operations research · 1 carnegie mellon operations research in honor of rex reklaitis 2017...
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Carnegie Mellon
Operations ResearchIn Honor of Rex Reklaitis
2017 Recipient of the Warren K. Lewis Award
Ignacio E. GrossmannCenter of Advanced Process Decision-making
Department of Chemical EngineeringCarnegie Mellon University
Pittsburgh, PA, 15213
AIChE Annual MeetingOctober 30, 2018
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Carnegie Mellon
Gintaras (Rex) V. Reklaitis
B.S., IIT-Chicago (1965)M.S. and Ph.D., Stanford (1969)
NSF Postdoctoral Fellow: Institut für Operations Research, ETH-Zürich, Switzerland, 1969 - 1970.
Purdue University: Joined 1970Assistant Dean Engineering, Grad. Education Research, 1985 - 1988Edward W. Comings Distinguished Professor of Head School Chemical Engineering (1987-2003)Chemical Engineering, 2008–2010Burton and Kathryn Gedge Distinguished Professor of Chemical Engineering, 2010-presentDeputy Director, NSF ERC on Structured Organic Composites
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Carnegie Mellon
Educational Contributions
Introduction to Material and Energy BalancesG.V. Rekalitis (1982)
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Carnegie Mellon
Educational Contributions
Engineering Optimization: Methods and ApplicationsA. Ravindran, K. M. Ragsdell , G. V. Reklaitis
(Wiley, 1983, 2nd Edition, 2006)
Cited by 2193
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Carnegie Mellon
CHAPTER 1 Introduction to Optimization (Pages: 1-31) CHAPTER 2 Functions of a Single Variable (Pages: 32-77) CHAPTER 3 Functions of Several Variables (Pages: 78-148) CHAPTER 4 Linear Programming (Pages: 149-217) CHAPTER 5 Constrained Optimality Criteria (Pages: 218-259) CHAPTER 6 Transformation Methods (Pages: 260-304) CHAPTER 7 Constrained Direct Search (Pages: 305-335) CHAPTER 8 Linearization Methods for Constrained Problems (Pages: 336-377) CHAPTER 9 Direction Generation Methods Based on Linearization (Pages: 378-449) CHAPTER 10 Quadratic Approximation Methods for Constrained Problems (Pages: 450-480) CHAPTER 11 Structured Problems and Algorithms (Pages: 481-529) CHAPTER 12 Comparison of Constrained Optimization Methods (Pages: 530-541) CHAPTER 13 Strategies for Optimization Studies (Pages: 542-602) CHAPTER 14 Engineering Case Studies (Pages: 603-632) Appendix A: Review of Linear Algebra (Pages: 633-647) Appendix B Convex and Concave Functions (Pages: 648-650) Appendix C: Gauss-Jordan Elimination Scheme (Pages: 651-652)
Table Contents
Operations Research Topics
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Carnegie Mellon
Trustee (since 1979) and President (1986-88) of CACHE
CACHE modules for Simulation of Industrial Processesfor the Undergraduate Laboratory.
CAST Division of AIChEDirector, Chair of the Programming Board and Chair of the Division
Council for Chemical ResearchFounded the International Committee
Department Head Purdue (1987-2003)Hired many faculty, built PSE area, Forney Hall
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Carnegie Mellon
Major Contributions to Profession
1st International Conference on Foundations of Computer Aided Process Operations, July 5-10, 1987, Park City, Utah,
Editor-in-Chief and Co-EditorComputers & Chemical Engineering (1986-2008)
Co-Founder of Area 10c: CAST Division of AIChE (1981)Computers in Operations and Information Processing
Deputy Director, NSF Engineering Research Center on Structured Organic Particulate Systems, 7/ 2006; currently deputy directorPSE approach to Pharmaceutical Engineering
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Carnegie Mellon
Research Contributions
Optimization
Scheduling
Batch Processing
Uncertainty
Decomposition
Enterprise-wide Optimization
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Carnegie Mellon
Optimization
Douglass J. Wilde
Operations Research 17, 425-436, (1969).
