首页> 外文期刊>International Journal of Robotics & Automation >WEIGHT OPTIMIZATION AND STRUCTURE-SPECIFIED ROBUST H_∞ LOOP-SHAPING CONTROL OF A PNEUMATIC SERVO SYSTEM USING GENETIC ALGORITHM
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WEIGHT OPTIMIZATION AND STRUCTURE-SPECIFIED ROBUST H_∞ LOOP-SHAPING CONTROL OF A PNEUMATIC SERVO SYSTEM USING GENETIC ALGORITHM

机译:基于遗传算法的气动伺服系统的重量优化和结构鲁棒H_∞鲁棒形状控制

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摘要

H_∞ loop-shaping (HLS) is a feasible method for designing a robust controller; however, the controller designed by this method is usually complicated with high order. To overcome this problem, we propose a new design technique, weight selection and structure-specified HLS control using genetic algorithms (GAs), to design a robust controller. In the proposed technique, both the performance weight and structures-specified robust loop-shaping controller-are simultaneously determined by GA. The performance and robust stability conditions of the designed system satisfying the HLS are formulated as the objective function in the optimization problem. The designed controller contains simple structure with lower order and still retains the robustness and performance specification. As shown in the simulation results, the robustness and performance of the proposed controller are almost identical to those of the controller designed by HLS method and the proposed technique leads to performance comparable to that of the reduced-order controller. Experiments on the pneumatic actuators of a pneumatically actuated robot are performed to verify the effectiveness of the proposed technique.
机译:H_∞环路整形(HLS)是设计鲁棒控制器的可行方法。然而,用这种方法设计的控制器通常复杂且高阶。为了克服这个问题,我们提出了一种新的设计技术,即使用遗传算法(GA)进行重量选择和结构指定的HLS控制,以设计一种鲁棒的控制器。在提出的技术中,性能权重和结构指定的鲁棒环路整形控制器都由GA同时确定。将满足HLS的设计系统的性能和鲁棒稳定性条件公式化为优化问题中的目标函数。设计的控制器具有低阶的简单结构,并且仍然保留了鲁棒性和性能指标。如仿真结果所示,所提出的控制器的鲁棒性和性能几乎与通过HLS方法设计的控制器的鲁棒性和性能相同,所提出的技术所产生的性能可与降序控制器相媲美。对气动机器人的气动执行器进行了实验,以验证所提出技术的有效性。

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