Adaptive neural network predictive control based on PSO algorithm

2009 Chinese Control and Decision Conference, CCDC 2009

Volumn , Issue , 2009, Pages 5829-5833

  Su, Chengli ^a   Wu, Yun ^a  

^a LIAONING SHIHUA UNIVERSITY   (China)

Author keywords

Diagonal recurrent neural network (DRNN); Model predictive control (MPC); Particle swarm optimization (PSO)

Indexed keywords

ADAPTIVE NEURAL NETWORKS; CONTROL INPUTS; CONTROL SCHEMES; DIAGONAL RECURRENT NEURAL NETWORK (DRNN); DIAGONAL RECURRENT NEURAL NETWORKS; FERMENTATION PROCESS; INITIAL CONDITIONS; MODEL ADAPTATION; MODEL PREDICTIVE CONTROL (MPC); NONLINEAR PROCESS; NONLINEAR PROGRAMMING METHODS; PI CONTROLLER; PREDICTION HORIZON; PREDICTIVE CONTROL; PSO ALGORITHMS; RECURSIVE ESTIMATION;

ADAPTIVE CONTROL SYSTEMS; CELLULAR RADIO SYSTEMS; CONTROL THEORY; EXTENDED KALMAN FILTERS; FERMENTATION; MODEL PREDICTIVE CONTROL; NONLINEAR PROGRAMMING; NONLINEAR SYSTEMS; PREDICTIVE CONTROL SYSTEMS; RECURRENT NEURAL NETWORKS;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 70449367453     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CCDC.2009.5195241     Document Type: Conference Paper

References (8)

1. E.F. Camacho, C. Bordons. "Model predictive control in the process industry", London: Springer, 1995
2. S.J. Qin, T. A. Badgwell. "A survey of industrial model predictive control technology", Control Engineering Practice, 2003, 11: 733-764.
3. J.Q. Huang, F.L. Lewis. "Neural-network predictive control for nonlinear dynamic systems with time-delay", IEEE Transactions on Neural Networks, 2003, 14(2): 377-389.
4. D.W. Yu, D.L Yu. "Neural network control of multivariable processes with a fast optimization algorithm", Neural Computing & Applications, 2003, 12: 185-189.
5. Y. Iiguni, H. Sakai, H. Tokumaru. "A real-time algorithm for multilayered neural network based on the extended Kalman filter", IEEE Transactions on Signal Processing, 1992, 40(4): 959-966.
6. J. Kennedy, R.C. Eberhart, Y. Shi. "Swarm intelligence", San Francisco: Morgan Kaufmann Publishers, 2001.
7. K.E Parsopoulos, M.N. Vrahatis. "Recent approach to global optimization problems through particle swarm optimization", Nature Computing, 2002, 1(2/3): 235-306.
8. M.A. Henson, D.E. Seborg. "An internal model control strategy for nonlinear systems", AICHE Journal, 1991, 37: 1065-1081