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Study on a Variable Arguments PID Controller Based on Improved Artificial Immune Algorithm

机译:基于改进人工免疫算法的可变参数PID控制器的研究

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For a class of typical nonlinear plant with time-varying large delay, the conventional PID controller cannot promise precise control, and the Genetic Algorithm(GA) tends to fall into local optimum. In order to overcome the shortage of the traditional immune algorithm, this paper, by analyzing the property of resistance furnace, aims to improve several special formulas, such as antibody fitness, expected reproduction probability and selected probability. Based on the improved Artificial Immune Algorithm with the elitism reservation and elitism crossover strategy(AIAE), a variable arguments PID controller is proposed. The simulation results show that, compared with the normal variable arguments PID controller and the variable arguments PID controller based on GA, the variable arguments PID controller based on AIAE has good performance and much practical value because of the advantages of higher precision, stronger stability and greater robustness.
机译:对于一类具有时变大延迟的典型非线性植物,传统的PID控制器不能承诺精确控制,并且遗传算法(GA)趋于下降到局部最佳状态。为了克服传统免疫算法的短缺,本文通过分析电阻炉的性质,旨在改善几种特殊公式,例如抗体适应性,预期的再生概率和所选概率。基于改进的人工免疫算法与精英预留和精英交叉策略(AIAE),提出了一种可变参数PID控制器。仿真结果表明,与普通变量参数PID控制器和基于GA的可变参数PID控制器相比,基于AIAE的可变参数PID控制器具有良好的性能和实用的价值,因为精度更高,稳定性更强,稳定性更强更高的鲁棒性。

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