基于粒子群优化的电气自动节能控制器设计Design of electric automatic energy saving controller based on particle swarm optimization
陈炎,王锡淮,肖健梅
摘要(Abstract)：
针对目前电气自动控制器自动进行数据调试的能源消耗量大、待机状态控制效果差等问题,提出基于粒子群优化的电气自动节能控制器。该设计选用SYU-213型号的节能控制器,硬件上对自动控制器进行了优化设计,保证各种状态的有效切换。在软件设计中引入粒子群优化下的卡尔曼算法,能够在不同状态下进行快速的能源降耗。实验结果表明,所设计的基于粒子群优化的电气自动节能控制器可以有效降低电气自动控制的能耗,且在待机状态下仍可进行节能控制。
关键词(KeyWords)： 粒子群优化;电气自动控制;节能控制器;待机状态;卡尔曼算法;状态切换
基金项目(Foundation):
作者(Author): 陈炎,王锡淮,肖健梅
DOI: 10.16652/j.issn.1004-373x.2018.02.017
参考文献(References)：
- [1]赵华东,宋保业,张建胜,等.基于粒子群优化算法的分数阶PID控制器设计[J].山东科技大学学报(自然科学版),2017,36(4):60-65.ZHAO Huadong,SONG Baoye,ZHANG Jiansheng,et al.Fractional-order PID controller design based on PSO algorithm[J].Journal of Shandong University of Science and Technology(Natural Science),2017,36(4):60-65.
- [2]张民,应巧萍.应用粒子群优化的导弹定结构H∞控制器设计[J].哈尔滨工业大学学报,2016,48(10):83-90.ZHANG Min,YING Qiaoping.Fixed-structure H∞controller design for missile autopilot with particle swarm optimization[J].Journal of Harbin Institute of Technology,2016,48(10):83-90.
- [3]JR I F,PERC M,LJUBI?K,et al.Particle swarm optimization for automatic creation of complex graphic characters[J].Chaos solitons&fractals the interdisciplinary journal of nonlinear science&nonequilibrium&complex phenomena,2015,73(4):29-35.
- [4]张民,陈亮,陈欣.基于简便约束粒子群优化算法的空空导弹μ-PID控制器设计[J].兵工学报,2017,38(1):89-96.ZHANG Min,CHEN Liang,CHEN Xin.A simple constrained PSO algorithm and its application inμ-PID controller design for missile autopilot[J].Acta armamentarii,2017,38(1):89-96.
- [5]SINGH V,ELAMVAZUTHI I,JEOTI V,et al.Automatic ultrasound image segmentation framework based on Darwinian particle swarm optimization[C]//Proceedings of the 18th Asia Pacific Symposium on Intelligent and Evolutionary Systems.[S.l.:s.n.],2015:225-236.
- [6]赵丹,张九根,黄艺新,等.改进粒子群算法在空调冷冻水系统的控制研究[J].科技通报,2016,32(7):117-120.ZHAO Dan,ZHANG Jiugen,HUANG Yixin,et al.Research of air-conditioning chilled water system control based on improved PSO[J].Bulletin of science and technology,2016,32(7):117-120.
- [7]杨婷婷,李爱军.基于免疫粒子群优化的反演超机动飞行控制律[J].西北工业大学学报,2015(3):500-505.YANG Tingting,LI Aijun.A super maneuver backstepping flight control law design based on immune particle swarm optimization method[J].Journal of Northwestern Polytechnical University,2015(3):500-505.
- [8]BABU V R,MAITY T,BURMAN S.Energy saving possibilities of mine ventilation fan using particle swarm optimization[C]//International Conference on Electrical,Electronics,and Optimization Techniques.Chennai:IEEE,2016:676-681.
- [9]FERNáNDEZ-RODRíGUEZ A,FERNáNDEZ-CARDADOR A,CUCALA A P,et al.Design of robust and energy-efficient ATO speed profiles of metropolitan lines considering train load variations and delays[J].IEEE transactions on intelligent transportation systems,2015,16(4):2061-2071.
- [10]GOZDE H,TAPLAMACIOGLU M C,ARI M.Automatic voltage regulator(AVR)design with chaotic particle swarm optimization[C]//International Conference on Electronics,Computers and Artificial Intelligence.Bucharest:IEEE,2015:23-26.