakrishnan, Geology, Geophysics, P. Skubic, Reservoir M. Strauss, Modeling X. Xiao, and Rock M. Xue, Mechanics A Model to for Development Advanced Assessment Cyberinfrastructure Models Research for Potential and Education Induced Seismicity Facilitators, Risk,. NSF, $1.478M $400K 514. J. 520. E.Gao, Lemley, D. Stensrud, G. Qian, X. "MRI: Wang, Acquisition "Assimilation of a High

of Doppler Performance Radar Data Computing with anCluster Ensemble-based for Research Variational at a Predominantly Method for Undergraduate Storm-scale NWP, Institution, NSF, $481K NSF, $305K 515. M. 521. R. Floyd, Soe (RSU), J. Pei,"Unitary "Understanding Qubit Lattice the Behavior Algorithms of Prestressed for Quantum Concrete Turbulence Girders with after Non-Abeliam Years of Service, Vortices, OKNSF, DOT, $327K $75K 516. J. 522. G.Cruz, Zhang, "Two-Dimensional S. Arani, "Polarimetric Channel Phased Modeling, Array Detection

Radar Research and Coding in Support for Shingled for MPAR Magnetic Strategy, Recording, NOAA, $438K NSF, $419K 523. J. Shaffer, "Laser Stabilization System for Rydberg Atom Physics, Army Research Office, $75K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 76 External Research Grants (contd) 524. R. 532. X. Sani Wang, (SDSMT), OU/WNIL.Collaborative Krumholz, Building Work onGenome-to-Phenome Assimilation of MURON Infrastructure and Himawari-8 for Regulating Clear Sky Methane Radiances in Deep to Environments Improve Tropical (BuG

Cyclone ReMaDE), Forecast NSF, Over $6M the(total), West Pacific, $1.4M (OU) WeatherNews Inc, $136K 525. X. 533. A. Wang, Striolo GSI (U College based Dual London), Resolution Science EnVar 4 Clean DataEnergy, Assimilation European for Convective-Scale Commission, 12M 'Warn-on-Forecast, (not to OU) NOAA, $100K 526. A. Striolo, D. Blankschtein, Hydrates Growth and Coalescence: From Molecular Understanding to Useful 534. X. Models, Wang, Royal "MPAR Society, targeting 12K observation (not to OU) research for WoF, NOAA, $362K 527. X. 535. A. Wang, P. Khain A.(Hebrew Johnson,U), A. A. Clark,

V. Ryzhkov, Improving Coupling NWS Convection of polarimetric Allowing radarHazardous and cloud model, Weather BSF, Ensemble $102K Forecasts Optimizing Initial (IC) Perturbations, NOAA,events $277Kusing polarimetric radar and 528. through A. V. Ryzhkov, A. P.Multi-Scale Khain (Hebrew U),Condition Investigation of hazardous weather 536. X. cloud Wang, model, A. Johnson, BSF, $111K T. Jones, Assimilation of high resolution GOES-R ABI infrared water vapor and cloud sensitive radiances using the Information GSI-based hybrid ensemble-variational assimilation systemPrediction to improveforconvection 529. I. Jirak, H. Brooks, M. Pyle, Extraction and Verificationdata of Numerical Weather Severe initiation forecast, NOAA,

$368K Weather Forecasting, NOAA, $430K 537. Wang,Information Further Advancement of HWRF Self-Consistent Ensemble-Variational DataHail Assimilation System 530. X. I. Jirak, Extraction and Verification of Convection-Allowing Models Hybrid for Severe Forecasting, to Improve High Resolution Hurricane Vortex Initialization, NOAA, $377K NOAA, $209K 531. I. Jirak, H. Brooks, M. Pyle, Information Extraction and Verification of Convection-Allowing Models for Tornado Forecasting, NOAA, $297K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 77 External Research Grants (contd) 547. 538.

