Timothy Middelkoop, Assistant Teaching Professor; Director of Research Computing Support Services
Industrial and Manufacturing Systems Engineering, Division of Information Technology
Dr. Middelkoop is the Director of Research Computing Support Services in the Division of Information Technology at the University of Missouri and an Assistant Teaching Professor in the department of Industrial and Manufacturing Systems Engineering at the University of Missouri. He received his Ph.D. from the University of Massachusetts Amherst in Industrial Engineering and Operations Research in 2006 and his M.S. and B.S. from Florida State University in 1998 and 1996 respectively. His research interests include cyberinfrastrcture, large-scale (HPC) and multi-core scientific computing, computational optimization, clean energy optimization and control, energy management, integrated design systems, distributed sensor networks, and multi-agent systems. He has industry experience in designing web-based applications and embedded systems. Dr. Middelkoop is a member of Industrial Engineering honor society Alpha Pi Mu.
Ph.D. from University of Massachusetts Amherst
M.S. from Florida State University
B.S. from Florida State University
Large-scale (HPC) and Multi-core Scientific Computing
Clean Energy Optimization and Control
Web-based Decision Support Systems
Integrated Design Systems
Distributed Sensor Networks
Advanced Computational Systems and Data Engineering (IMSE 8410, Spring 2019)
This course is designed to enable students to utilize advanced computational and data capabilities for research and industrial practice through 1) proper project, code, and data management techniques; 2) wide range of research workflows to solve complex problems; 3) integration of optimization or other domain specific software tools; and 4) parallel computing on High Performance Computing clusters.
The objective is give students the skills, tools, and hands-on experience required to effectively utilize advanced computational and data capabilities for their research. Topics will include command line usage, batch submission on HPC systems, source code revision management systems, relational and non-relational databases, message and data structures, web application programmer interfaces, computational engineering software, software development, test driven development (TDD), scientific and engineering workflows, data management, experimental design, and the life-cycle of research projects. Tools include Git, Python, R, Julia, SQLite with domain specific tools such as CPLEX, Gurobi, and others.
Management Information Systems Design (IMSE 4410/7410)
This course is designed to teach students principles, methods, design aspects, and security implications of information technology systems and management information systems in the context of engineering applications. This course will give students a practical understanding and experience with Information Technology (IT) software and hardware, networking, command line usage, source code revision management systems, relational and non-relational databases, message and data structures, web design, web application programmer interfaces, computational engineering software, engineering workflows, embedded systems, and basic cryptography.
Advanced Management Information Systems Design (IMSE 8410)
This course is designed to teach students principles, methods, and design aspects of computer and management information systems, databases, and web design.
The objective of this course is give students the skills, tools, and experience in 1) implementing a wide range of optimization algorithms, 2) using existing optimization software to solve problems, and 3) exposure to advanced software design techniques for High Performance Computing on parallel and multi-core architectures.
Engineering Statistics (IMSE 4110/7110)
Understanding and application of statistical analysis techniques. Emphasis on hypothesis testing, regression analysis, analysis of variance (ANOVA) and design of experiments (DOE).
Web-Based Information Systems (IMSE 4420/7420)
The objectives of the course are (i) to demonstrate to students the usefulness of web-based information technology systems arising in the practice of industrial and systems engineering; (ii) to illustrate to students the essential concepts in database design; (iii) to teach them popular database management systems; and (iv) to enable them to design, develop, and implement integrated web-based decision support systems for industrial and systems engineering applications using latest available IT tools.
Decision Support Systems for Engineers
The objectives of the course are (i) to demonstrate to students the usefulness of decision support systems arising in the practice of industrial and systems engineering; (ii) to enable them to design, develop, and implement integrated decision support systems for industrial and systems engineering applications; (iii) and to implement mixed integer and linear optimization models for decision making problems utilizing spreadsheets and optimization solvers.
