基于粒子群优化算法对离散PID控制器参数的优化研究
Research on Parameter Optimization of Discrete PID Controller Based on Particle Swarm Optimization Algorithm
摘要: 针对已有的控制对象,如何设计控制性能良好的离散PID控制器,即如何找到一组最合适的离散PID控制器参数在工业实际控制中具有很高的实用价值。论文采用粒子群优化算法,在二次型性能指标下对离散PID控制器的控制参数进行优化并给出了优化结果。通过仿真研究与分析,采用粒子群优化算法可得到PID控制器的最优参数,且在二次型性能指标下控制效果明显。
Abstract:
In view of the existing control objects, how to design the discrete PID controller with good control performance, that is, how to find a group of most suitable discrete PID controller parameters has become very important. In this paper, the particle swarm optimization algorithm is used to opti-mize the control parameters of the discrete PID controller under the quadratic performance index, and the optimization results are given. Through simulation research and analysis, the optimal pa-rameters of PID controller can be obtained by using particle swarm optimization algorithm, and the control effect is better under the quadratic performance index.
参考文献
|
[1]
|
刘建昌, 关守平, 周玮, 等. 计算机控制系统[M]. 北京, 科学出版社, 2009.
|
|
[2]
|
于海生, 等. 微型计算机控制技术[M]. 北京: 清华大学出版社, 2004.
|
|
[3]
|
Kennedy, J. and Eberhart, R.C. (1995) Particle Swarm Optimization. Proceedings of IEEE International Conference on Neural Networks, Perth, 27 November-1 December 1995, 1942-1948.
|
|
[4]
|
Kennedy, J.F., Eberhart, R.C. and Shi, Y. (2001) Swarm Intelligence. Morgan Kaufmann Publications, San Francisco, CA. [Google Scholar] [CrossRef]
|
|
[5]
|
张天佳, 杨永胜. 基于并行结构的多种群粒子群优化算法[J]. 传感器与微系统, 2020, 39(9): 119-121.
|
|
[6]
|
代诗强. 基于自整定分数阶PI~λD~μ的原子力显微镜运动控制研究[D]: [硕士学位论文]. 成都: 电子科技大学, 2020.
|
|
[7]
|
杜学武, 张明新, 沙广涛, 伍秋玉. 基于改进蝙蝠算法的模糊PID规则优化研究[J]. 计算机工程, 2020, 46(8): 305-312.
|
|
[8]
|
刘逸. 粒子群优化算法的改进及应用研究[D]: [博士学位论文]. 西安: 西安电子科技大学, 2013.
|
|
[9]
|
王伟, 于军琪. 基于单纯形法的最优PID控制器设计[J]. 装备制造技术, 2009(6): 77-78.
|
|
[10]
|
The MathWorks Inc. (2010) Simulink Design Optimization User’s Guide.
|
|
[11]
|
杨华龙, 陆婷, 辛禹辰. 基于改进粒子群算法的异质车队二级IRP优化[J/OL]. 计算机工程与应用, 1-10.
http://kns.cnki.net/kcms/detail/11.2127.TP.20200826.1525.008.html, 2020-10-02.
|
|
[12]
|
Shenbagalakshmi, R., Vijaya-lakshmi, S. and Geetha, K. (2020) Design and Analysis of Discrete PID Controller for Luo Converter. International Journal of Power Electronics, 11, 283. [Google Scholar] [CrossRef]
|