548. 539. 549. 540. 550. 541. 542. 543. 551. 544. 545. 552. 546. B. Moore, X. Wang, Advancing S. Crowell, the (EVM-2) Assimilation The geoCARB of Airborne Mission, Hurricane NASA, Observations $161M (total), using $39M the GSI-based (OU) Hybrid EnsembleVariational Assimilation System for HWRF, NOAA, $294Kabiotic drivers of activity, abundance, and M. Kaspari,Data C. Siler, M. Weiser, K. Marshall, M. Miller, Testing X. Wang,of diversity L.ground-dwelling Leslie, Understanding arthropod the communities Impact of Outflow

at a continental on Hurricane scale, Intensification NSF, $1.5Mthrough Ensemble-based Data Assimilation and Ensemble Simulation with Multiple Models, ONR, $376K T. Gamble (Marquette U), C. Siler (OU), J. Daza (Sam Houston State U), M. Heinicke (U Michiga -Dearborn), J. P. Shaffer, From Exaptation AtomtoSurface Key Innovation Interactions - Evolutionary and Hybrid Insights Quantum from Systems Gliding forGeckos, QuantumNSF, Engineering $1.1M (total), Applications, $323K AFOSR, $750K (OU) J. P. F. Kong, Shaffer, M. Xue, SBIR, K. Brewster, DARPA-SBIR, X. Hu,$15K Development of a Storm-Scale Ensemble Numerical Weather Prediction System for Chongqing Meteorological

Chongqing Instwith of Green &Intelligent Tech, Chinese Academey of J. P. Shaffer, High Sensitivity AbsoluteService, Electric Field Sensing Atoms, NRO, $309K Sciences, $643K J. P. Shaffer, US -Brazil Professorship and Lectureship, American Physical Society, $4K K. X. Wang,of F.Rydberg Carr, Prototyping Keyof Network-of-Networks J. P.Brewster, Shaffer, Control Interactionsand andEvaluating Exotic States Matter, NSF, $473KTechnologies, NOAA, $192K L. Ding, Neurophysiological Assessment of Thresholds of Audibility and Loudness in Healthy Persons and B. Moore,Implants K. Brewster, F. Carr, CASA DFW Testbed Cochlear Users, Hearts for Hearing, $100K Operations and Data Impacts, Global Science Technology, $97K D. Myers (ECU), C. Crittell (ECU), STEM-Double Bridge, NSF via UCO, $335K E OSCER State of the Center Address Wed Sep 25 2019 E

$737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 78 External Research Grants (contd) 553. M. 558. B. Moore, Xue, X.M. Hu, Xue, Y. Jung, A. Bamzai, K. Brewster, R. McPherson, Assessment Very-high and Optimization resolution dynamic of YSU-Type downscaling Non-Local of regional PBL Scheme climate forfor the Prediction use in long-term of Dayhydrologic and Night-Time planning Storm alongEnvironment the red riverand valley Tornadic system, Storms DOI-USG, during $127K VORTEX-SE, NOAA, $3M 554. X. 559.

M. Hu, Xue,Collaborative N. Snook, K. Brewster, Research: Y. Studies Jung, of F. Kong, Chlorine, A Bromine Partnership andtoIodine Develop Chemistry and Evaluate in the Optimized Artic, and its Realtime Impacts, Convective-Scale NSF/U Michigan, Ensemble $47K Data Assimilation and Prediction Systems for Hazardous Weather: Toward the Goals of $450K Development and Implementation of Ensemble Hail Forecast Products 560. aN.Weather-Ready Snook, M. Xue,Nation, Y. Jung,NOAA. A. McGovern, 555. using M. Xue, Multi-moment K. Brewster,Microphysics Y. Jung, F. Kong, and Machine A Partnership Learning to Develop, Algorithms, Conduct, NOAA, and$335K Evaluate Realtime Advanced Data Assimilation and High-Resolution Ensemble and Deterministic Forecasts

