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A Fixed Time Convergent Dynamical System to Solve Linear Programming

机译:求解线性规划的固定时间收敛动力系统

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摘要

The aim of this paper is to present a new dynamical system which solves linear programming. Its design is considered as a sliding mode control problem, where its structure is based on the Karush-Kuhn-Tucker optimality conditions, and its multipliers are the control inputs to be implemented by using fixed time stabilizing terms with vectorial structure, based on the unit control, instead of common terms used in other approaches. Thus, the main features of the proposed system are the fixed convergence time to the programming solution and the fixed parameters number despite of the optimization problem dimension. That is, there is a time independent to the initial conditions in which the system converges to the solution and, the proposed structure can be easily scaled from a small to a higher dimension problem. The applicability of the proposed scheme is tested on real-time optimization of an electrical Microgrid prototype.
机译:本文的目的是提出一种解决线性规划问题的新型动力学系统。它的设计被认为是滑模控制问题,其结构基于Karush-Kuhn-Tucker最优性条件,其乘数是通过使用基于矢量的固定时间稳定项和矢量结构来实现的控制输入。控制,而不是其他方法中使用的通用术语。因此,所提出的系统的主要特征是尽管解决了最优化问题,但对编程解决方案的收敛时间固定且参数数量固定。即,存在与系统收敛于解的初始条件无关的时间,并且所提出的结构可以容易地从小尺寸问题扩展到高尺寸问题。该方案的适用性在电气微电网原型的实时优化上进行了测试。

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