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Pyomo — Optimization Modeling in Python

By: William E. Hart,Carl D. Laird,Jean-Paul Watson,David L. Woodruff,Gabriel A. Hackebeil,Bethany L. Nicholson,John D. Siirola

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Pyomo — Optimization Modeling in Python

By: William E. Hart,Carl D. Laird,Jean-Paul Watson,David L. Woodruff,Gabriel A. Hackebeil,Bethany L. Nicholson,John D. Siirola

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. Using many examples to illustrate the different techniques useful for formulating models, this text beautifully elucidates the breadth of modeling capabilities that are supported by Pyomo and its handling of complex real-world applications. This second edition provides an expanded presentation of Pyomo’s modeling capabilities, providing a broader description of the software that will enable the user to develop and optimize models. Introductory chapters have been revised to extend tutorials; chapters that discuss advanced features now include the new functionalities added to Pyomo since the first edition including generalized disjunctive programming, mathematical programming with equilibrium constraints, and bilevel programming. 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.

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Page Count

280

Publisher

Springer

Published Date

ISBN 10

3319588214

ISBN 13

9783319588216

Pyomo — Optimization Modeling in Python

By: Michael L. Bynum,Gabriel A. Hackebeil,William E. Hart,Carl D. Laird,Bethany L. Nicholson,John D. Siirola,Jean-Paul Watson,David L. Woodruff

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Pyomo — Optimization Modeling in Python

By: Michael L. Bynum,Gabriel A. Hackebeil,William E. Hart,Carl D. Laird,Bethany L. Nicholson,John D. Siirola,Jean-Paul Watson,David L. Woodruff

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. Using many examples to illustrate the different techniques useful for formulating models, this text beautifully elucidates the breadth of modeling capabilities that are supported by Pyomo and its handling of complex real-world applications. In the third edition, much of the material has been reorganized, new examples have been added, and a new chapter has been added describing how modelers can improve the performance of their models. The authors have also modified their recommended method for importing Pyomo. A big change in this edition is the emphasis of concrete models, which provide fewer restrictions on the specification and use of Pyomo models. 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.

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Page Count

225

Publisher

Springer Nature

Published Date

ISBN 10

303068928X

ISBN 13

9783030689285