for Convective-scale 561. B. Moore, X. Hu, M. Xue, Atmospheric Carbon and Transport America, NASA, $168K Hazardous Weather: theZhang, Goals of Weather Ready NOAA, 562. Towards M. Xue, G. Assessment of theNation, Performance of $375K Beijing Meteorological Service (BMS) X-band Polarimetric 556. Radars y. Jung,and M. Xue, G. Zhang, Development of a Polarimetric Radar Data Radar Simulator for KLAPS, IN-KMA, Data Quality Control and Assimilation for the BMS X-band Network, IN-BMS, $120K $188K 557. K. Brewster, F. Carr, X, Wang, Protyping and Evaluating Key Network-of-Networks Technologies: ProjectData 563. M. Xue, F. Kong, Y. Jung, C. Liu, Development and Optimization of Radar-Assimilating Ensemble-Based Extension,

?, $192K Assimilation for Storm-Scale Ensemble Prediction in Support of HWT Spring Experiments, NOAA, $291K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 79 External Research Grants (contd) 564. M. 569. T. Neeson, Xue, F. H. Kong, Moreno, K. Brewster, Balancing N. Snook, water usage Convection-Allowing and ecosystem outcomes Ensemble under Prediction droughtfor andHeavy climate Precipitation change: in Support of an enhancing theoptimization Hydrometeorology model for Testbed the Red (HMT): River,New USGS-SCCSC,

QPF Products, $213K Data Assimilation Techniques and Prediction Model, NOAA, $290K 570. D. K. Walters, Implementation and Validation of Advanced Turbulence Modeling Methods for Liquid Metal Flow 565. in M.Nek5000, Xue, Y. Jung, DOE, F. Kong, $756KK. Brewster, Enhancement and Evaluation of NGGPS Model FV3 at ConvectionResolutions throughSimulations Hazardous Weather Testbed Spring Experiment towards Accelerated Operational 571. Allowing D. K. Walters, Multiphysics of Multi-Component, Off-Design Aircraft Engine Operation Using Implementation of FV3 for Mesoscale Applications, NOAA, 194K Dynamic Hybrid RANS/LES, DoD HPC Modernization Program, $164K 566. Xue, Y. Jung, Response Advanced and Prediction-Research for Convective-Scale 'Warn-on-Forecast,

572. M. X. Chen, Rapid forData the Assimilation M5.1 Fairview Earthquake Detailed Understanding of the Fault Systems in NOAA, $208K Western Oklahoma, NSF, $14K 567. J. L.Zhao, Gruenwald, Costand Energy-Aware Query Neoplasms Processing in Clouds, NSF, $200K 573. L. Xiang, Photoacoustic ImagingSpatio-Temporal of Myeloproliferative andMobile Associated Vascular 568. Complications, T. Neeson, H. Moreno, PHF Team A Return Science, on $100K Investment Approach to Restoring Natural Flow Regimes in the Red River, Plains Conservation Imaging Cooperative, $195K Cancer Detection, OU COE, $10K 574. Great L. Xiang, K. Landscape Stratton, Photoacoustic for Prostate 575. J. Suflita, K. Duncan, J. Sunner, I. Davidova, Managing Microbial Corrosion in Canadian Offshore & Onshore Oil Production Operations, U Calgary, $363K E

OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 80 External Research Grants (contd) 576. A. 582. D. Parsons, Ryzhkov H. (OU), Bluestein, A. Khain Investigation (Hebrew U),into M. the Kumjian mechanisms (Penn State for the U), maintenance Investigations of nocturnal of Microphysical convective Processes systems, in Clouds NSF, $599K Using Spectral Cloud Models Coupled with Polarimetric Radar Measurements at Multiple Frequencies, DOE, $431K (total), $231K (OU)Real-Space Measurements with STM: Application to Molecular Monolayers, 583. L. Bumm, L. Huang, Advanced

