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Model reduction with time delay combining the least-squares method with the genetic algorithm

机译:最小二乘法与遗传算法相结合的带时延的模型简化

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摘要

The paper proposes a novel method of model reduction with time delay for single-input, single-output systems combining the linear least-squares (LS) method with the genetic algorithm (GA). The denominator parameters and time delay of the reduced-order model are coded into binary bit strings and searched by the GA, while the numerator parameters are calculated by the LS method for each of candidates of the denominator parameters and time delay. Thus, all the best parameters and time delay of the reduced-order model can be obtained by repeating genetic operations of strings. The performance of the proposed method is shown by two numerical examples.
机译:提出了一种将线性最小二乘(LS)方法和遗传算法(GA)相结合的单输入单输出系统的带时延模型简化方法。降阶模型的分母参数和时间延迟被编码为二进制位串并由GA搜索,而分子参数通过LS方法计算出分母参数和时间延迟的每个候选者。因此,可以通过重复弦的遗传操作来获得所有最佳参数和降阶模型的时间延迟。通过两个数值示例说明了该方法的性能。

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