Parameter estimation of fuzzy sliding mode controller for hydraulic turbine regulating system based on HICA algorithm

被引:30
作者
Chen, Zhihuan [1 ,2 ]
Yuan, Xiaohui [1 ,3 ]
Yuan, Yanbin [4 ]
Lei, Xiaohui [5 ]
Zhang, Binqiao [3 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Hubei, Peoples R China
[2] Wuhan Univ Sci & Technol, Minist Educ, Engn Res Ctr Met Automat & Measurement Technol, Wuhan 430081, Hubei, Peoples R China
[3] China Three Gorges Univ, Hubei Prov Key Lab Operat & Control Cascaded Hydr, Yichang 443002, Peoples R China
[4] Wuhan Univ Technol, Sch Resource & Environm Engn, Wuhan 430070, Hubei, Peoples R China
[5] China Inst Water Resources & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China
基金
中国国家自然科学基金;
关键词
Imperialist competitive algorithm; Sliding mode controller; Fuzzy logic; Hydraulic turbine regulating system; Conduit system; MIXED-FLOW PUMP; PID GAINS; POWER; DESIGN; PERFORMANCE; PREDICTION; PLANT;
D O I
10.1016/j.renene.2018.10.061
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Global hydropower growth continues to increase with a relative higher rate of total installed capacity in just last 10 years. This expansion means that it is increasingly important to make a further research with respect to various hydropower stations. As the core of hydropower stations, hydraulic turbine regulating system (HTRS) attracts many attentions. In essence, HTRS is a complex nonlinear system that governs the frequency and the electrical power output of hydroelectric unit. The design of the control laws for the HTRS is an important and difficult task. In this study, a hybrid imperialist competitive algorithm (HICA) for the dynamic model of HTRS system is proposed and applied to estimate the parameters of fuzzy sliding mode controller (FSMC). In the proposed approach, sliding mode controller (SMC) is regarded as a robust control technique to the external uncertain load disturbances and fuzzy logic rule provides a better proportional gain and reduces the inherent chattering effect of the SMC controller. The HICA is developed to search optimal values of the control law and the membership functions of fuzzy logic rules. Simulations are carried out to verify the effectiveness of proposed approach, where the results show that compared with parallel PID controller and conventional SMC controller, the designed FSMC controller performs much better in terms of system performance and chattering reduction. Also, the results certify the superiority of the HICA algorithm in estimating the parameters for the proposed controller of HTRS in comparison to other classical evolutionary algorithms, where HICA reduces the value of the objective function by 3.28%, 5.33% and 9.69% compared with ICA, BSA, and PSO under unload condition, and HICA reduces the value of the objective function by 3.69%, 4.01% and 10.70% compared with ICA, BSA, and PSO under load condition. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:551 / 565
页数:15
相关论文
共 36 条
[1]   EXPLICA: An Explorative Imperialist Competitive Algorithm based on the notion of Explorers with an expansive retention policy [J].
Ardeh, Mazhar Ansari ;
Menhaj, Mohammad Bagher ;
Esmailian, Ehsan ;
Zandhessami, Hessam .
APPLIED SOFT COMPUTING, 2017, 54 :74-92
[2]  
Atashpaz-Gargari E, 2007, IEEE C EVOL COMPUTAT, P4661, DOI 10.1109/cec.2007.4425083
[3]   Nonlinear dynamical analysis of hydro-turbine governing system with a surge tank [J].
Chen, Diyi ;
Ding, Cong ;
Ma, Xiaoyi ;
Yuan, Pu ;
Ba, Duoduo .
APPLIED MATHEMATICAL MODELLING, 2013, 37 (14-15) :7611-7623
[4]   Parameter Identification of Chaotic and Hyper-Chaotic Systems Using Synchronization-Based Parameter Observer [J].
Chen, Zhihuan ;
Yuan, Xiaohui ;
Yuan, Yanbin ;
Iu, Herbert Ho-Ching ;
Fernando, Tyrone .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2016, 63 (09) :1464-1475
[5]   Application of multi-objective controller to optimal tuning of PID gains for a hydraulic turbine regulating system using adaptive grid particle swam optimization [J].
Chen, Zhihuan ;
Yuan, Yanbin ;
Yuan, Xiaohui ;
Huang, Yuehua ;
Li, Xianshan ;
Li, Wenwu .
ISA TRANSACTIONS, 2015, 56 :173-187
[6]   Design of a fractional order PID controller for hydraulic turbine regulating system using chaotic non-dominated sorting genetic algorithm II [J].
Chen, Zhihuan ;
Yuan, Xiaohui ;
Ji, Bin ;
Wang, Pengtao ;
Tian, Hao .
ENERGY CONVERSION AND MANAGEMENT, 2014, 84 :390-404
[7]  
Ding X, 2012, ASME 5 ANN DYN SYST, V45318, P653
[8]  
Ding X., 2011, ASME 2011 DYN SYST C, P597
[9]   Application of an improved PSO algorithm to optimal tuning of PID gains for water turbine governor [J].
Fang, Hongqing ;
Chen, Long ;
Shen, Zuyi .
ENERGY CONVERSION AND MANAGEMENT, 2011, 52 (04) :1763-1770
[10]  
Fang Yang, 2010, 2010 8th IEEE International Conference on Control and Automation (ICCA 2010), P1372, DOI 10.1109/ICCA.2010.5524221