刘萍,李珂,王亚男,等. 基于遗传算法的绝热去磁制冷机中PID参数整定[J]. 真空与低温,2024,30(2):143−147. DOI: 10.12446/j.issn.1006-7086.2024.02.006
引用本文: 刘萍,李珂,王亚男,等. 基于遗传算法的绝热去磁制冷机中PID参数整定[J]. 真空与低温,2024,30(2):143−147. DOI: 10.12446/j.issn.1006-7086.2024.02.006
LIU P,LI K,WANG Y N,et al. Genetic algorithm-based PID parameter tuning for adiabatic demagnetization refrigeration[J]. Vacuum and Cryogenics,2024,30(2):143−147. DOI: 10.12446/j.issn.1006-7086.2024.02.006
Citation: LIU P,LI K,WANG Y N,et al. Genetic algorithm-based PID parameter tuning for adiabatic demagnetization refrigeration[J]. Vacuum and Cryogenics,2024,30(2):143−147. DOI: 10.12446/j.issn.1006-7086.2024.02.006

基于遗传算法的绝热去磁制冷机中PID参数整定

Genetic Algorithm-based PID Parameter Tuning for Adiabatic Demagnetization Refrigeration

  • 摘要: 在绝热去磁制冷系统中,PID控制器常用来控制等温磁化或等温去磁过程中磁热模块的温度稳定。由于ADR系统的非线性较强,传统的PID参数整定方法往往效果较差,实际ADR系统中PID的参数整定往往十分依赖于人工试错,耗费大量时间精力。而遗传算法在PID参数调试时对系统的依赖性小,非常适合复杂非线性系统的参数寻优。基于MATLAB语言和集总参数方法,实现了基于遗传算法的绝热去磁制冷机中GGG磁热模块的PID参数整定,为实际工程中的PID参数调节提供参考。

     

    Abstract: In Adiabatic Demagnetization Refrigerator (ADR), PID controllers are commonly used to control the temperature of the salt pill during isothermal magnetization or demagnetization processes. However, due to the strong nonlinearity of ADR systems, traditional PID parameter tuning methods are often ineffective. The practical tuning of PID parameters for ADR systems often relies heavily on trial and error, which is time-consuming and laborious. Genetic algorithms, on the other hand, have low system dependency when tuning PID parameters, which is very suitable for optimizing parameters in complex nonlinear systems. Based on MATLAB software and lumped-parameter approach, a genetic algorithm is applied to PID parameters tuning of GGG salt pill in ADR systems. The results have guiding significance for PID parameter tuning in practical application.

     

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