- “Advanced Computational Systems and Data Engineering,” IMSE 8410-01, graduate, University of Missouri, Spring 2019.
- “Management Information Systems Design,” IMSE 7410/4410, undergraduate and graduate, University of Missouri, Fall 2017, Fall 2018 (1/3 effort).
- “Advanced Management Information Systems Design,” IMSE 8410, graduate, University of Missouri, Fall 2016.
- “Computational Optimization and Research Workflows,” IMSE 8001, graduate, University of Missouri, Fall 2014.
- “Engineering Statistics,” IMSE 4110/7110, undergraduate and graduate, University of Missouri, Spring 2014, Spring 2015, Spring 2016.
- “Web-Based Information Systems,” IMSE 4420/7420, undergraduate and graduate, University of Missouri, Spring 2014.
- “Introduction to Industrial Engineering,” IMSE 1000, undergraduate, University of Missouri, Fall 2013.
- “Decision Support Systems for Engineers,” IMSE 4001-01/7001-01, undergraduate and graduate, University of Missouri, Fall 2013.
- “Industrial Energy Management,” EIN4321, undergraduate, University of Florida, Fall 2011, Spring 2012, Fall 2012, Spring 2013.
- “Decision Support Systems for Industrial and Systems Engineers,” ESI6355, graduate, University of Florida, Fall 2010, Fall 2012.
- “Computational Optimization,” EIN6905, graduate, University of Florida, Fall 2009.
- “Web Based Decision Support Systems for Industrial and Systems Engineers,” EIN6905, graduate, University of Florida, Spring 2009, Spring 2010, Spring 2011, Spring 2013.
- “Web Based Decision Support Systems for Industrial and Systems Engineers,” EIN6905/ESI4357, undergraduate and graduate, University of Florida, Spring 2008, Fall 2008.
- “Project Planning and Control Technologies,” IEM5623, graduate (remote and distance students), Oklahoma State University, Spring 2007.
- “Facilities and Material Handling System Design,” IEM4203, undergraduate, Oklahoma State University, Spring 2007.
- “Financial and Advanced Capital Investment Analysis,” IEM5503, graduate (remote and distance students), Oklahoma State University, Fall 2006.
- “Collaborative Engineering Project Management,” IEM3403, undergraduate (new course), Oklahoma State University, Fall 2006.
- University of Missouri (Columbia, MO); Director of Research Computing Support Services, 2014-present.
Director of Research Computing Support Services in the Division of Information Technology
- University of Missouri (Columbia, MO); Assistant Teaching Professor, 2013-present.
Assistant Teaching Professor in the department of Industrial and Manufacturing Systems Engineering
- University of Florida (Gainesville, FL); Adjunct Assistant Professor, 2010-2013.
Adjunct Professor in the department of Industrial and Systems Engineering
Assistant Director, Industrial Assessment Center
- University of Florida (Gainesville, FL); Assistant Engineer, 2007-2010.
Assistant Engineer in the department of Industrial and Systems Engineering
- Oklahoma State University (Stillwater, OK); Visiting Assistant Professor, 2006-2007.
Visiting Assistant Professor in the School of Industrial Engineering and Management
- Oklahoma State University – Tulsa (Tulsa, OK); Senior Developer, 2006.
Senior developer for the Journal of Graduate Aviation Research and Education
- University of Massachusetts Amherst (Amherst, MA); Research Assistant, 1998-2006.
Research Assistant in the Department of Mechanical and Industrial Engineering
- AmericasXchange Inc. (Miami, FL); Senior Network and Systems Engineer, 2000-2001.
Network and systems infrastructure design, installation and support.
- Florida State University (Tallahassee, FL); Research and Teaching Assistant, 1997-1998.
Research Assistant and Teaching Assistant in the Department of Industrial Engineering
- Tulip Electronics (Hanover, ON); Embedded Systems Developer, 1995-1998.
