Temperature Control in Water-Gas Shift Reaction with Adaptive Dynamic Programming
作者： Yuzhu Huang , Derong Liu , Qinglai Wei
DOI: 10.1007/978-3-642-31362-2_53
关键词:
摘要: In this paper, a neural network (NN)-based adaptive dynamic programming (ADP) algorithm is employed to solve the optimal temperature control problem in water-gas shift (WGS) process. Since WGS process has characteristics of nonlinearity, multi-input, time-delay and strong coupling, it very difficult establish precise model achieve using traditional methods. We develop an NN conversion furnace data gathered from process, then controller based on dual heuristic (DHP) optimize WGS. Simulation results demonstrate effectiveness neuro-controller.
springer.com
springerlink.com参考文章(14)
Glenn T. Wright, Thomas F. Edgar, Adaptive Control of a Laboratory Water-Gas Shift Reactor With Dynamic Inlet Conditions american control conference. pp. 1828- 1833 ,(1989) , 10.23919/ACC.1989.4790491
Travis Dierks, Balaje T. Thumati, S. Jagannathan, 2009 Special Issue: Optimal control of unknown affine nonlinear discrete-time systems using offline-trained neural networks with proof of convergence Neural Networks. ,vol. 22, pp. 851- 860 ,(2009) , 10.1016/J.NEUNET.2009.06.014
D. Liu, Y. Zhang, H. Zhang, A self-learning call admission control scheme for CDMA cellular networks IEEE Transactions on Neural Networks. ,vol. 16, pp. 1219- 1228 ,(2005) , 10.1109/TNN.2005.853408
Fei-Yue Wang, Huaguang Zhang, Derong Liu, Adaptive Dynamic Programming: An Introduction IEEE Computational Intelligence Magazine. ,vol. 4, pp. 39- 47 ,(2009) , 10.1109/MCI.2009.932261
A. Al-Tamimi, F.L. Lewis, M. Abu-Khalaf, Discrete-Time Nonlinear HJB Solution Using Approximate Dynamic Programming: Convergence Proof systems man and cybernetics. ,vol. 38, pp. 943- 949 ,(2008) , 10.1109/TSMCB.2008.926614
Huaguang Zhang, Qinglai Wei, Yanhong Luo, A Novel Infinite-Time Optimal Tracking Control Scheme for a Class of Discrete-Time Nonlinear Systems via the Greedy HDP Iteration Algorithm systems man and cybernetics. ,vol. 38, pp. 937- 942 ,(2008) , 10.1109/TSMCB.2008.920269
S. Varigonda, J. Eborn, S.A. Bortoff, Multivariable control design for the water gas shift reactor in a fuel processor american control conference. ,vol. 1, pp. 840- 844 ,(2004) , 10.23919/ACC.2004.1383710
Derong Liu, H. Javaherian, O. Kovalenko, T. Huang, Adaptive Critic Learning Techniques for Engine Torque and Air–Fuel Ratio Control systems man and cybernetics. ,vol. 38, pp. 988- 993 ,(2008) , 10.1109/TSMCB.2008.922019
D.V. Prokhorov, D.C. Wunsch, Adaptive critic designs IEEE Transactions on Neural Networks. ,vol. 8, pp. 997- 1007 ,(1997) , 10.1109/72.623201
Fei-Yue Wang, Ning Jin, Derong Liu, Qinglai Wei, Adaptive Dynamic Programming for Finite-Horizon Optimal Control of Discrete-Time Nonlinear Systems With $\varepsilon$ -Error Bound IEEE Transactions on Neural Networks. ,vol. 22, pp. 24- 36 ,(2011) , 10.1109/TNN.2010.2076370