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Optimal PID controller design in PMSM based on Improved Genetic Algorithm

机译:基于改进遗传算法的永磁同步电机最优PID控制器设计

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A novel PID controller design method based on Improved Genetic Algorithm is proposed in the paper for PMSM Servo system. By using real-coded chromosomes scheme, and strategies of protecting the best individual, accepting immigrations, as well as employing adaptive crossover and mutation operators, meanwhile, choose output-overshoot, rise time and steady error of the system as the fitness function to weight the system performance. The global searching ability and the convergence speed of the IGA are significantly improved, and the performance of the PID controller is optimized to satisfaction. Experiment results show that the novel PID controller design method can achieve a faster Motor response, better traceability and markedly improved control results.
机译:提出了一种基于改进遗传算法的永磁同步电机伺服系统PID控制器设计新方法。通过使用实数编码的染色体方案,保护最佳个体,接受移民的策略以及采用自适应交叉和变异算子,同时选择系统的输出超调,上升时间和稳态误差作为权重的适应度函数系统性能。大大提高了IGA的全局搜索能力和收敛速度,并优化了PID控制器的性能以满足要求。实验结果表明,新颖的PID控制器设计方法可以实现更快的电机响应,更好的可追溯性和明显改善的控制效果。

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