Embedded systems development (80C51)
- Hayes Systems (Tallahassee, FL); Summer Internship, 1995.
Network and System Administration, Customer Support
- Paprima Industries (Montreal, QC); Industrial Controls Consultant, 1990-1995.
Industrial automation development and installation (PLC)
- Jonathan Brooks, Siddharth Goyal, Rahul Subramany, Yashen Lin, Chenda Liao, Timothy Middelkoop, Herbert Ingley, Laura Arpan and Prabir Barooah, “Experimental evaluation of occupancy-based energy-efficient climate control of VAV terminal units,” In Science and Technology for the Built Environment, 21(4):469-480, 2015.
- Yashen Lin, Prabir Barooah, Sean Meyn and Timothy Middelkoop, “Experimental Evaluation of Frequency Regulation From Commercial Building HVAC Systems,” In IEEE Transactions on Smart Grid, 6(2):776-783, March 2015.
- Siddharth Goyal, Prabir Barooah and Timothy Middelkoop, “Experimental study of occupancy-based control of HVAC zones,” In Applied Energy, 140:75-84, February 2015.
- Oleg V. Shylo, Timothy Middelkoop and Panos M. Pardalos, “Restart Strategies in Optimization: Parallel and Serial Cases,” In Parallel Computing, 37(1):60-68, 2011.
- Amanda Webb, Larry Budnick and Timothy Middelkoop, “Measuring the Costs of Custom Products through Better Technology Utilization,” In The Engineering Economist, 54(3):222-249, July 2009.
- Abhijit Deshmukh, Timothy Middelkoop, Anjaneyulu Krothapalli, William Shields, Namas Chandra and Charles Smith, “Multiagent Design Architecture for Intelligent Synthesis Environment,” In AIAA Journal of Aircraft, 38(2):215-223, March 2001.
- Timothy Middelkoop and Abhijit Deshmukh, “Caution! Agent Based Systems in Operation,” In InterJournal of Complex Systems, (265), January 1999.
Refereed Book Chapters
- Timothy Middelkoop and Abhijit Deshmukh, “The Scalability of an Environment for Large-Scale Sensor-Networks,” In Massively Multi-Agent Technology, Lecture Notes in Computer Science, 5043/2008:176-189, Springer Berlin / Heidelberg, 2008. ISBN: 978-3-540-85448-7
- Timothy Middelkoop, “High Resolution Data Collection for Automated Fault Diagnostics,” In Automated Diagnostics and Analytics for Buildings, chapter 22, 271-290, Fairmont Press Inc., 2014. ISBN: 978-1498706117
- Timothy Middelkoop and Herbert Ingley, “EModel: A New Energy Optimization Modeling Language,” In Handbook of Web Based Energy Information and Control systems, chapter 23, 325-337, Fairmont Press Inc., 2011. ISBN: 978-14-398-7684-8
- Abhijit Deshmukh, Timothy Middelkoop and Chandrasekar Sundaram, “Distributed Collaborative Designs: Challenges and Opportunities,” In Product Research: The Art and Science Behind Successful Product Launches, chapter 9, Springer, 2010. ISBN: 978-90-481-2859-4
- Timothy Middelkoop, David L. Pepyne and Abhijit Deshmukh, “Analysis of Negotiation Protocols for Distributed Design,” In Decision Making in Engineering Design, chapter 22, 265-280, ASME Press, 2006. ISBN: 0791802469
- Barney L. Capehart and Timothy Middelkoop (Editors), “Handbook of Web Based Energy Information and Control Systems,” Fairmont Press Inc., 2011. ISBN: 978-1-4398-7684-8
- Timothy Middelkoop, “An Asynchronous BACnet logger,” Apache 2.0, 2013. https://github.com/mtim/BacLog
- Timothy Middelkoop, “Energy Optimization Modeling Language,” GPL 3.0, 2012. https://github.com/mtim/EModel
- Timothy Middelkoop, “Multi Core Modified Distributed Bellman-Ford Shortest Path,” GPL 2.0+, 2010. https://github.com/mtim/MC-MDBF-SP
Refereed Conference Publications
- Yashen Lin, Prabir Barooah, Sean Meyn and Timothy Middelkoop, “Demand Side Frequency Regulation from Commercial Building HVAC Systems: An Experimental Study,” In 2015 American Control Conference (ACC), 3019-3024, 2015.