577. Monolayer A. RyzhkovDefects, (OU), A.and Khain Surface (Hebrew Chemistry, U), Microphysical NSF, $442K and Thermodynamic Retrievals in Deep Convective Clouds Using Polarimetric Radar Measurements and Spectral Cloud Models with Numerical Explicit Treatment Aerosol 584. F. Kong, K. Brewster, X. Hu, M. Xue, Development of a Storm-Scale Ensemble Weather of Prediction Impact on Convective Processes, DOE, $433K (total), $230K (OU) System for Chongqing Meteorological Service, Chongqing Inst of Green and Intelligent Tech, Chinese Academey 578. of K. Sciences, Duncan, J.$212K Suflita, R. Tanner, BHP/Nalco/OU MIC Project, bhpBilliton, $310K 579. N. 585. K. Nakata, Duncan,Ambient B. Wawrik, Field J. Suflita, Analysis Amendment of Earthquake 2 toGround

the Research MotionAgreement at Groningen FR00008538, Gas Field, Primer Stanford Validation University and& Design Shell Oil Project Company, and RPA $47KProject, TOTAL S.A, $95K 580. B. 586. W. Moore Freeman, III,A. K.Richardson, Brewster, F.High Carr, B. throughput Illston, K.single Kloesel, cell National analysis ofMesonet hippocampus Program, with Earth Alzheimer's Networks Disease, Inc. & NationalGhaffarian Stinger Institute on Technologies, Aging. $148K $446K 581. D. 587. X. Wang, K. Walters, D. Parsons, Aerodynamic D. Stensrud,

FlowImproving Deflector for theCurrent Understanding and Future andWind Prediction Turbines of Nocturnal to IncreaseConvection the Annualthrough Energy Advance Data Production by Assimilation 10% and Reduce and the Ensemble Levelized Simulation Cost of Energy in PECAN, by 8%, NSF, XPEED $708KTurbine Technology & NSF, $131K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 81 External Research Grants (contd) 588. P. 595. X.Skubic, Wang, Further B. Abbott, Advancement P. Gutierrez,ofM.HWRF

Strauss, Self-Consistent OU Contribution Ensemble-Variational to the ATLAS Southwest Hybrid Data Tier Assimilation 2 ComputingSystem Center, to Improve U Texas High Resolution Arlington, $30K Hurricane Vortex Initialization, NOAA, $292K 589. X. 596. S. Schroeder, Wang, Development Metal Ion of Interactions NWS convective in RNAscale Shapeshifters, ensemble forecasting Burroughs capability Wellcome through Fund Collaborative improving GSI-based Research Travel Grant, hybrid ensemble-variational $9K data assimilation and evaluating multi-dynamic core approach, NOAA, $449K 590. B. 597. E. Baron, Holt, NF-Y Modeling Transcription the Atmosphere Factor Roles of Solar in Far andRed Other Light Stars

Signaling Radiative - ATransfer First Look, with PHOENIX/3D, OCAST, $100K NASA, $478K 598. M. Xue, Y. Jung, Advanced Data Assimilation and Prediction Research for Convective-Scale ..., NOAA, $200K 591. S. U. Cavallo, Hansmann, Efficient and Accurate Force Fields for multi-scale Computer-Aided-Drug Arkansas/NIH, $73K 599. Polar predictability and dynamics through atmosphericDesign, vortices,UDOD-ONR, $105K 592. C.-H. Lee, Computer-Assisted Management and Treatment of Functional Tricuspid Regurgitation, American 600. G. Richter-Addo, Redox Behavior and Chemical Reactivity of Heme-HNOx Complexes, NSF, $516K Association, $30K 601. Heart J. Suflita, K. Duncan, J. Sunner, B. Wawrik, Continued Studies of the OUBC with Total, Total S.A., $222K 593. C. Lewis, P. Lawson, C. Warinner, Microbial Ecologies of Indigenous Communities, NIH, $743K 594. J. Ruyle, E. Bridge, M. Stacy, Collaborative Research: IDBR: Type B: An Open-Source Radio Frequency Identification System for Animal Monitoring (NonDeclination; routing ATF), NSF, $344K