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Carnegie Mellon Journal of Optimization Theory and Applications, 26, No. 2, 1978.
AIIE Transactions, 6:4, 308-317 (1974)
min f0(x)
s.t. fj(x) ≤ 1 jÎ J
fj(x) = Õåj
ji
i xc ija j Î J
Historical perspective Flexibility Analysis and Robust Optimization
1975 1980 1990 2000 20101985 1995 2005 2015FA
Friedman, Reklaitis (1975)
Grossmann, Sargent (1978)
Halemane, Grossmann (1983)
Grossmann, Floudas (1987)
Straub, Grossmann (1990)
Pistikopoulos, Grossmann (1989) Ierapetritou (2001)
Banerjee, Ierapetritou (2005)
Boukouvala, Ierapetritou (2012)
Goyal, Ierapetritou (2002)
Rooney, Biegler (2004)
Saboo, Morari, Woodcock (1985)Swaney, Grossmann (1985)
RO
Soyster (1973) Ben-Tal, Nemirovski (1998)El Ghaoui et al. (1998)
Bertsimas, Sim (2004)Ben-Tal et al. (2004)
Kuhn et al. (2011)
Bertsimas, Georghiou (2015)
Bertsimas et al. (2013)Delage (2009)
Bertsimas, Goyal (2010)Ben-Tal, Nemirovski (2002)
Despite its longer history, FA is not mentioned in any RO literature.
RO in PSE
Lin et al. (2004)
Li, Ierapetritou (2008)
Li et al. (2011)
Gounaris et al. (2013)
Zhang et al. (2015)
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Zhang, Lima, Grossmann, 2016)
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Carnegie Mellon
Optimization under Uncertainty
AIChE J., 21, 77-83, (1975)
AIChE J., 21, 83-90, (1975).
Robust OptimizationSoyster (1973)
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Carnegie Mellon
Batch Scheduling
Reklaitis, G. V. Review of Scheduling of Process Operation. AIChE Symp. Ser. 78, 119-133 (1978).
Mauderli. A. M.: Rippin. D. W. T. Production Planning and Schedulingfor Multipurpose Batch Chemical Plants. Comp. Chem.Eng. 3, 199 (1979).
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Carnegie Mellon
I&EC Process Design and Development, 21, 79 (1982).
Optimal Design Batch Processes
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Carnegie Mellon I.E. Grossmann, CMU-PSE (CAD) Seminar (1983)
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Carnegie Mellon
AIChE J., 29, 588, (1983).
Computers & Chem. Engng., 11, 639-654, (1987)
Optimal Design Batch Processes
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Carnegie Mellon
Computers & Chem. Engr, 23, 339-355(1999).
Decomposition Techniques
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Carnegie Mellon
Comput. & Chem Engr, 33, No. 12, 1999-2011 (2009)
Computers & Chem Engr, 32. pp. 692-711 (2007)
Optimization Supply Chain Level
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Carnegie Mellon
Recent Publications
I&EC Research 50 (9) pp.5114-5130 (2011)
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Carnegie Mellon
Chem Eng Sci 66, 4272-4306 (2011)
Recent Publications
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Carnegie Mellon
Recognition
AIChE Computing and Systems Technology Division, Computing in Chemical Engineering Award, 1984.
ASEE Chemical Engineering Division, Lectureship Award, 1994.
U.S. National Academy of Engineering, member, Feb 2007
Long Term Achievement Award in Computer Aided Process Engineering, European Federation of Chemical Engineering, 2013
Warren K. Lewis Award for Chemical Engineering Education, 2017
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Carnegie Mellon
SummaryRex Reklaitis
Pioneer and leader in Process Systems Engineering- Education: Operations Research Methods- Research: Batch scheduling and design, Process Operations
Many thanks for your contributions to PSE Congratulations for 2017 Warren K. Lewis Award