- Jonathan Brooks, Siddharth Goyal, Rahul Subramany, Yashen Lin, Timothy Middelkoop, Laura Arpan, Luca Carloni and Prabir Barooah, “An experimental investigation of occupancy-based energy-efficient control of commercial building indoor climate,” In 2014 IEEE 53rd Annual Conference on Decision and Control (CDC), 5680-5685, Los Angeles, CA, USA, December 2014. ISBN: 978-1-4799-7746-8
- Yashen Lin, Timothy Middelkoop and Prabir Barooah, “Issues in Identification of Control-Oriented Thermal Models of Zones in Multi-Zone Buildings,” In IEEE 51st Annual Conference on Decision and Control, 6932-6937, Maui, HI, USA, December 2012. ISBN: 978-1-4673-2065-8
- He Hao, Timothy Middelkoop, Prabir Barooah and Sean Meyn, “How Demand Response from Commercial Buildings can Provide the Regulation Needs of the Grid,” In 50th Annual Allerton Conference on Communication, Control, and Computing, October 2012.
- Timothy Middelkoop, “The Impact of Multi-Core Computing on Computational Optimization,” In Proceedings of the 2012 Industrial and Systems Engineering Research Conference, Orlando, FL, May 2012.
- Timothy Middelkoop and Abhijit Deshmukh, “The Scalability of an Environment for Large-Scale Sensor-Networks,” In Fifth International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS’06), Hakodate, Japan, May 2006.
- Roger Mailler, Regis Vincent, Victor Lesser, Tim Middelkoop and Jiaying Shen, “Soft-Real Time, Cooperative Negotiation for Distributed Resource Allocation,” In Proceedings of the AAAI Fall Symposium on Negotiation Methods for Autonomous Cooperative Systems, (FS-01-03):63-69, Falmouth, MA, November 2001. ISBN: 1577351371
- Abhijit Deshmukh, Timothy Middelkoop, Anjaneyulu Krothapalli, William Shields, Chuck Zhang, Namas Chandra, Malakondayya Challa and Charles Smith, “Multi-Agent Design Architecture for Integrated Design System,” In 36th AIAA Aerospace Sciences Meeting and Exhibit, (AIAA 98-0914), Reno, NV, January 1998.
- Abhijit Deshmukh, Timothy Middelkoop, Anjaneyulu Krothapalli and Charles Smith, “Emergent Aerospace Designs Using Negotiating Autonomous Agents,” In Aerodynamic Design and Optimization of Flight Vehicles in a Concurrent Multi-Disciplinary Environment (RTO MP-35), 25-1 – 25-9, Ottawa Canada, June 2000. ISBN: 9283710401
- Tim Middelkoop and Abhi Deshmukh, “Mobile Agents for Collaborative Design and Analysis,” In 1997 International CIRP Design Seminar, October 1997.
- Tim Middelkoop, Naga Krothapalli, Abhi Deshmukh and Jim Solberg, “Rapid Deployment of Agents to Facilitate Collaborative Engineering,” In International CIRP Design Seminar – Multimedia and Virtual Reality Technologies for Collaborative Design and Manufacturing, 208-213, October 1997.
- Abhi Deshmukh, Tim Middelkoop and Naga Krothapalli, “Integration of Intelligent Process Management Agents and the Information Power Grid,” NASA Ames Research Center, (NCC2-1353), May 2005.
