Fred W. Glover Office Phone (303) 447-3255 X-106 Renewable .

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VITAFred W. GloverRenewable & Sustainable Energy Institute (RASEI)ECEE – College of Engineering & Applied ScienceUniversity of ColoradoBoulder, Colorado 80309-0425Office Phone (303) 447-3255 X-106Fax : (303) 447-3886E-mail: ttp://ecee.colorado.edu/Date and Place of Birth:March 8, 1937; Kansas City, MissouriEducation:B.B.A., University of Missouri, Kansas City, 1960Ph.D., Carnegie-Mellon University, 1965Experience:Distinguished Professor, University of Colorado, 2005 – presentChief Executive Officer, Meta-Analytics, Inc., 2014 – presentChief Technology Officer, OptTek Systems, Inc., 1992 – 2014Director of Research, Hearin Center for Enterprise Science, 2000 – 2002.MediaOne and US West Chaired Professor, University of Colorado, 1986 – 2006Director of Technology Development, Management Robotics, Inc., 1981 – 1992Head of Research, NASA Center for Space Construction, University of Colorado, 1990 – 1991.Graduate Faculty of Applied Mathematics (founding member), University of Colorado, 1983 –present.Director of Research, Center for Applied Artificial Intelligence (founding member), University ofColorado, 1984 – 1990.Honorary Professor of Mathematics, University of Colorado, Denver, 1988 – present.John King Chaired Professor and Professor of Management Science, University of Colorado, 1970 –1986.Research Director, Analysis, Research and Computation, Inc., 1969 - 1981Research Fellow Associate Professor, Operations Research and Computer Science, University ofCalifornia, Berkeley, 1965 – 1967 University of Texas, 1967 – 1970.

Principal Research Areas:Mathematical and computer optimization, applied to systems design, artificial intelligence, decisionsupport, machine learning, natural resources and economic planning, large scale networks, dynamicallocation models, industrial and scientific process control.Professional Associations:The American Association for the Advancement of Science (AAAS); Institute of Electrical andElectronics Engineers (IEEE); Mathematical Programming Society (MPS); Association forComputing Machinery (ACM); Production and Operations Management Society (POMS);Institute of Operations Research and Management Science (INFORMS); Decision SciencesInstitute (DSI); Institute of Incorporated Engineers (IIE).Distinctions, Awards & Prizes:U. S. National Academy of Engineering, Elected Member, 2002.John Von Neuman Theory Prize, by the Institute for Operations Research and Management Science,for distinguished lifetime contributions to the theory of operations research, managementscience and combinatorial optimization 1998.The Siwei Chen Award, by the International Academy of Information Technology and QuantitativeManagement, for innovations in quantitative methods and information technology to solvemanagement problems, 2016.2013 Herbert A. Simon Award for Outstanding Contribution in Information Technology andDecision Making, for "New Optimization Models for Data Mining" by Fred W. Glover andGary Kochenberger, International Journal of Information Technology & Decision Making,Vol. 05, Issue 04, pages 605-609INFORMS Impact Prize, for contributions that have had a broad and enduring impact on the fields ofOperations Research and Management Science (awarded by INFORMS once every twoyears), 2010IGI Global, Excellence in Journal Research Award, for Best Peer-Reviewed Article, 2010.Metaheuristics International Conference in honor of Fred Glover’s 70th birthday, Montreal, Canada,2007INFORMS Special Recognition Prize for Contributions to Operations Research, in recognition of theimpact of contributions on research and industrial applications (the only such special prizeawarded by INFORMS), 2004Networks Journal Honor: creation of the Glover-Klingman Award, given annually for best paper toappear in the Networks journal, 2003Inaugural INFORMS Fellows Award, by the Institute for Operations Research andManagement Science 2002.2

