Pyomo - Optimization Modeling in Python (BOK)

William E. Hart, Carl Laird, Jean-Paul Watson, David L. Woodruff

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This book provides a complete and comprehensive reference/guide to Pyomo (Python Optimization Modeling Objects) for both beginning and advanced modelers, including students at the undergraduate and graduate levels, academic researchers, and practitioners. The text illustrates the breadth of the modeling and analysis capabilities that are supported by the software and support of complex real-world applications. Pyomo is an open source software package for formulating and solving large-scale optimization and operations research problems. The text begins with a tutorial on simple linear and integer programming models. A detailed reference of Pyomo's modeling components is illustrated with extensive examples, including a discussion of how to load data from data sources like spreadsheets and databases. Chapters describing advanced modeling capabilities for nonlinear and stochastic optimization are also included. The Pyomo software provides familiar modeling features within Python, a powerful 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 software supports a different modeling approach than commercial AML (Algebraic Modeling Languages) tools, and is designed for flexibility, extensibility, portability, and maintainability but also maintains the central ideas in modern AMLs.


Språk Engelsk Engelsk Innbinding Innbundet
Utgitt 2012 Forfatter Carl Laird, David L. Woodruff, Jean-Paul Watson, William E. Hart
ISBN 9781461432258
Antall sider 256 Dimensjoner 15,5cm x 23,5cm x 2cm
Vekt 549 gram Leverandør Bertram Trading Ltd
Emner og form 3D graphics & modelling, Numerical analysis, Maths for computer scientists, Mathematical & statistical software, Operational research, Optimization