Numerical error bound of optimal control for homogeneous linear systems

IF 1.2 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Archives of Control Sciences Pub Date : 2023-07-20 DOI:10.24425/acs.2019.129385
Adnan Daraghmeh, N. Qatanani
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引用次数: 1

Abstract

In this article we focus on the balanced truncation linear quadratic regulator (LQR) with constrained states and inputs. For closed-loop, we want to use the LQR to find an optimal control that minimizes the objective function which called “the quadratic cost function” with respect to the constraints on the states and the control input. In order to do that we have used formal asymptotes for the Pontryagin maximum principle (PMP) and we introduce an approach using the so called The Hamiltonian Function and the underlying algebraic Riccati equation. The theoretical results are validated numerically to show that the model order reduction based on open-loop balancing can also give good closed-loop performance.
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齐次线性系统最优控制的数值误差界
本文主要研究具有约束状态和约束输入的平衡截断线性二次型调节器(LQR)。对于闭环,我们希望使用LQR找到一个最优控制,使目标函数(称为“二次代价函数”)在状态和控制输入的约束下最小化。为了做到这一点,我们使用了庞特里亚金极大原理(PMP)的正式渐近线,并引入了一种使用所谓的哈密顿函数和基础代数里卡第方程的方法。数值验证了理论结果,表明基于开环平衡的模型降阶也能获得良好的闭环性能。
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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来源期刊
Archives of Control Sciences
Archives of Control Sciences Mathematics-Modeling and Simulation
CiteScore
2.40
自引率
33.30%
发文量
0
审稿时长
14 weeks
期刊介绍: Archives of Control Sciences welcomes for consideration papers on topics of significance in broadly understood control science and related areas, including: basic control theory, optimal control, optimization methods, control of complex systems, mathematical modeling of dynamic and control systems, expert and decision support systems and diverse methods of knowledge modelling and representing uncertainty (by stochastic, set-valued, fuzzy or rough set methods, etc.), robotics and flexible manufacturing systems. Related areas that are covered include information technology, parallel and distributed computations, neural networks and mathematical biomedicine, mathematical economics, applied game theory, financial engineering, business informatics and other similar fields.
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