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A robust controller design method for feedback substitution schemes using genetic algorithms

机译:基于遗传算法的反馈替代方案的鲁棒控制器设计方法

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摘要

Controllers for feedback substitution schemes demonstrate a trade-off between noise power gain and normalized response time. Using as an example the design of a controller for a radiometric transduction process subjected to arbitrary noise power gain and robustness constraints, a Pareto-front of optimal controller solutions fulfilling a range of time-domain design objectives can be derived. In this work, we consider designs using a loop shaping design procedure (LSDP). The approach uses linear matrix inequalities to specify a range of objectives and a genetic algorithm (GA) to perform a multi-objective optimization for the controller weights (MOGA). A clonal selection algorithm is used to further provide a directed search of the GA towards the Pareto front. We demonstrate that with the proposed methodology, it is possible to design higher order controllers with superior performance in terms of response time, noise power gain and robustness.
机译:反馈替代方案的控制器证明了噪声功率增益与归一化响应时间之间的权衡。以用于经受任意噪声功率增益和鲁棒性约束的辐射转导过程的控制器的设计为例,可以得出满足一系列时域设计目标的最优控制器解决方案的Pareto前沿。在这项工作中,我们考虑使用环路整形设计程序(LSDP)进行设计。该方法使用线性矩阵不等式指定目标范围,并使用遗传算法(GA)对控制器权重(MOGA)执行多目标优化。使用克隆选择算法进一步向GA提供针对Pareto前沿的定向搜索。我们证明,利用所提出的方法,可以设计出响应时间,噪声功率增益和鲁棒性更高的高性能高阶控制器。

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