Distinguished Operations Research Seminar Award, Lucent Technologies (now Alcatel-Lucent)Operations Research Seminar Series, 1997.Best Paper Award of the Western Decision Sciences Institute, for research on Management Scienceand Quantitative Methods, 1994.National Award for Research Excellence in Operations Research/Computer Science, by theOperations Research Society of America, Computer Science Section, for development andextension of the tabu search metaheuristic, 1994.National Award for the Best Theoretical/Empirical Research Paper by the Decision SciencesInstitute, for models and methods of optimizing system diversity, 1993.National Award Finalist and Distinguished Paper Citation, Production and Operations ManagementSociety, 1993ANBAR Citation of Excellence (now Emerald Management Reviews) for outstanding contribution tothe literature and body of knowledge of Electronic Intelligence, 1992.National Prize for Research Excellence, Operations Research Society of America (Now INFORMS),for contributions to the interface between Operations Research and Computer Science, 1989.Distinguished Research Lecturer Award, Council on Research and Creative Work, University ofColorado, Boulder (the highest award at the University of Colorado) for research integratingartificial intelligence and mathematical optimization, and their application to solving practicalproblems, 1988.Informs Computing Society Prize: First Place, Award for best English language paper or group ofrelated papers dealing with the Operations Research/Computer Science interface, for networkand netform optimization models and algorithms for solving them, 1987.National Award for Best Application of Decision Science Theory, Decision Sciences Institute, forapplications of artificial intelligence to combinatorial systems, 1985.Outstanding Achievement Award of the American Institute of Decision Sciences (now DSI), 1984.National Decision Science Instructional Award of the American Institute of Decision Sciences andAlpha Iota Delta for interactive software for mathematical optimization, 1983.International Management Science Achievement Award of the Institute of Management SciencesCollege of Practice, for an integrated production, distribution and inventory planning system,1979.North Atlantic Treaty Organization Division of Scientific Affairs Award for research and lecturepresentations at NATO Advanced Study Institute (Sogesta) on networks and logisticsplanning, 1978.CBA Foundation Award for Applications of Mathematical Procedures to Problems in IndustrialPlanning, 1978.National Energy Research Institute Award for research on alternative energy resources and uses,3

1976.International Business Machines Award for Mathematical Programming Research, 1976.Honorary Appointments & ProfessorshipsHonorary Professorship Award, from the China University of Mining and Technology, 2013Honorary Director, Institute of Management Science & Industrial Engineering, China University ofMining and Technology, 2013Chaired Research Professor in Computer Science (Chaire d’excellence, Pays de la Loire), Laboratoired'Etude et de Recherche en Informatique d'Angers (LERIA), 2009Honorary Doctorate, Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, 2006Honorary Professor, Department of Mathematics and Statistical Sciences, University of Colorado,Denver, 2001National Advisory Board of the Enterprise Simulation Optimization Laboratory (eSOL), 2000Founding Research Director of the Hearin Center for Enterprise Science at the University ofMississippi, in Oxford, MS, 1999.Distinguished University Research Lecturer, University of British Columbia, 1994.Head of Global Optimization, NASA Center for Space Construction (now within AerospaceEngineering Sciences), University of Colorado, Boulder, 1991.Research Scholar, Centre Nationale de Recherche (National Research Center), Universite de Grenoble,France, 1991.Distinguished Visiting Research Professor, Ecole Polytechnique Federale de Lausanne (Swiss FederalInstitute of Technology), Switzerland, 1989-1990; 2001-2002.Visiting Cockrell Family Regents Chaired Professor in Engineering, University of Texas, Austin,1988-1989.Distinguished Researcher, US West Advanced Technologies (now Quest Advanced Technologies),1986-1998.Distinguished Visiting Researcher, Université de Paris-Nord, 1998.FellowshipsIEEE Life Fellow, for individuals who have distinguished themselves through sustained and lastingcontributions to IEEE.4

IEEE Fellow, in recognition of contributions to computer based and mathematical optimization,2013.International Research Fellow of the International Center for Electronic Commerce, 1997.Senior Fellow, Center for Management of Operations and Logistics (now Logistics and Supply ChainOptimization), University of Texas, 1996.Senior Research Fellow of the IC2 Institute, 1987.First US West Distinguished Fellow, for contributions to mathematical optimization, computerscience and artificial intelligence, 1986.Honorary Fellow, American Association for the Advancement of Science (AAAS), for research inmathematical optimization and computer applications in industry, 1983.Honorary Fellow, International Honor Society in the Decision Sciences and Information Systems,Alpha Iota Delta, 1983.Honorary Fellow, Decision Sciences Institute, for contributions to the field of Decision Sciences inmathematical optimization and planning, 1982.Federal Fellow of the U.S. Defense Communications Agency (now the Defense Information SystemsAgency) for communications and satellite systems design, 1972-73.Research Fellow of the Miller Institute for Basic Research in Science, for research in industrialengineering and operations research, 1965-66.Ford Foundation Fellow, Carnegie-Mellon University, 1962-65.Biographical Listings:Who's Who in the WorldWho's Who in AmericaWho's Who in the WestInternational Who's Who of Contemporary AchievementMen of Achievement2000 Outstanding Intellectuals of the 21st CenturyWho's Who in Frontier Science and TechnologyWho's Who in Computer Education and ResearchWorld Directory of MathematiciansAmerican Men and Women of ScienceWho's Who in American Education5

