圖書標籤: python 優化 數據分析 數據科學
发表于2024-12-24
Pyomo - Optimization Modeling in Python pdf epub mobi txt 電子書 下載 2024
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.
很易讀,能幫助快速上手建模。但內容的豐富程度、深度不足以支撐它成為一本精裝書,稍微復雜點的場景就需要去查官方文檔。個人認為至少應該再多介紹一些常見solver。目前僅簡略講到ipopt、neos,起碼應該介紹到coin-or相關solver。另外,AMPL接口、solver選項傳入等等也沒有涉及。
評分很易讀,能幫助快速上手建模。但內容的豐富程度、深度不足以支撐它成為一本精裝書,稍微復雜點的場景就需要去查官方文檔。個人認為至少應該再多介紹一些常見solver。目前僅簡略講到ipopt、neos,起碼應該介紹到coin-or相關solver。另外,AMPL接口、solver選項傳入等等也沒有涉及。
評分很易讀,能幫助快速上手建模。但內容的豐富程度、深度不足以支撐它成為一本精裝書,稍微復雜點的場景就需要去查官方文檔。個人認為至少應該再多介紹一些常見solver。目前僅簡略講到ipopt、neos,起碼應該介紹到coin-or相關solver。另外,AMPL接口、solver選項傳入等等也沒有涉及。
評分很易讀,能幫助快速上手建模。但內容的豐富程度、深度不足以支撐它成為一本精裝書,稍微復雜點的場景就需要去查官方文檔。個人認為至少應該再多介紹一些常見solver。目前僅簡略講到ipopt、neos,起碼應該介紹到coin-or相關solver。另外,AMPL接口、solver選項傳入等等也沒有涉及。
評分很易讀,能幫助快速上手建模。但內容的豐富程度、深度不足以支撐它成為一本精裝書,稍微復雜點的場景就需要去查官方文檔。個人認為至少應該再多介紹一些常見solver。目前僅簡略講到ipopt、neos,起碼應該介紹到coin-or相關solver。另外,AMPL接口、solver選項傳入等等也沒有涉及。
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Pyomo - Optimization Modeling in Python pdf epub mobi txt 電子書 下載 2024