电工技术学报  2016, Vol. 31 Issue (19): 106-114    DOI:
电力电子与电力传动 |
基于NSGA-Ⅱ算法的ECPT系统PID参数寻优及输出稳压控制
苏玉刚1,陈苓芷1,唐春森1,马浚豪1,呼爱国2
1.重庆大学自动化学院 重庆 400030;
2.奥克兰大学电子与计算机工程系 奥克兰 1010
Evolutionary Multi-Objective Optimization of PID Parameters for Output Voltage Regulation in ECPT System Based on NSGA-Ⅱ
Su Yugang1, Chen Lingzhi1, Tang Chunsen1, Ma Junhao1, Hu Aiguo2
1.Automation College of Chongqing University Chongqing 400030 China;
2.Department of Engineering the University of Auckland Auckland 1010 New Zealand
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摘要 

针对电场耦合型无线电能传输(ECPT)系统阶数高、非线性、对系统参数变化敏感导致其输出电压质量下降、系统不稳定等问题,提出一种最优控制器设计方法。该方法首先建立系统广义状态空间平均(GSSA)模型,并基于此模型,利用多目标多约束遗传算法(NSGA-II)对PID控制参数进行自动寻优,有效解决了高阶系统PID控制器最优参数难以设计的难题,改善了闭环系统的上升时间、稳态误差以及对变化参数的鲁棒性能,并将超调限定在一定范围内,提升系统的稳定性。仿真和实验结果验证了GSSA模型的准确性以及在此模型上利用NSGA-II算法进行控制参数寻优的有效性。

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苏玉刚
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关键词 无线电能传输电场耦合参数寻优广义状态空间平均模型PID控制    
Abstract

Several issues including output voltage distortion and system instability might be caused by the high-order resonant networks,nonlinearity,and parameter-sensitivity in electrical-field coupled power transfer(ECPT) systems.An optimal controller design method is proposed in order to overcome these problems.A generalized state space averaging(GSSA) model is built to approximate the ECPT system firstly.Basing on this model,an evolutionary optimization framework is utilized to search for the optimal controllers automatically with the evolutionary multi-objective algorithm NSGA-II.As the results,the difficulty of designing a proportion-integration-differentiation(PID) controller of a high-order systems is solved effectively.And the system performance,indicated by rise time,steady state error,and robustness of the system,are optimized.Meanwhile,the system overshoot is limited within an acceptable range and the stability of the system is improved.At last,the simulation and experiments verify the accuracy of the GSSA model and the validity of the utilized NSGA-II optimization method.

Key wordsWireless power transfer    electrical-field coupled    parameter optimization    generalized state space averaging (GSSA) model    PID control   
收稿日期: 2015-06-10      出版日期: 2016-11-02
PACS: TM724  
基金资助:

国家自然科学基金资助项目(51477020)。

作者简介: 苏玉刚 男,1962年生,博士,教授,研究方向为无线电能传输技术、电力电子技术、控制理论应用与自动化系统集成。E-mail:420888970@qq.com(通信作者)陈苓芷 女,1991年生,硕士研究生,研究方向为电力电子技术和无线电能传输技术。E-mail:368729089@qq.com
引用本文:   
苏玉刚,陈苓芷,唐春森,马浚豪,呼爱国. 基于NSGA-Ⅱ算法的ECPT系统PID参数寻优及输出稳压控制[J]. 电工技术学报, 2016, 31(19): 106-114. Su Yugang, Chen Lingzhi, Tang Chunsen, Ma Junhao, Hu Aiguo. Evolutionary Multi-Objective Optimization of PID Parameters for Output Voltage Regulation in ECPT System Based on NSGA-Ⅱ. Transactions of China Electrotechnical Society, 2016, 31(19): 106-114.
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https://dgjsxb.ces-transaction.com/CN/Y2016/V31/I19/106