Who's Who and What's Where in Artificial IntelligenceWho's Who in Science and EngineeringBusiness and Government Experience:Dr. Glover has served on the Board of Directors of four corporations and a nonprofit researchinstitute. He has also served as a consultant for over 70 government agencies and industrial firms. Apartial list includes the following:Analysis, Research and Computation, IncorporatedBattelle InstituteBethlehem SteelBoeing Computer ServicesCiba-Geigy CorporationCiticorpExxon CorporationFirestoneFirst City National Bank of New YorkGeneral Electric CorporationGeneral MillsGeneral MotorsGeneral Research CorporationHalliburtonInternational Business MachinesLogicon, IncorporatedMathematica, IncorporatedPhillips Petroleum CompanyReynolds Metal CompanyRockwell InternationalSperry-UnivacTerra Chemical CompanyTexas InstrumentsU.S. Department of AgricultureU.S. Department of CommerceU.S. Department of EnergyU.S. Department of TransportationPast and Present Professional and Educational Activities:U.S. National Academy of Science Program for Scientific Exchange - research lecturer and host for6

visiting scientists.Queen Elizabeth II Fellowships and Australian Research Grants Committee.National Visiting Lecturer in Management Science and Operations Research, sponsored by theInstitute of Management Science and the Operations Research Society of America.National Science Foundation Advisory Panel for the University Research Initiative Program onComputational Combinatorics.National Science Foundation Advisory Panel for the Study of Optimization Infeasibility Diagnostics.Advisory Board for New Sky Energy, Inc.Advisory Board for Annals of Optimization & Data ScienceAdvisory Board for the Journal of Risk Analysis and Crisis ResponseAdvisory Committee for the Graduate School of Management of Technology of Hosei UniversityAdvisory Committee for the Data Science & Information Quality Research Center of Xi’an JiaotongUniversityDistinguished guest lecturer at international advanced study institutes sponsored variously by NATO,The Bolyai Janos Mathematical Society, NSF, The International Institute of Management, andIBM Scientific Research Centers in Italy, France, Germany and the United States.Distinguished Visiting Research Professor, Ecole Polytechnique Federale de Lausanne (SwissFederal Institute of Technology).Founding Research Director of the Hearin Center for Enterprise ScienceChaired numerous sessions, presented invited papers, served as discussant, and conducted tutorials atinternational, national and regional conferences sponsored by NBS, DOE, DOT, ONR,AFOSR, MORS, TIMS, ORSA, AIDS, DIMACS, COAL, ESA, SIGMAP, DSI, , MIC,DGOR, ECCO, SVOR, AIRO, SIAM, ACM, AIIE, IEEE, IIE, CORS,.APOR, IFORS,EURO, MPS, INFORMS.Reviewer for: The U.S. National Academy of Sciences, National Science Foundation, ConferenceBoard of the Mathematical Sciences, Air Force Office of Scientific Research, Bolyai JanosMathematical Society, the Guggenheim Foundation, NATO Division of Scientific Affairs,Sloan Foundation, National Research Council, National Science Foundation EPSCORProgram, Canadian National Research Council, Natural Sciences and Engineering ResearchCouncil of Canada, Social Services and Humanities Research Council of Canada, InstitutNational de Recherche en Informatique et en Automatique (INRIA), Engineering andPhysical Sciences Research Council, Center for Advanced Study in the Behavioral Sciences,and Assembly of Mathematical and Physical Science.Advisory Board of the CORTECS (project to apply Combinatorics and Operations Research inTechnology and the Computational Sciences).7

