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A Convergent Approximation of the Pareto Optimal Set for Finite Horizon Multiobjective Optimal Control Problems (MOC) Using Viability Theory

机译:有限时域pareto最优集的收敛逼近   基于生存论的多目标最优控制问题(mOC)

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摘要

The objective of this paper is to provide a convergent numericalapproximation of the Pareto optimal set for finite-horizon multiobjectiveoptimal control problems for which the objective space is not necessarilyconvex. Our approach is based on Viability Theory. We first introduce theset-valued return function V and show that the epigraph of V is equal to theviability kernel of a properly chosen closed set for a properly chosendynamics. We then introduce an approximate set-valued return function withfinite set-values as the solution of a multiobjective dynamic programmingequation. The epigraph of this approximate set-valued return function is shownto be equal to the finite discrete viability kernel resulting from theconvergent numerical approximation of the viability kernel proposed in [4, 5].As a result, the epigraph of the approximate set-valued return functionconverges towards the epigraph of V. The approximate set-valued return functionfinally provides the proposed numerical approximation of the Pareto optimal setfor every initial time and state. Several numerical examples are provided.
机译:本文的目的是为目标空间不一定是凸的有限水平多目标最优控制问题提供帕累托最优集的收敛数值逼近。我们的方法基于生存力理论。我们首先介绍了集值返回函数V,并证明了V的题词等于对于适当选择的动力学而言,适当选择的封闭集合的生存力核。然后,我们引入具有有限设定值的近似设定值返回函数,作为多目标动态规划方程的解。结果表明,此近似设定值返回函数的题词等于[4,5]中提出的可行性核的收敛数值逼近所得的有限离散生存力内核。因此,近似设定值收益的题词函数收敛于V的题词。最后,近似设定值返回函数最终为每个初始时间和状态提供了拟议的Pareto最优集合的数值近似。提供了几个数值示例。

著录项

  • 作者

    Guigue, A.;

  • 作者单位
  • 年度 2012
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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