Pyomo ― Optimization Modeling in Python (Springer Optimization and Its Applications)
暫譯: Pyomo ― 在 Python 中的最佳化建模 (Springer 最佳化及其應用)
William E. Hart
商品描述
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.
商品描述(中文翻譯)
這本書為初學者和進階模型設計者提供了完整且全面的 Pyomo(Python 優化建模物件)指南,包括本科生和研究生、學術研究人員以及實務工作者。書中使用許多範例來說明不同的技術,這些技術對於模型的制定非常有用,並且清楚闡明了 Pyomo 所支持的建模能力的廣度及其處理複雜現實應用的能力。本書的第二版擴展了 Pyomo 的建模能力的介紹,提供了更廣泛的軟體描述,使使用者能夠開發和優化模型。入門章節已進行修訂,以延伸教學;討論進階功能的章節現在包括自第一版以來新增的功能,包括廣義不相交規劃、具有平衡約束的數學規劃以及雙層規劃。
Pyomo 是一個開源軟體包,用於制定和解決大規模優化問題。該軟體擴展了現代 AML(代數建模語言)工具所支持的建模方法。Pyomo 是一個靈活、可擴展且可攜帶的 AML,嵌入於 Python 中,Python 是一種功能齊全的腳本語言。Python 是一種強大且動態的程式語言,具有非常清晰、可讀的語法和直觀的物件導向特性。Pyomo 包含用於定義稀疏集合、參數和變數的 Python 類,這些可以用來制定定義目標和約束的代數表達式。此外,Pyomo 可以從命令行介面和 Python 的互動命令環境中使用,這使得創建 Pyomo 模型、應用各種優化器以及檢查解決方案變得容易。