Advisory Board of the Center for Decisions under UncertaintyAdvisory Board of the Chinese National Science Foundation (CNSF)Advisory Board of the Chinese Academy of Sciences (CAS)Founding council member, Special Interest Group in Artificial Intelligence, Operations ResearchSociety of America.Founding member of the Center for Applied Artificial Intelligence at the University of Colorado.Founding member of the Intelligent Systems Group of the University of Colorado.Founding member of the Graduate Faculty of Applied Mathematics, and member of the AppliedMathematics Steering Committee, of the University of Colorado.IEEE Life Member, for individuals who have distinguished themselves through sustained and lastingcontributions to IEEE.Co-founded Mathematical Applications for Business Report Series at the University of Texas.Co-founded the Management Science Research Report Series at the University of Colorado.Co-founded the Optimization Research Report Series of the Hearin Center for Enterprise Science.Co-founder and board member of nonprofit research organization, Decision Analysis and ResearchInstitute, Incorporated.Executive Committee member, Center for Space Construction, School of Engineering, University ofColorado, Boulder.Editorial ActivitiesFirst Editor-in-Chief and Co-founder, Journal of Heuristics.Editor, Handbook for the International Series in Operations Research and Management Science, KluwerEditor, Special Issue, European Journal of Operational ResearchArea Editor, Heuristic Search and Learning, ORSA Journal on Computing.Area Editor, Mathematics of Industrial SystemsArea Editor, Journal of Computers in ORHonorary Editor, International Journal of Applied Metaheuristic ComputingSpecial Issue Editor, Annals of ORAssociate Editor, Operations Research and Rude Intrusions on the Real World8

Editor, Artificial Intelligence and Operations Research, Annals of Operations ResearchCo-Editor, Linkages with Artificial Intelligence, Annals of Operations Research, Baltzer ScientificPublishingCo-Editor, Tabu Search, Annals of Operations Research, Baltzer Scientific PublishingCo-Editor, Handbook of Metaheuristics, KluwerAssociate Editor, Management Science.Associate Editor, Operations Research.Publications Committee, Operations Research.Editorial Advisory Board:Computers and Operations Research.INFORMS Journal on ComputingFuzzy Optimization and Decision MakingJournal of HeuristicsInternational Journal of Information Technology and Decision MakingEncyclopedia of OptimizationJournal of Risk Analysis and Crisis ResponseJournal of Evolutionary OptimizationInternational Journal of Management ScienceInternational Journal of Mathematical OptimizationInternational Monograph Series of the Society of Industrial and Applied MathematicsInternational Journal of Applied Metaheuristic ComputingMetaheuristicsNetworksJournal of SchedulingMetaheuristics - Methods and ApplicationsGrants and Contracts:National Science Foundation -- grant for research in Linear and Discrete Mathematical Programming.Office of Naval Research -- contract for developing Improved Computational Algorithms forScheduling and Distribution Systems.U.S. Department of Agriculture – contract for “Embedded Network Structures in National ForestryModels”Department of the Navy -- Naval Regional Procurement Office for the project entitled "Developmentand Computational Design of an Integrated Policy Evaluation and Planning Model for NavyManpower Utilization."Office of Naval Research -- contract for "A Study of Integer Programming Solution to Navy9

Assignment Problems with Side Constraints."Department of Transportation -- contract for "Development and Analysis of Shortest Path Algorithmsand Computer Codes."Federal Energy Administration -- contract for "Study of Software Requirements to Support theProject Independence Evaluation System (PIES)."U.S. Army Research Office -- contract for "Assignment Optimization."Office of Naval Research -- contract for "Mathematical Programming Optimization."Department of Transportation -- contract for "Improving Flow Management and Control ViaImproving Shortest Path Analysis."Energy Research Development Agency -- contract for "Advanced Methods for Planning ElectricalEnergy Distribution Systems."U.S. Army Research Office -- contract for "Large Scale Algorithms for Mixed Assignment andCombinational Problems."Department of Transportation -- contract for "Interactive Heuristics for Multicriteria and AllocationProblems."Bureau of Business Research, University of Colorado -- grant for "Computer ImplementationProcedures for LP/Embedded Networks."Solar Research Energy Institute -- contract for "Computer Software for Generalized Network EnergyProblems in Alternative Energy Research."U.S. Department of Interior -- contract for "System for Allocating Vegetation to Herbivores."Battelle Laboratories/U.S. Army Research Office -- contract for "Developing a Personnel ReadinessIndicator Model."U.S. Department of Transportation -- contract for "Multicriteria Analysis and MathematicalOptimization of Transportation Planning Systems."U.S. Army -- contract for "Interdisciplinary Discrete Mathematical Optimization System for NationalReadiness."U.S. Naval Support Center -- contract for "Renovation and Logistics Planning."U.S. Forest Service -- contract for "Network Optimization System for USDA Long-Range Planningof National Forests."U.S. Department of Interior -- contract for "Computer Modeling Analysis of the USDI World MineralSupply Model."Naval Sea Systems Command -- contract for "Model Analysis and Implementation Enhancements for10

