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Multi-parametric disaggregation technique for global optimization of polynomial programming problems

机译:用于多项式规划问题全局优化的多参数分解技术

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摘要

This paper discusses a power-based transformation technique that is especially useful when solving polynomial optimization problems, frequently occurring in science and engineering. The polynomial nonlinear problem is primarily transformed into a suitable reformulated problem containing new sets of discrete and continuous variables. By applying a term-wise disaggregation scheme combined with multi-parametric elements, an upper/lower bounding mixed-integer linear program can be derived for minimization/maximization problems. It can then be solved to global optimality through standard methods, with the original problem being approximated to a certain precision level, which can be as tight as desired. Furthermore, this technique can also be applied to signomial problems with rational exponents, after a few effortless algebraic transformations. Numerical examples taken from the literature are used to illustrate the effectiveness of the proposed approach.
机译:本文讨论了一种基于幂的变换技术,该技术在解决科学和工程中经常出现的多项式优化问题时特别有用。多项式非线性问题首先被转换为包含新的离散和连续变量集的合适的重构问题。通过应用结合多参数元素的按词项分解方案,可以导出上/下界混合整数线性程序,以解决最小化/最大化问题。然后可以通过标准方法将其求解为全局最优值,将原始问题近似为某个精度水平,该精度可以根据需要严格。此外,经过几次轻松的代数变换,该技术也可以应用于有理指数的公称问题。从文献中获得的数值示例用于说明所提出方法的有效性。

著录项

  • 来源
    《Journal of Global Optimization》 |2013年第2期|227-251|共25页
  • 作者单位

    Laboratorio National de Energia e Geologia, Unidade de Modelacao e Optimizacao de Sistemas Energeticos, 1649-038, Lisboa, Portugal,Departamento de Engenharia Quimica e Biologica, Instituto Superior Tecnico, 1049-001, Lisboa, Portugal;

    Laboratorio National de Energia e Geologia, Unidade de Modelacao e Optimizacao de Sistemas Energeticos, 1649-038, Lisboa, Portugal;

    Departamento de Engenharia Quimica e Biologica, Instituto Superior Tecnico, 1049-001, Lisboa, Portugal;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    polynomial; signomial; optimization; mixed-integer linear programming; parameterization;

    机译:多项式信号的优化;混合整数线性规划;参数化;
  • 入库时间 2022-08-18 03:02:21

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