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bynum michael l.; hackebeil gabriel a.; hart william e.; laird carl d.; nicholson bethany l.; siirola john d.; watson jean-paul; woodruff david l. - pyomo — optimization modeling in python
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Pyomo — Optimization Modeling in Python

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 03/2021
Edizione: Third Edition 2021





Trama

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.





Sommario

1. Introduction.- Part I. An Introduction to Pyomo.- 2. Mathematical Modeling and Optimization.- 3. Pyomo Overview.- 4. Pyomo Models and Components: An Introduction.- 5. Scripting Custom Workflows.- 6. Interacting with Solvers.- Part II. Advanced Topics.- 7. Nonlinear Programming with Pyomo.- 8. Structured Modeling with Blocks.- 9. Performance: Model Construction and Solver Interfaces.- 10. Abstract Models and Their Solution.-  Part III. Modeling Extensions.- 11. Generalized Disjunctive Programming.- 12. Differential Algebraic Equations.- 13. Mathematical Programs with Equilibrium Constraints.- . A Brief Python Tutorial.- Bibliography.- Index.




Autore

William E. Hart, Carl D. Laird, Bethany L. Nicholson, John D. Siirola, and Michael L. Bynum are researchers affiliated with the Sandia National Laboratories in Albuquerque, New Mexico. Jean-Paul Watson is a researcher with the Lawrence Livermore Laboratory. David L. Woodruff is professor at the graduate school of management at the University of California, Davis. Gabriel Hackebeil is affiliated with Deepfield Nokia, Ann Arbor, MI. The 2019 INFORMS Computing Society prize was awarded to William E. Hart, Carl D. Laird, Jean-Paul Watson, David L. Woodruff, Gabriel A. Hackebeil, Bethany L. Nicholson and John Siirola for spearheading the creation and advancement of Pyomo, an open-source software package for modeling and solving mathematical programs in Python.










Altre Informazioni

ISBN:

9783030689278

Condizione: Nuovo
Collana: Springer Optimization and Its Applications
Dimensioni: 235 x 155 mm
Formato: Copertina rigida
Illustration Notes:XVII, 225 p. 12 illus., 5 illus. in color.
Pagine Arabe: 225
Pagine Romane: xvii


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