E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 82 External Research Grants (contd) 602. M. 609. N. Kaib, Xue, K. Exploring Brewster,the N. Evolution Snook, Y. and Jung, Characterizing F. Kong, A Partnership the Chaos oftothe Develop Terrestrial and Evaluate Planets,Optimized U Illinois at Realtime, UrbanaConvective-Scale Champaign Blue Waters Ensemble GradData Fellowship, Assimilation $50Kand Prediction, Systems for Hazardous Weather: Toward the Goals of aShapiro, Weather-Ready Nation, NOAA, $450K 610. A. C. Potvin, Improving

vertical velocity retrievals from Doppler radar observations of convection, NSF, 603. $599K J. Abbas, S. Huskey, C. Weaver, Digital Latin Library Implementation, Andrew Mellon Foundation, $1M 604. M. 611. C. Warinner, Richman, C. L. Lewis, Leslie, K. C. Sankaranarayanan, Doswell, ObjectiveEvolution Probabilistic andGuidance Ecology of forthe Severe Human Weather Oral Microbiome, Outbreaks, NOAA, NSF, $101K $51K 605. M. 612. T. Fritz, Nanny, C. C. Miller, Mao,R.P. Munoz, Hardre, C. S. Hellman, Wu, A. Burgett, Oklahoma U. Hansmann, SBIRT Training Collaborative, Health and Human Services, Substance Abuse Mental Health Services Admin, 613. L. Krumholz, S. Liu, L. Bartley, RET Site: Rural$622K Educators Engaged in Bioanalytical Engineering Research and

606. Teaching, D. Bodine,A. NSF, Reinhart, $600KExploration of Terrain Effects, on Tornado and Supercell Dynamics in the Southeast United States, NOAA, $192K 607. N. Kaib, Numerical Studies of the Dynamical Interplay Between the Inner and Outer Planets, NSF, $227K 608. N. Kaib, The Influence of Stellar Companions on Fomalhaut's Planetary System, NASA, $59K E OSCER State of the Center Address Wed Sep 25 2019 E $737M total, $342M to OU E E OSCER-FACILITATED FUNDING TO DATE: 83 External Funding Summary External research funding facilitated by OSCER (Fall 2001- Fall 2019): $737M total, $342M to OU (46%) Funded projects: 600+ 250+ OU faculty and staff in 32 academic departments and 11 non-academic units Comparison: Fiscal Year 2002-19 (July 2001 June 2019): OU Norman externally funded research expenditure: $1.5B Since being founded in fall of 2001, OSCER has enabled research projects comprising over 1 / 5 of OU Norman's total externally funded research expenditure, with an 10-to-1 return on investment; in the past 3 years, 41%! OSCER State of the Center Address Wed Sep 25 2019 84 Publications Facilitated by Research IT Publications facilitated by Research IT resources

2019: 197 (so far) 2018: 277 2017: 241 2016: 271 2015: 255 2014: 277 2013: 244 2012: 300 2011: 211 2010: 147 2009: 109 2008: 111 2007: 78 2006: 96 2005: 71 2004: 32 2003: 12 2002: 10 2001: 3 TOTAL SO FAR: 2942 publications http://www.oscer.ou.edu/publications/ Includes 66 PhD dissertations, 43 MS theses. OSCER State of the Center Address Wed Sep 25 2019 85 How Did We Get This Data?

We e-mailed over 200 faculty, staff, postdocs and students, and asked them to send us whatever they had new. For each one, we gave them the list of grants and publications of theirs that we already had. The labor cost was on the order of 40 hours. We also asked OU Research Services for all 2018-19 new grants that had pressed the OSCER button on the web form for starting the internal paperwork for a new proposal. OSCER State of the Center Address Wed Sep 25 2019 86 Events Hosted in the Past Year Cyberinfrastructure Leadership Academy (NSF-funded workshop) Linux Clusters Institute Intermediate HPC SysAdmin workshop 2019 Virtual Residency Intro/Intermediate workshop 2019 Oklahoma Supercomputing Symposium 2019 OSCER State of the Center Address Wed Sep 25 2019 87 Ongoing, Current and New Initiatives Virtual Residency