- Timothy Middelkoop and Abhijit Deshmukh, “DARPA ANT Progress Report: Analysis of Multi-Agent Negotiations,” University of Massachusetts Amherst Department of Mechanical and Industrial Engineering, February 2002.
- Timothy Middelkoop, “The Impact of Multi-Core Computing on Computational Optimization,” Industrial and Systems Engineering Research Conference 2012, Orlando, FL, May 2012.
- Timothy Middelkoop, “Industrial Energy Efficiency,” Florida College Energy Workshop, Gainesville FL, September 2011.
- Timothy Middelkoop, “University of Florida Industrial Assessment Center,” Capital Region Manufacturers (CRM) Renewable Energy & the Environment Roundtable Meeting, Tallahassee FL, April 2011.
- Timothy Middelkoop, “Computational Systems Design and Implementation,” Gainesville FL, March 2010.
- Timothy Middelkoop, Herbert Ingley and Cristián Cárdenas, “Clean Energy Optimization, Control, and Integration,” Energy, Sustainability and Climate Change 2010, (SU2.1), Gainesville FL, February 2010.
- Timothy Middelkoop, Cristián Cárdenas-Lailhacar and Elif AkçalÄ±, “Optimization and Control of Clean Technologies with COIN-OR,” INFORMS Annual Meeting, (MD13.1), San Diego CA, October 2009.
- Timothy Middelkoop, “Clean Energy Optimization Control and Integration,” University of Florida ISE Graduate Seminar, Gainesville FL, October 2009.
- Timothy Middelkoop, “The Impact of Multi-Core Computing on Global Optimization,” 11th INFORMS Computing Society Conference (ICS 2009), Charleston SC, January 2009.
- Timothy Middelkoop, “The Impact of Multi-Core Computing on Algorithm Design and Implementation,” University of Florida ISE Graduate Seminar, Gainesville FL, November 2008.
- Timothy Middelkoop, “A Parallel Open Software and Hardware Reference Platform for the Operations Research Community,” INFORMS Annual Meeting, Washington DC, October 2008.
- Timothy Middelkoop, “Large Scale Distributed Optimization,” University of Florida ISE Graduate Seminar, Gainesville FL, February 2008.
- Timothy Middelkoop and Abhijit Deshmukh, “Bargaining for Resources in Large-scale Wireless Sensor Networks,” INFORMS Annual Meeting, (MD57.2), Seattle Washington, November 2007.
- Timothy Middelkoop, “Large-Scale Distributed Systems and Sensor Networks: Applications, Models and Cyberinfrastructure,” Industrial and Systems Engineering Graduate Seminar, University of Florida, Gainesville Florida, September 2007.
- Timothy Middelkoop, “Decision Making in Large-Scale Distributed Systems,” University of Florida Job Talk, Gainesville Florida, February 2007.
- Timothy Middelkoop and Abhijit Deshmukh, “Coordination of Emergency Response Actions Using an Integrated Decision Framework,” 20th Annual International Conference on Soils, Sediments and Water, Amherst Massachusetts, October 2004.
- Timothy Middelkoop, “Analysis of Negotiation in Distributed Decision Making Systems,” Industrial Engineering Research Conference (IERC) 2002, Orlando Florida, May 2002.
- Timothy Middelkoop, “Agents and Electronic Commerce,” Digital Commerce Society of Boston, Boston Massachusetts, July 1999.
- Timothy Middelkoop and Abhijit Deshmukh, “Agents for Electronic Commerce,” eFlorida Conference on Electronic Government, Tallahassee Florida, January 1999.
Dr. Timothy Middelkoop’s research focuses on cyberinfrastructure, large-scale (HPC) and multi-core scientific computing, distributed sensor networks, clean energy optimization and control, integrated design systems, multi-agent systems, and computational optimization. His focus is to engineer distributed systems by developing and understanding the fundamental design patterns required to build robust scalable systems that are beneficial to society.
