Discrete Time Predictive Control with Dual State System Around Unstable Origin Case Study

Chinmay Rajhans, Surender Kannaiyan, Sowmya Gupta
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Abstract

Fulfilling asymptotic stability of Model Predictive Control formulation is not an easy task. Concepts like terminal cost and terminal region are often required. Previously developed approaches provide lesser options for the terminal region computation. Current work presents an approach based on linear quadratic regulator with a explanatory case study. The approach involves finding solution in the steady state to Lyapunov equations and later simulating the discrete time con-troller. A standard dual state mathematically complex system is chosen for demonstration. Larger terminal regions assist in making some otherwise infeasible initial conditions feasible with prediction and control horizon length of 1. Area of terminal region computed using LQR based approach is approximately 9.5 times bigger than the area of the terminal region computed using the literature approach.
不稳定原点周围双状态系统的离散时间预测控制
实现模型预测控制公式的渐近稳定性并不是一件容易的事情。通常需要终端成本和终端区域等概念。以前开发的方法为终端区域计算提供了较少的选择。目前的工作提出了一种基于线性二次型调节器的方法,并给出了一个解释性的案例研究。该方法包括寻找稳态李雅普诺夫方程的解,然后模拟离散时间控制器。选择一个标准的双态数学复杂系统进行论证。较大的终端区域有助于使一些原本不可行的初始条件在预测和控制视界长度为1时变得可行。基于LQR的方法计算的终端区域面积约为文献方法计算的终端区域面积的9.5倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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