Everyone complains about the weather, but no one ever does anything about it. We created a program to teach people how to be research computing facilitators, and ultimately to be institutional CI leaders. No one had ever been dumb enough to try to teach this until we decided to. Workshops: Introductory 2015, 2016, 2017; Intermediate/Advanced 2018; Introductory/Intermediate 2019 Regular conference calls Grant Proposal Writing Apprenticeship (2017-18, 2018-19) Paper Writing Apprenticeship (2018-19: PEARC19 paper) OSCER State of the Center Address Wed Sep 25 2019 89 Virtual Residency The Virtual Residency has now taught 631 people from 306 institutions in every US state plus 3 US territories and 6 other countries, including 53 participants from 33 Minority Serving Institutions; 60 participants from 47 non-PhD-granting institutions; 145 participants from 73 institutions in 24 of 26 EPSCoR jurisdictions (all except US Virgin Islands and Guam); 393 participants from 169 of 263 Campus Champion institutions. OSCER State of the Center Address Wed Sep 25 2019

90 Henry Neeman, PI Cyberinfrastructure Leadership Academy University of Oklahoma Norman, Oklahoma http://www.oscer.ou.edu/ [email protected] Senior Cyberinfrastructure leaders are retiring and taking their knowledge, experience and wisdom with them. We need to capture this quickly. Emerging midcareer CI leaders are excellent at responding to national needs and serving their institutions researchers, but need to learn how to shape the national CI agenda. Goals of this workshop in bringing these two groups together: Your Transfer knowledge, experience and especially wisdom from senior CI leaders to emerging CI leaders, in order to enable emerging CI leaders to shape the national research CI landscape. Initiate mentoring relationships between senior CI leaders and emerging CI leaders, in order to foster longer photo here! term professional development. Establish peer mentoring among emerging CI leaders, in order to prepare and position them for national leadership, as senior CI leaders reduce their day to day engagement. National Strategic Computing Initiative: This workshop focus is a key aspect of the NSFs workforce development mission within NSCI. A Business Model for Physical Management of Big Data Business Model OURRstore Grant: hardware, software, multi-year extended warranties on everything Institution (CIO): space, power, cooling, labor, maintenance after the initial extended warranty period Researchers: media (tape cartridges) Compared to roll-your-own disk, for researchers OURRstore tape is:

cheaper more reliable less labor requires less training (~1 hour) slower (moderate bandwidth, very high latency) OSCER State of the Center Address Wed Sep 25 2019 OURRstore Technology Strategy Distribute the costs among a research funding agency, the institution, and the research teams. Archive, not live storage: Write once, read seldom if ever. Independent, standalone system; not part of a cluster. Spend grant funds on many slots but few tape cartridges. Media slots are available on a first come first serve basis.* Software cost should be a modest fraction of total cost. Maximize media longevity. Globus for file transfers, file sharing, file publishing, discoverability etc. LTFS (tiny file catalog on each tape cartridge): Ship secondary copies to the data owner -if anything goes wrong, its under $3K to buy an LTO tape drive, and the software is free. OSCER State of the Center Address Wed Sep 25 2019 NSF MRI Grant MRI: Acquisition of a Regional Resource for Long-term Archiving of Large Scale Research Data Collections National Science Foundation grant no. OAC-1828567 9/1/2019 - 8/31/2021 Grant is 3 years -- archive is 8+ years.

OSCER State of the Center Address Wed Sep 25 2019 Whos Eligible? Whos In? Institutions in Great Plains Network states (AR,KS,MO,NE,OK,SD) Institutions in EPSCoR jurisdictions Institutions (and consortia) in non-EPSCoR jurisdictions, if they buy an expansion cabinet So far, 85 research teams at 27 institutions in 17 states, including 27 research teams at OU. Just voted to start actively recruiting more! 16 teams will each need at least 1 PB: 8 at OU, 1 in another GPN state, and 7 in non-GPN EPSCoR states. By contrast, the original PetaStore proposal included only 12 teams total, regardless of capacity need. OSCER State of the Center Address Wed Sep 25 2019 How Much Need? Per the proposal: Capacity needed: 134 PB $25M+ in on-premise RAID, OR $15M+ in cloud, OR, $8M in USB disk drives (Good luck managing that!), OR $2.4M in tape cartridges