the Logistics Readiness Program."U.S. Army -- contract for "Solving Equipment Procurement and Distribution Problems in Support ofNational Readiness."Office of Naval Research – contract for "Modeling and Solution Procedures for DiversityMaximization"Office of Naval Research – contract for "Learning-Based Approaches for Enhancing OptimizationSolution Methodologies"Office of Naval Research – contract for "Effective Solutions of Very Large-Scale OptimizationProblems for Personnel Planning and Management"Office of Naval Research – contract for "Advanced Methods for Stochastic Routing and SchedulingModels in Real-World Applications"Office of Naval Research – contract for "Optimization Methodologies"Office of Naval Research – contract for “Layering Strategies for Creating Exploitable Structure inLinear and Integer Programs”Office of Naval Research – contract for “New Sharpness Properties, Algorithms and ComplexityBounds”Office of Naval Research – contract for “Intelligent Decision Support System for Combat Readiness”Colorado Institute of Applied Artificial Intelligence – grant for “Applications of Tabu Search to thePlacement Problem in VLSI Design”Office of Naval Research -- contract for "Mathematical Foundations of Combinatorial Optimization"(Part I of Joint Agency Proposal).Air Force Office of Scientific Research -- contract for "Mathematical Foundations of CombinatorialOptimization" (Part II of Joint Agency Proposal).Air Force Office of Scientific Research -- Augmentation award for Science and Technology, U.S.Department of Defense.Air Force Office of Scientific Research -- contract for "Extended Foundations of CombinatorialOptimization."Air Force Office of Scientific Research – contract for “Search Methods in Optimization”Office of Naval Research – contract for “Effective Solutions of Very Large-Scale OptimizationProblems”Office of Naval Research – contract for “Advanced Methods for Stochastic Routing and Scheduling”Office of Naval Research – contract for “Optimization Methodologies”11

Office of Naval Research – contract for “Innovations in Optimization Methodologies”US Department of Transportation, Bureau of Transportation Statistics – contract for “DisclosureLimitation for Tabular Data”National Science Foundation Small Business Innovative Research – Phase I Award for“A New Approach for Enhancing Capital Investment Decisions by Optimizing Returns andRisks of Project Portfolios”Office of Naval Research, Small Business Technology Transfer Research – Phase I & II Awards for“OptForce: New Human Resource Optimization Methods”Army Research Office, Small Business Technology Transfer Research – Phase I & II Awards for“OptAgent: A Generalized Framework for the Optimization and Analysis of Agent-basedModels”National Science Foundation, Small Business Technology Transfer Research – Phase I & IIAwards for “OptDiverse: Innovative Technology to Enhance Workforce Diversity,Capabilities, and PerformanceACADEMIC AND PROFESSIONAL CREDENTIALS - MAJOR CONTRIBUTIONSComputer Based Systems(i) Headed the development of an integrated production, distribution and inventory planning systemfor Agrico Chemical Company, utilizing algorithmic advances in solving large scale embeddednetwork problems. This work received an International Achievement Award of The Institute ofManagement Sciences in 1979 and was acknowledged to save Agrico over forty three milliondollars in its first five years (amounting to more than one hundred twenty million dollars today).The original article reporting this work has now been reprinted in seven different volumes onsystems design, and the underlying procedures continue in widespread use in supply chainmanagement. The modeling component of this work is being taught at universities around thecountry, including Columbia, Princeton, Wharton, and the University of Chicago.(ii)Developed a microcomputer system for scheduling operations and personnel that has successfullyhandled problems three orders of magnitude larger than any of its class by a decade of priorresearch. This work was implemented for the major food industry chains of McDonalds andKrogers and is widely cited as a pioneering demonstration of the importance of thecomputer/scheduling interface. The paper reporting this study received the Best Application ofDecision Science Theory Award of the Institute of Decision and Information Sciences.(iii) Developed formulations and approaches for classification analysis that provide new methods forpattern recognition problems. Widely implemented and tested, this work has been shown capableof solving classification problems that classical models cannot encompass, while yieldingsuperior discrimination power. Recent developments are now using these approaches to trainneural networks.(iv) Developed a series of expert analysis and network computer solution procedures for productionplanning and distribution systems for GM Research Laboratories. This work provided12

