Data-based Cement Decomposition Furnace Temperature Optimal Control

被引：0

作者：

Yang Baosheng ^{[1
]}

Liu Wansu ^{[2
]}

Zhang Qian ^{[2
]}

机构：

[1] Suzhou Univ, Lab Intelligent Informat Proc, Suzhou 234000, Peoples R China

[2] Suzhou Univ, Sch Informat Engn, Suzhou 234000, Peoples R China

来源：

PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE | 2012年

关键词：

Data-based control; decomposition furnace; temperature; neural network; heuristic dynamic programming (HDP); NONLINEAR-SYSTEMS;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Collected data of decomposition furnace from cement production field and used neural network to establish its model. Then the data model is used for iterative algorithm of adaptive dynamic programming, to form the data-based heuristic dynamic programming (HDP) algorithm, and training decomposition furnace controller. Control results show that the establishment of the data model can reflect the state of decomposition furnace, achieve temperature optimal control of decomposition furnace. Decomposition furnace combustion, heat transfer and the carbonate decomposition process can be optimized.

引用

页码：7084 / 7088

页数：5

共 18 条

[1] Nearly optimal control laws for nonlinear systems with saturating actuators using a neural network HJB approach
Abu-Khalaf, M
Lewis, FL
[J]. AUTOMATICA, 2005, 41 (05) : 779 - 791
[2] Discrete-time nonlinear HJB solution using approximate dynamic programming: Convergence proof
Al-Tamimi, Asma
Lewis, Frank L.
Abu-Khalaf, Murad
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2008, 38 (04): : 943 - 949
[3] Factory cycle-time prediction with a data-mining approach
Backus, Phillip
Janakiram, Mani
Mowzoon, Shahin
Runger, George C.
Bhargava, Arnit
[J]. IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, 2006, 19 (02) : 252 - 258
[4] Diagnostics of eccentricities and bar/end-ring connector breakages in polyphase induction motors through a combination of time-series data mining and time-stepping coupled FE-State-Space techniques
Bangura, JF
Povinelli, RJ
Demerdash, NAO
Brown, RH
[J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2003, 39 (04) : 1005 - 1013
[5] Chwanyi S., 2002, NATURAL ADAPTIVE CRI
[6] Virtual reference direct design method: An off-line approach to data-based control system design
Guardabassi, GO
Savaresi, SM
[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2000, 45 (05) : 954 - 959
[7] HJALMARSSON H, 1994, IEEE DECIS CONTR P, P1735, DOI 10.1109/CDC.1994.411185
[8] Hou ZS, 1997, P AMER CONTR CONF, P343, DOI 10.1109/ACC.1997.611815
[9] Lendaris G. G., 1999, IJCNN'99. International Joint Conference on Neural Networks. Proceedings (Cat. No.99CH36339), P2265, DOI 10.1109/IJCNN.1999.833415
[10] LIU D, 2005, INT J INTELLIGENT CO, V10, P21

← 1 2 →