If we bought the full 134 PB today. Current funding of these projects: $162M Pending/planned funding: $140M Faculty: 250+ Staff: 150+ Postdocs: 100+ Graduate students: 500+ Undergraduate students: 500+ OSCER State of the Center Address Wed Sep 25 2019 Yeah, But Tape Sucks! Well, yes, tape does suck: Retrieval has very high latency (typically 1 minute per file). Tape medium inside a tape cartridge can break! How to resolve? Only store large files (OURRstore minimum is 1 GB). So, you have to create Zip files or compressed tar files. Offline storage: download file to disk before using. Think hierarchically: Small amount of very fast disk Medium amount of slow disk Large amount of tape

OSCER State of the Center Address Wed Sep 25 2019 Investment Protection PetaStore (current archive) will reach end-of-life when OURRStore gets to full production. Faculty may not have funds for purchasing new media in the next archive for their old data (thats not relevant to their current grants). Need to provide for buying up front instead of recurring charges. How to handle the tape? OSCER State of the Center Address Wed Sep 25 2019 Longevity Strategy OURRstore has to be backward-compatible with the PetaStore, in the sense of allowing LTO, including LTO-5 and LTO-6. Tape cartridges are good for the earliest of: 15 years 5000 load/unload cycles 200 complete tape read/writes So far, only 6 PetaStore tape cartridges (<< 1%) are in danger of wearing out in less than 15 years.

OURRstore must include some LTO-6 drives, which can read and write both LTO-6 and LTO-5, but new tapes will be LTO-7 Type M (9 TB). Unlike disk drives, tape cartridges can migrate from system to system. OSCER State of the Center Address Wed Sep 25 2019 Longevity Mechanism Once OURRstore is in full production: Set PetaStore to read-only. On the PetaStore, for a small number of tape cartridges, identify all the files on them. Copy all those tape cartridges to OURRstore. Export those tape cartridges from the PetaStore. Import them into OURRstore and reformat. Repeat, copying the new files onto the newly imported cartridges. When all files are copied (months, maybe a year), decommission the PetaStore. Well use this same procedure at OURRstores end of life. OSCER State of the Center Address Wed Sep 25 2019 Lead, Follow or Get Out of the Way Taking Leadership Statewide Regional National OSCER State of the Center Address Wed Sep 25 2019 103 Statewide Leadership Examples

The OneOklahoma Cyberinfrastructure Initiative is a volunteer, ad hoc collaboration among CI providers and users across our state. Weve grown to 6 CI providers. Were on e-mail multiple times a week and on a weekly phone call every Wednesday at 4:00pm CT, working together on a wide variety of projects. Its helped us get CI grants, start a statewide HPC contest, help each other help our researchers, and so much more. OSCER State of the Center Address Wed Sep 25 2019 104 Regional Leadership Examples Within the Great Plains region, weve been building our leadership across the 6 member states of the Great Plains Network (Arkansas, Kansas, Missouri, Nebraska, Oklahoma and South Dakota). Thats now culminated with our former OneNet CTO being selected as the Executive Director of the GPN. And the GPN institutions were awarded an NSF CC* Cyber Team grant this year! OSCER State of the Center Address Wed Sep 25 2019 105 National Leadership Examples OneOCII institutional CI leads have, or have had, the following leadership roles: XSEDE Campus Engagement joint co-managers (the umbrella over Campus Champions) Founded the ACI-REF Virtual Residency