His current research, in clean energy optimization control and integration is, conducted utilizing on-campus buildings as living laboratories for research and development of models and systems that enable buildings to use energy efficiently and intelligently. Systems like these are what will be needed if our society is going to meet the environmental and energy challenges of the future.
In the area of cyberinfrastructure, Dr. Middelkoop’s research deals with the integration of application, algorithm, and implementation of multi-core optimization problems. Multi-core computation represents a paradigm shift of how research is conducted, in which new algorithms and infrastructures must be developed that are both proven and robust and at the same time distributed, efficient, and scalable. Successful and high impact research in cyberinfrastructure must be cross disciplinary, standards based, and user empowering, all of which are goals of Dr. Middelkoop’s research.
- NSF, “CC* Team: Great Plains Regional CyberTeam,” 2019-2022, $1,399,479, (PI).
- FDACS/UF, “Self-running buildings: An autonomous system for reducing energy consumption and increasing demand flexibility of commercial buildings in hot-humid climates,” 2017-2019, $21,500, (CoPI, subcontract, 100% effort).
- NSF, “CICI: RSARC: End-to-End Performance and Security Driven Federated Data-Intensive Workflow Management,” 2018-2020, $500,000, (CoPI, 5% effort).
- NSF, “MRI: Acquisition of Instrument for Data-Intensive Applications with Hybrid Cloud Computing Needs.,” 2014-2017, $600,408, (CoPI, 15% effort).
- Mizzou Advantage, “Acquisition of Biocomputing nodes for Analysis of Bioinformatics and Genomics Data,” 2016, $100,000, (PI, 20% effort).
- NIH, “Massive and Complex Data Analytics: Pre-doctoral Training in One Health,” 2016-2021, $1,427,216, (CoPI, 6% effort).
- NSF, “CC*IIE Engineer: Exploration of Roles and Tools to Fulfill Diverse Researcher Needs in Collaborative Environments,” 2014-2016, $399,775, (CoPI, 5% effort).
- Integrated Product and Process Design Program (Siemens Energy), “Permanent Vibration Monitor for Air Cooled Condenser Fans,” 2012, $16,500.
- Integrated Product and Process Design Program (Siemens Energy), “Temperature Monitoring System for High Voltage/High Current Electrical Equipment,” 2011, $16,500.
- New Hope Power, “Industrial Assessment Center Energy Audit Report for Florida Crystals Co-gen Facility,” 2011, $9,253, (PI.
- Integrated Product and Process Design Program (Siemens Energy Sector), “Portable Stack Bulk Temperature Measurement Device,” 2010, $15,000.
- Solarsa Inc., “A Web Based Integrated Modeling, Control and Optimization Framework for Clean Technologies,” 2009-2011, $220,552, (PI, 90% effort).
- Integrated Product and Process Design Program (Siemens Energy Sector), “Optical Roughness Probe for Steam Turbines,” 2008, $15,000.
- Integrated Product and Process Design Program (Siemens Power Generation), “Blade Monitoring System for Synchronized Real Time Image Acquisition,” 2007, $15,000.
- Cyberinfrastrcture Capability and Workforce Development; University of Missouri, 2019-present. The development of a regional Cyber Team to enhance and grow institutional infrastructure capability, encourage adoption, and to promote workforce development as a model for national growth.
- Living Laboratory for Energy Management Research; University of Florida, 2010-present. The instrumentation and analysis of energy usage and occupation of a campus building to serve as a living laboratory for research on energy optimization and control.
- A Web Based Integrated Modeling, Control and Optimization Framework for Clean Technologies; University of Florida, funded by Solarsa Inc., 2009-2011.Principal investigator for a multi-disciplinary team working with industrial partners to develop performance and optimization models along with an integrated monitoring and control framework for HVAC systems that utilize clean energy technologies. Research lead for the integration framework, optimization formulation and computation.
