NEURO-FUZZY CONTROL OF COMPLEX MANUFACTURING PROCESSES

Citation
Yc. Shin et P. Vishnupad, NEURO-FUZZY CONTROL OF COMPLEX MANUFACTURING PROCESSES, International Journal of Production Research, 34(12), 1996, pp. 3291-3309
Citations number
18
Categorie Soggetti
Engineering,"Operatione Research & Management Science
ISSN journal
00207543
Volume
34
Issue
12
Year of publication
1996
Pages
3291 - 3309
Database
ISI
SICI code
0020-7543(1996)34:12<3291:NCOCMP>2.0.ZU;2-N
Abstract
A scheme for intelligent optimization and control of complex manufactu ring processes is presented. The underlying nonlinear process is model led by artificial neural networks and process control is performed by fuzzy logic. Fuzzy rules are automatically generated from the trained neural networks through a novel rule generation mechanism and fuzzy co ntrol is performed by Mamdani implication. Simulation results show tha t the proposed approach can provide a robust and accurate way of contr olling complex processes without comprehensive models or knowledge abo ut the process.