|
|
|
| Predictive Control Based on Lexicographic MultiObjective Genetic Algorithm |
| ZHANG Qian1, ZHENG Tao2 |
| 1.School of Electronic Science and Technology, Anhui University, Hefei 230039 |
|
|
|
|
Abstract To solve lexicographic optimization problem, the fitness function with dynamic coefficients is introduced into multi-objective genetic algorithm. Then a multi-objective controller is built based on this genetic algorithm. Simulation results of Shell standard control problem illustrate the proposed algorithm is efficient and its performance is also investigated under uncertainty of gains or big disturbance.
|
|
Received: 13 September 2007
|
|
|
|
|
|
[1] Wu Mingguang, Qian Jixin. Multi-Objective and Layered Steady-State Optimization Method of Model Predictive Control. Journal of Chemical Industry and Engineering, 2005, 56(1): 105-109 (in Chinese)
(吴明光,钱积新.基于多目标分层的预测控制定态优化技术.化工学报, 2005, 56(1): 105-109)
[2] Zeng Feng, Gao Dongjie. Research and Application of Hybrid Systems Based on Mixed Logic Dynamic. Control Engineering of China, 2006, 13(1): 60-65 (in Chinese)
(曾 锋,高东杰.基于混合逻辑动态的混杂系统研究及应用.控制工程, 2006, 13(1): 60-65)
[3] Cong Songbo, Chen Bingzhen, Yuan Pu. Model Based Multivariable Coordinated Control. Journal of Chemical Industry and Engineering,1999, 50(1): 49-56 (in Chinese)
(丛松波,陈丙珍,袁 璞.一种基于模型的多变量协调控制技术.化工学报, 1999, 50(1): 49-56)
[4] Meadowcroft T A, Stephanopoules G, Brosilow C. The Modular Multivariable Controller I: Steady State Properties. AIChE Journal, 1992, 38(8): 1254-1278
[5]Cheng Haozhong, Gao Ciwei, Ma Zeliang, et al. The Lexicographically Stratified Method for Multi-Object Optimal Electric Power Network Planning. Proceeding of the Chinese Society of Electrical Engineering, 2003, 23(10): 11-16 (in Chinese)
(程浩忠,高赐威,马则良,等.多目标电网规划的分层最优化方法.中国电机工程学报, 2003, 23(10): 11-16)
[6] Zhang Qian,Zheng Tao,Wu Gang. A Stair-Like Modular Multivariable Model Algorithmic Controller. Computer Simulation, 2007, 24(9): 164-167 (in Chinese)
(张 倩,郑 涛,吴 刚.阶梯式模块多变量模型算法控制器研究.计算机仿真, 2007, 24(9): 164-167)
[7]Zheng Jinhua. Multiobjective Evolutionary Algorithms and Applications. Beijing, China: Science Press, 2007 (in Chinese)
(郑金华.多目标进化算法及应用.北京:科学出版社, 2007)
[8]Zhang Qiang, Li Shaoyuan. Constrained Generalized Predictive Control Using Genetic Algorithm. Journal of Shanghai Jiaotong University, 2004, 38(9): 1562-1566 (in Chinese)
(张 强,李少远.基于遗传算法的约束广义预测控制.上海交通大学学报, 2004, 38(9): 1562-1566)
[9]Li Minqiang, Kou Jisong, Lin Dan, et al. The Basic Theory of Genetic Algorithm and Application. Beijing, China: Science Press, 2002 (in Chinese)
(李敏强,寇纪淞,林 丹,等.遗传算法的基本理论与应用.北京:科学出版社, 2002)
[10]Vlachos C, Williams D, Gomm J B. Solution to the Shell Standard Control Problem Using Genetic Algorithm. Journal of Engineering and Applied Science, 1998, 445(2): 1587-1592
[11]Vlachos C, Williams D, Gomm J B. Solution to the Shell Standard Control Problem Using Genetically Tuned PID Controllers. Control Engineering Practice, 2002, 10(2): 151-163 |
|
|
|
2008, Vol. 21 
