Pyomo swMATH ID: 4910 Software Authors: Hart, William E.; Laird, Carl; Watson, Jean-Paul; Woodruff, David L. Description: Pyomo – optimization modeling in Python. This book provides a complete and comprehensive guide to Pyomo (Python optimization modeling objects) for beginning and advanced modelers, including students at the undergraduate and graduate levels, academic researchers, and practitioners. Modeling is a fundamental process in many aspects of scientific research, engineering, and business. This text beautifully illustrates the breadth of the modeling capabilities that are supported by this new software and its handling of complex real-world applications. Pyomo is an open source software package for formulating and solving large-scale optimization problems. The software extends the modeling approach supported by modern AML (algebraic modeling language) tools. Pyomo is a flexible, extensible, and portable AML that is embedded in Python, a full-featured scripting language. Python is a powerful and dynamic programming language that has a very clear, readable syntax and intuitive object orientation. Pyomo includes Python classes for defining sparse sets, parameters, and variables, which can be used to formulate algebraic expressions that define objectives and constraints. Moreover, Pyomo can be used from a command-line interface and within Python’s interactive command environment, which makes it easy to create Pyomo models, apply a variety of optimizers, and examine solutions. The text begins with a tutorial on simple linear and integer programming models. Information needed to install and get started with the software is also provided. A detailed reference of Pyomo’s modeling components is illustrated with extensive examples, including a discussion of how to load data from sources like spreadsheets and databases. The final chapters cover advanced topics such as nonlinear models, stochastic models, and scripting examples. Homepage: http://www.pyomo.org/ Dependencies: Python Related Software: Gurobi; Ipopt; CPLEX; Python; GAMS; PySP; AMPL; JuMP; MINLPLib; GitHub; SCIP; Julia; AIMMS; ANTIGONE; Bonmin; SHOT; Matlab; YALMIP; Scikit; COIN-OR Cited in: 83 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year Pyomo – optimization modeling in Python. Zbl 1233.90002Hart, William E.; Laird, Carl; Watson, Jean-Paul; Woodruff, David L. 2012 all top 5 Cited by 184 Authors 14 Watson, Jean-Paul 9 Woodruff, David L. 5 Hackebeil, Gabriel A. 5 Siirola, John D. 4 Grossmann, Ignacio E. 4 Hart, William E. 4 Hendrix, Eligius M. T. 4 Laird, Carl D. 4 Lubin, Miles 4 Misener, Ruth 4 Nowak, Ivo 3 Bernal, David E. 3 Júlvez, Jorge 3 Kronqvist, Jan 3 Lodi, Andrea 3 Muts, Pavlo 3 Nicholson, Bethany L. 3 Oliver, Stephen G. 3 Schmidt, Martin 2 Blanquero, Rafael 2 Carrizosa, Emilio 2 Dowson, Oscar 2 Dunning, Iain 2 Furman, Kevin C. 2 Garcia, Joaquim Dias 2 Huchette, Joey 2 Johnson, Emma S. 2 Knueven, Bernard 2 Legat, Benoît 2 Lundell, Andreas 2 Molero-Río, Cristina 2 Munoz, Francisco D. 2 Neumann, Christoph 2 Romero Morales, Dolores 2 Ryan, Sarah M. 2 Schewe, Lars 2 Singh, Bismark 2 Singham, Dashi I. 2 Stein, Oliver 2 Stolten, Detlef 2 Thürauf, Johannes 2 Wiebe, Johannes 1 Åkesson, Johan 1 Allen, Stephanie 1 Anderson, Lovis 1 Andersson, Joel A. E. 1 Anjos, Miguel F. 1 Aragon, Gustavo 1 Barnett, Jason 1 Bashier, Eihab B. M. 1 Bates, Johnny 1 Beliakov, Gleb 1 Belli, Edoardo 1 Biegler, Lorenz T. 1 Biel, Martin 1 Bonvin, Gratien 1 Boukouvala, Fani 1 Breitfeld, Norman 1 Brooks, Philip 1 Bynum, Michael L. 1 Cano-Belmán, Jaime 1 Carroll, Paula 1 Ceccon, Francesco 1 Cecílio, I. 1 Chen, Hung-Hsin 1 Chowdhury, Mashrur A. 1 Cornélusse, Bertrand 1 Costa, Alberto L. C. 1 Demassey, Sophie 1 Dey, Santanu Subhas 1 Dickerson, John P. 1 Diehl, Moritz Mathias 1 Duran, Marco A. 1 Ernst, Damien 1 Fernández-Blanco, Ricardo 1 Gabriel, Steven A. 1 Gade, Dinakar 1 Garcia, Deanna 1 Gemine, Quentin 1 Gillis, Joris J. M. 1 Greenberg, Harvey Joel 1 Groß, Theresa 1 Gümrükcü, Erdem 1 Guo, Ge 1 Hazimeh, Hussein 1 He, Xiongxiong 1 Held, Harald 1 Hidalgo-rodriguez, Diego I. 1 Hoare, Terri 1 Hobbs, Benjamin F. 1 Hoffmann, Maximilian 1 Horn, Greg 1 Huang, Teng 1 Jansen, Peter W. 1 Jarrah, Ahmad I. Z. 1 Kale, Sunjeev 1 Kang, Jia 1 Kaut, Michal 1 Kerr, Catherine 1 Kersting, Kristian ...and 84 more Authors all top 5 Cited in 29 Serials 8 European Journal of Operational Research 8 INFORMS Journal on Computing 7 Journal of Global Optimization 7 Optimization and Engineering 7 Mathematical Programming Computation 5 Computers & Operations Research 3 Operations Research Letters 3 Mathematical Programming. Series A. Series B 3 Computational Optimization and Applications 3 Computational Management Science 3 Optimization Letters 3 Springer Optimization and Its Applications 2 SIAM Review 2 OJMO. Open Journal of Mathematical Optimization 1 Artificial Intelligence 1 Journal of Multivariate Analysis 1 Journal of Optimization Theory and Applications 1 Optimal Control Applications & Methods 1 Discrete Event Dynamic Systems 1 SIAM Journal on Optimization 1 Optimization Methods & Software 1 Mathematical Methods of Operations Research 1 Data Mining and Knowledge Discovery 1 Journal of Biological Systems 1 Structural and Multidisciplinary Optimization 1 Mathematical Biosciences and Engineering 1 Journal of Industrial and Management Optimization 1 Nonlinear Analysis. Hybrid Systems 1 Numerical Algebra, Control and Optimization all top 5 Cited in 11 Fields 75 Operations research, mathematical programming (90-XX) 12 Computer science (68-XX) 7 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 6 Systems theory; control (93-XX) 5 General and overarching topics; collections (00-XX) 5 Statistics (62-XX) 5 Numerical analysis (65-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Biology and other natural sciences (92-XX) 1 Measure and integration (28-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year