计算机应用与软件Issue(8):102-105,113,5.DOI:10.3969/j.issn.1000-386x.2015.08.024
基于 Lbest PSO和 NNs的电液伺服系统输出力 PID控制研究
RESEARCH ON PID CONTROL FOR OUTPUT FORCE OF ELECTRO-HYDRAULIC SERVO SYSTEM BASED ON LBEST PSO AND NNS
邓文佶1
作者信息
- 1. 上海良友 集团 有限公司 上海 200122
- 折叠
摘要
Abstract
In order to realise stable control on the output force of electro-hydraulic servo system, by combining the local best particle swarm optimisation ( Lbest PSO) with neural network model, we proposed a design method for PID controller.This method couples the neural networks ( NNs) model and PID controller and gets the NNs-based parameters tuning structure of PID controller.Then it uses the Lbest PSO to determine the weight of NNs, so that obtains the best PID control algorithm which is based on both Lbest PSO and NNs.Finally, we applied the proposed PID control algorithm in controlling the virtual electro-hydraulic servo loading system and made simulation experiment as well.Simulation results showed that the output force of electro-hydraulic servo system controlled by the proposed PID controller smoothly converged to the given force, so that the controller did improve the stability of the system.关键词
PID控制器/电液伺服系统/神经网络/局部最优粒子群优化算法Key words
PID controller/Electro-hydraulic servo system/NNs/Lbest PSO分类
信息技术与安全科学引用本文复制引用
邓文佶..基于 Lbest PSO和 NNs的电液伺服系统输出力 PID控制研究[J].计算机应用与软件,2015,(8):102-105,113,5.