Performance Analysis of MPC for MIMO System in Presence of Hard Constraints

S. Aslam, Yousaf Bukhari, Sundas Hannan, Fawad Nawaz, Faisal Haider, M. Batool
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引用次数: 4

Abstract

MPC is an optimization control technique and it handles the constraints effectively in comparison to any other classical control technique. However, MPC is famous for slow dynamic SISO systems. In this research work, MPC performance is analyzed for a fast-dynamic MIMO system i-e rotors of quad copter to demonstrate the Roll, Pitch and Yaw movements in the presence of hard constraints. The simulations are done by first developing the system model of DC motor and then simulating it in Simulink. The results are presented for both SISO and MIMO systems at different set-points both in the absence and presence of hard constraints. The results have shown that MPC effectively regulates' the fast-dynamic MIMO system without violating the constraints.
存在硬约束的MIMO系统MPC性能分析
MPC是一种优化控制技术,与其他经典控制技术相比,它能有效地处理约束。然而,MPC以慢动态SISO系统而闻名。在本研究中,分析了四旋翼快速动态多输入多输出系统的MPC性能,以演示存在硬约束条件下的滚转、俯仰和偏航运动。首先建立直流电机的系统模型,然后在Simulink中进行仿真。在没有硬约束和存在硬约束的情况下,给出了不同设定点下的SISO和MIMO系统的结果。结果表明,MPC在不违反约束条件的情况下有效地调节了快动态MIMO系统。
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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