- Context Aware Performance Models for Multi-Core Algorithms; University of Florida, 2009-present.Development of tools for the collection and analysis of performance data for multi-core algorithms. This work associates performance counter data with algorithm context that generated it giving detailed insight into the impact of multi-core computing on algorithm design. This work enables the creation of algorithms that scale on multi-core systems.
- A Hardware and Software Reference Platform for the Operations Research Community; University of Florida, 2008-2010.Developed a self-replicating Linux distribution for the PlayStation 3 for the operations research community to be used as a reference platform for the publication of numerical results and algorithm implementations. The goal of this research is to promote the open dissemination and review of numerical implementations and provide a low-cost, next generation, instructional tool for parallel computation.
- Continuous State Space Modeling for Real Time Performance Prediction in Manufacturing Systems; Oklahoma State University, funded by GM, 2006.Investigated a data-driven modeling approach based on continuous-time nonlinear dynamic systems principles for modeling assembly operations for the accurate prediction of aggregate performance.
- Distributed Resource Allocation for Supply Chain Networks; University of Massachusetts Amherst, funded by IBM, 2005.Developed and analyzed multi-agent negotiation protocols for resource allocation in distributed decision making systems with applications in military and civilian supply chain management and distributed sensor networks.
- Scientific Computational Grid Management; University of Massachusetts Amherst, 2004-2006.Developed and managed multiple computational clusters and grid middleware for shared scientific computing for multiple research projects.
- Design and Analysis Information Management System; University of Massachusetts Amherst, funded by NASA, 1998-2004.“The Design and Analysis Information Management System is a distributed decision making platform for dynamically integrating and executing engineering analysis tools that are deployed in computational and data grids.”
- Autonomous Negotiating Teams (ANT); University of Massachusetts Amherst, funded by DARPA, 1999-2001.“The goal of Autonomous Negotiating Teams is to autonomously negotiate the assignment and customization of resources, such as weapons, to tasks, such as moving targets. To do this we must enable designers to build systems that operate effectively in highly decentralized environments, making maximum use of local information, providing solutions that are both good enough, and soon enough.”
- Multi-Agent Design Architecture (MADA); Florida State University, funded by NASA, 1997-1998.“Integrated Design system (IDS) is an integration of broad range of high fidelity knowledge from expert sources in near real time to synthesize and refine design and product realization.”
- Rapid Design Exploration and Optimization, Interactive Gimbal Design (RaDEO-IGD); Florida State University, funded by DARPA, 1996.“The IGD system will offer the user the ability to interrupt the automated design process, access a specific application product, potentially make changes to both the design variables and the design intent, capture the knowledge associated with those changes, and then continue in the design process under the control of the IGD system.”
- Internet Traffic Analysis; Florida State University, 1994.An early informal work group to collect and analyze data produced by Internet browsing activity used for the development of techniques for web site process improvement.
- Leadership Team, Campus Champions, 2018-2020.
- Internet2/CaRC workshop Research Computing Maturity Model Workshop, Denver, CO, 2018.
- Review Panel for the National Science Foundation, 2018.
- NSF/CaRC workshop CI Professionalization Workshop, Alexandria, VA, 2018.
- Council Member, Campus Research Computing Consortium, 2017-2019.
- Deputy Regional Champion for Region 4, Campus Champions, 2016-2018.
- NSF/GPN workshop Roll of regional organizations in improving access to the national computational infrastructure, Kansas City, MO, 2015.
- Review Panel for the Environmental Protection Agency (EPA), 2012.
- Review Panel for the Environmental Protection Agency (EPA), 2011.
- Referee for International Journal of Distributed Sensor Networks, 2011.
- Referee for Energy Systems, 2010.
- Referee for IIE Transactions, 2009.
- Referee for IEEE Transactions on Automation Science and Engineering, 2008.
- Referee for IIE Transactions, 2007.
- Review Panel for the National Science Foundation, 2006.