Trained 631 CI Facilitators so far Proposal writing apprenticeship Paper writing apprenticeship Linux Clusters Institute steering committee SC10-11 Education Program leadership NSF Advisory Committee for Cyberinfrastructure OSCER State of the Center Address Wed Sep 25 2019 106 Acknowledgements Portions of this material are based upon work supported by the National Science Foundation under the following grants: Grant No. EPS-0814361, Building Oklahoma's Leadership Role in Cellulosic Bioenergy Grant No. EPS-1006919, Oklahoma Optical Initiative Grant No. OCI-1039829, MRI: Acquisition of Extensible Petascale Storage for Data Intensive Research Grant No. OCI-1126330, Acquisition of a High Performance Compute Cluster for Multidisciplinary Research Grant No. ACI- 1229107, Acquisition of a High Performance Computing Cluster for Research and Education

Grant No. EPS-1301789, Adapting Socio-ecological Systems to Increased Climate Variability Grant No. ACI-1341028, OneOklahoma Friction Free Network Grant No. ACI-1429702, Acquisition of a High Performance Computing Cluster for Research at a Predominantly Undergraduate Institution Grant No. ACI-1440774, Leveraging Partnerships Across the Great Plains to Build Advanced Networking and CI Expertise Grant No. ACI-1440783, A Model for Advanced Cyberinfrastructure Research and Education Facilitators Grant No. OAC-1828567, MRI: Acquisition of a Regional Reesource for Long-term Archiving of Large Scale Research Data Collections, OU, $968K OSCER State of the Center Address Wed Sep 25 2019 107 Symposium 2019 Sponsors: Thank You! Sponsors (8) Gold (1): Dell EMC Silver (5): Intel, Pure Storage, Soft Iron, Vast Data, WekaIO Academic (2): Great Plains Network, OneNet Thank you all! Without you, the Symposium couldnt happen. Over all our Symposia, weve had a total of 98 companies as sponsors and half have repeated (and/or were acquired by or merged with other sponsors). OSCER State of the Center Address Wed Sep 25 2019 108 Thanks! OU IT

OU CIO David Horton Symposium coordinator: Debi Gentis Sponsorship coordinators: Chance Grubb, Katie Schott OSCER Operations Team: Dave Akin, Patrick Calhoun, Kali McLennan, Jason Speckman OSCER Research Computing Facilitators: Jim Ferguson, Horst Severini OSCER Assoc Director for Research Strategy: George Louthan All of the OU IT folks who helped put this together CCE Forum Jake Maurer, Kristin Livingston The whole Forum crew who helped put this together OSCER State of the Center Address Wed Sep 25 2019 109 Thanks: Plenary Speakers Manish Parashar, National Science Foundation Dan Stanzione, Texas Advanced Computing Center, University of Texas at Austin OSCER State of the Center Address Wed Sep 25 2019 110 Thanks: Breakout Speakers 1. Kate Adams, Great Plains Network 2. Dan Andresen, Kansas State U 3. Shady Boukhary, Midwestern State U 4. Eduardo Colmenares, Midwestern State U 5. Qian Gao, U Oklahoma

6. Jivtesh Garg, U Oklahoma 7. Paul Huang, U Oklahoma 8. Kyle Hutson, Kansas State U 9. Aaron Johnson, U Oklahoma 10. Prabir Khatua, U Oklahoma 11. BJ Lougee, Federal Reserve Bank of Kansas City 12. Vy Nguyen, U Oklahoma 13. Xiaoliang Pan, U Oklahoma 14. Felipe Perez, U Oklahoma 15. Alan Ray, U Oklahoma 16. Nickalas Reynolds, U Oklahoma 17. Derek Stratman, U Oklahoma 18. Keith Walters, U Oklahoma 19. Naijia Xiao, U Oklahoma 20. Yu Yan, U Oklahoma OSCER State of the Center Address Wed Sep 25 2019 111 Thanks! To all of your for participating, and to those many of you whove shown us so much loyalty over the past 18 years. OSCER State of the Center Address Wed Sep 25 2019 112 To Learn More http://www.oscer.ou.edu/ http://oneocii.okepscor.org/ OSCER State of the Center Address Wed Sep 25 2019 113 Thanks for your attention! Questions?

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