Data-Based Online Optimal Temperature Tracking Control in Continuous Microwave Heating System by Adaptive Dynamic Programming

被引:10
作者
Liu, Tong [1 ,2 ]
Liang, Shan [1 ,2 ]
Xiong, Qingyu [1 ,3 ]
Wang, Kai [1 ,2 ]
机构
[1] Chongqing Univ, Key Lab Complex Syst Safety & Control, Minist Educ, Chongqing 400044, Peoples R China
[2] Chongqing Univ, Sch Automat, Chongqing 400044, Peoples R China
[3] Chongqing Univ, Sch Big Data & Software Engn, Chongqing 401331, Peoples R China
基金
英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
Continuous microwave heating system; Data-based; Optimal temperature tracking control; Adaptive dynamic programming; Neural networks;
D O I
10.1007/s11063-019-10081-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Control of continuous microwave heating system (CMHS) is truly a complex problem with time variance, uncertainty and nonlinearity, which becomes prohibitive to use a conventional model-based approach. To overcome this, a novel data-based optimal temperature tracking control is designed for CMHS in this paper. In order to obtain the complex dynamics of CMHS, a neural network model is first constructed driven by process data. After transforming the original temperature tracking problem into an error regulation problem, adaptive dynamic programming is introduced to deal with the regulation problem as well as to decrease operation cost. The design and operation of this controller depend mainly on the online data, and minor prior knowledge is required. Simulation results show that the proposed method can effectively control the CMHS in terms of temperature tracking and energy utilization.
引用
收藏
页码:167 / 191
页数:25
相关论文
共 4 条
[1]   Neural-network-based optimal tracking control scheme for a class of unknown discrete-time nonlinear systems using iterative ADP algorithm [J].
Huang, Yuzhu ;
Liu, Derong .
NEUROCOMPUTING, 2014, 125 :46-56
[2]   Diagonal recurrent neural network based adaptive control of nonlinear dynamical systems using lyapunov stability criterion [J].
Kumar, Rajesh ;
Srivastava, Smriti ;
Gupta, J. R. P. .
ISA TRANSACTIONS, 2017, 67 :407-427
[3]   Non-uniformity of surface temperatures of grain after microwave treatment in an industrial microwave dryer [J].
Manickavasagan, A. ;
Jayas, D. S. ;
White, N. D. G. .
DRYING TECHNOLOGY, 2006, 24 (12) :1559-1567
[4]   Optimal tracking control of a class of nonlinear discrete-time switched systems using adaptive dynamic programming [J].
Qin, Chunbin ;
Zhang, Huaguang ;
Luo, Yanhong .
NEURAL COMPUTING & APPLICATIONS, 2014, 24 (3-4) :531-538