DocumentCode
527452
Title
Hybrid intelligent pre-processing system of parameters in heating furnace control
Author
Chen Youwen ; Chai Tianyou
Author_Institution
Key Lab. of Process Ind. Autom. of Minist. of Educ. & Liaoning Province, Northeastern Univ., Shenyang, China
Volume
3
fYear
2010
fDate
10-12 Aug. 2010
Firstpage
1433
Lastpage
1437
Abstract
Heating furnace has played a very important role in the iron and steel enterprises. Due to the complex environmental interference, it is difficult to measure parameters, and this has influenced the accuracy and stability of the control system deeply, at the same time, there may be some potential security risks. In this paper, a hybrid intelligent pre-processing system of process parameters is proposed for furnace control. The system consists of several steps: the prediction of some parameters by self-adaption or fuzzy neural network, the parameter filtering, the parameter estimation in the way of production rule, the abnormal parameters modification with case-based reasoning, etc. This system could make the furnace control become accuracy and stability, and eliminate potential security risks. This proposed intelligent pre-processing system has been successfully applied by a steel enterprise in Gansu Province, China, and achieved good results. The system has a good prospect of application and extension in other similar industrial processes.
Keywords
adaptive control; case-based reasoning; furnaces; fuzzy control; metallurgical industries; neurocontrollers; parameter estimation; stability; temperature control; China; Gansu Province; case-based reasoning; environmental interference; fuzzy neural network; heating furnace control; hybrid intelligent preprocessing system; iron enterprise; parameter estimation; parameter filtering; self-adaption; stability; steel enterprise; Cognition; Furnaces; Heating; Predictive models; Process control; Steel; Hybrid Intelligent; case-based reasoning; fuzzy neural network; heating furnace; production rules;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location
Yantai, Shandong
Print_ISBN
978-1-4244-5958-2
Type
conf
DOI
10.1109/ICNC.2010.5582883
Filename
5582883
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