Title :
The study of application of FCMAC neural network in the industrial process on-line identification and optimization
Author :
Li, Lina ; HOU, Chaozhen
Author_Institution :
Dept. of Autom. Control, Beijing Inst. of Technol., China
Abstract :
In this paper, a kind of online identification and optimization method based on FCMAC (fuzzy cerebellar model arithmetic controller) neural network is proposed. This method is composed of learning procedure and optimization procedure. For some practical applications without process models, only observation of sensor information is needed. The simulation results prove the effectivity and superiority of this method, thereby offering a new frame for implementing optimal schemes in practical applications.
Keywords :
cerebellar model arithmetic computers; fuzzy neural nets; identification; learning (artificial intelligence); online operation; optimisation; FCMAC neural network; fuzzy CMAC neural network; industrial process online identification; industrial process online optimization; learning procedure; optimization procedure; Arithmetic; Chaos; Electronic mail; Fuzzy logic; Fuzzy neural networks; Industrial control; Input variables; Intelligent networks; Neural networks; Optimization methods;
Conference_Titel :
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN :
981-04-7524-1
DOI :
10.1109/ICONIP.2002.1198972
