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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变参数PID控制器研究

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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:对于一类典型的时变大时滞非线性设备,传统的PID控制器无法保证精确的控制,而遗传算法(GA)往往会陷入局部最优。为了克服传统免疫算法的不足,本文通过分析电阻炉的特性,旨在改进抗体适用性,预期繁殖概率和选择概率等几个特殊公式。基于具有精英保留和精英交叉策略(AIAE)的改进人工免疫算法,提出了一种变参量PID控制器。仿真结果表明,与常规变参数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控制器具有精度高,稳定性强,稳定性强等优点。更高的鲁棒性。

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