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PARTICLE SWARM OPTIMIZATION BASED FIXED-STRUCTURE H_∞ LOOP SHAPING CONTROL OF MIMO SYSTEM

机译:基于粒子群优化的MIMO系统固定结构H_∞环成形控制

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摘要

H_∞ loop shaping is a sensible method for designing a robust controller; however, the controller designed by conventional H_∞ loop shaping is complicated with a high order. It is not easy to implement this controller in practice. To overcome this problem, in this paper, a new design technique of a fixed-structure robust controller for MIMO system is proposed. The performance and robust stability conditions of the designed system satisfying the H_∞ loop shaping are formulated as the objective function in the optimization problem. Particle Swarm Optimization (PSO) method is adopted to solve this problem and to achieve the control parameters of the proposed controller. The performance and robustness of the designed controllers, centralized and decentralized PID controllers, are investigated in a MIMO system (a chemical process) in comparison with the conventional H_∞ loop shaping control. Simulation results show that the robustness and performance of the proposed centralized controller are almost identical to those of the controller designed by H_∞ loop shaping method. However, because of the complicated controller in the conventional design, the proposed approach offers a significant improvement in practical control viewpoints by simplifying the controller structure, reducing the controller order and still retaining the robust performance. Simulation results also demonstrate that the proposed approach is numerically efficient and leads to performance comparable to that of previously published methods.
机译:H_∞环路整形是设计鲁棒控制器的明智方法。然而,由传统的H_∞环路整形设计的控制器具有高阶复杂性。在实践中实现该控制器并不容易。为了克服这个问题,本文提出了一种用于MIMO系统的固定结构鲁棒控制器的新设计技术。将满足H_∞回路整形的设计系统的性能和鲁棒稳定性条件作为优化问题的目标函数。采用粒子群优化(PSO)方法解决了该问题并实现了所提出控制器的控制参数。与传统的H_∞回路整形控制相比,在MIMO系统(化学过程)中研究了设计的控制器(集中式和分散式PID控制器)的性能和鲁棒性。仿真结果表明,所提出的集中控制器的鲁棒性和性能与H_∞环路整形方法设计的控制器几乎相同。然而,由于常规设计中的控制器复杂,所提出的方法通过简化控制器结构,减少控制器阶数并仍保持鲁棒性能而在实际控制观点上提供了重大改进。仿真结果还表明,所提出的方法在数值上是有效的,并且其性能可与以前发布的方法相媲美。

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