fundamental breakthroughs in machine scheduling that have been incorporated intomanufacturing of plastic molded parts throughout the industry.(v)Applied artificial intelligence learning techniques to develop job shop scheduling and sequencingprocedures based on the innovation of parametric and probabilistic machine learning rules nowimplemented in the steel industry. Applied to test beds assembled by Carnegie-Mellon Universityand Purdue University, these procedures were demonstrated to yield schedules whose qualitysurpassed those of the previous research in the field.(vi) Headed the development of an interactive microcomputer and graphics system for space planningand facilities layout design. This system produced more than a hundredfold improvement inefficiency over previous procedures for these problems and is being routinely used by spaceplanning companies such as Dalton, Dalton, Newport and Marshall Erdwin around the country.This work was also selected for citation in a survey of outstanding applications of microcomputergraphics systems in 1985.(vii) Developed an expert planning system to determine optimal lot-sizing and machine loading formultiple products used in multi-level planning of manufacturing operations. This work wasimplemented for a major U.S. manufacturing company and reported in a collection of publishedarticles in Interfaces and AIEE Transactions on improved computer-based planning systems.(viii) Co-developed the managerial robot concept and its prototype embodiment in a system thatreplaces a human manager in the performance of tasks requiring intellectual and planning skills.This concept has been widely adopted by other researchers and has been incorporated intocourses taught at Stanford, Carnegie-Mellon University and the University of Texas.(ix) Developed a modeling and computer solution system for determining optimal mining and oreextraction sequences for W. R. Grace, Inc. The model encompasses an expert system componentincorporating zero-one optimization to make decisions concerning depth and location of miningactivities and has been implemented in the field since 1983.(x)Co-developed a large-scale model and solution system for introducing new products anddetermining product distribution in the oil industry. This work solved large scale nonlinear andmixed integer programming problems that were previously unsolvable and appeared as the leadarticle in a volume dedicated to computer methods for industrial applications.Energy and Resources Planning(i)Developed an energy and resources planning system for scheduling and coordinating theallocation of water at dams, reservoirs, and channels to maintain optimal levels and flows forhydroelectric and agricultural needs, based on embedding a network optimization within a largescale simulation of interactions between system components based on rainfall forecasts andexpected water releases from upstream sources. This system spun off a company called AquaLogic (now absorbed into Oracle) and has also been implemented into systems by governmentagencies in India, Sweden, Germany and Poland for analyzing flows in river basins forscheduling, forecasting and analyzing policy.(ii) Developed a system for analyzing trade-offs among alternative energy sources and uses for theSolar Energy Research Institute, joining multiple scenario generation and embedded generalizednetwork optimization to analyze exchanges between petrochemical and biomass based fuels. Themodel and solution procedure of this system won an award from the National Renewable Energy13

Laboratory (NREL) for the analysis of energy issues, and was subsequently been expanded to alarge-scale national model featured as a special invited paper in Energy Models and Studies. Afurther expanded international version of the model including a broader simulation component iscurrently being investigated in association with the Center for Brazilian and American Affairs andthe Energy and Environmental Security Initiative.(iii) Developed a system for the U.S. Department of Agriculture for large scale forest planningoperations over an eighty-year planning horizon. By combining long-range simulations withembedded network optimization, the system integrates the determination of economically feasibleinvestment levels with the determination of policies for harvesting, transporting, clearing andre-planting of different types of timber to assure adequate supply and reserves for future needs.(iv) Developed a model formulation and solution methodology for scheduling nuclear refuelingoperations to coordinate use of electrical energy with hydroelectric and chemical energy sourcesfor the Tennessee Valley Authority. This work succeeded in generating schedules that improvedon the schedules found by the best previous methods by over ten million dollars.(v) Co-developed a procedure for optimally locating and sizing electrical power substations for theU.S. Department of Energy (ERDA), determining the most effective way to expand and contractelectrical power facilities to meet the changing energy demands resulting from growth andpopulation shifts.Network OptimizationPioneered the development, implementation, testing and commercialization of specialized solution methodsfor such network problem classes as maximum flow, shortest path, assignment, transportation, capacitatedtransshipment, generalized network and linear programming/embedded networks problems. This researchhas involved the development of new mathematical algorithms, computer science data structures, computerimplementation techniques, and computational testing techniques. The breakthroughs from this work haveresulted in the use of these procedures by ov

Decision Making, for "New Optimization Models for Data Mining" by Fred W. Glover and Gary Kochenberger, International Journal of Information Technology & Decision Making, Vol. 05, Issue 04, pages 605-609 INFORMS Impact Prize, for contributions that have had a broad and enduring impact on the fields of