DocumentCode :
304884
Title :
Neuro-fuzzy systems for engineering applications
Author :
Goser, K. ; Schuhmacher, K. ; Hartung, M. ; Heesche, K. ; Hesse, B. ; Kanstein, A.
Author_Institution :
Fac. of Electron. Eng., Dortmund Univ., Germany
Volume :
2
fYear :
1996
fDate :
24-27 Sep 1996
Firstpage :
759
Abstract :
This paper reports three advanced developments in neuro-fuzzy systems for engineering applications. The essential part of neuro-fuzzy synergism´s comes from a common framework called adaptive networks, which unifies both neural networks and fuzzy systems. A neural network with the interpretation done by a fuzzy system is suitable for quality monitoring of mechanical equipment or power electronics. Neural networks like self-organizing maps or radial basis function nets can feed the data for fuzzy systems which can control battery chargers or drilling machines. An integrated neuro-fuzzy topology is described which represents both a complete feed forward network and a fuzzy controller. This data driven system is very suitable for automotive control. Neuro-fuzzy systems are an important area for technology transfer. For this transfer the concept at the University of Dortmund is presented as a successful model
Keywords :
adaptive systems; automobiles; computerised control; feedforward neural nets; fuzzy neural nets; mechanical engineering computing; power electronics; power engineering computing; quality control; self-organising feature maps; University of Dortmund; adaptive networks; automotive control; battery chargers; data driven system; drilling machines; engineering applications; feedforward network; fuzzy controller; fuzzy systems; integrated neuro-fuzzy topology; mechanical equipment; neural networks; neuro-fuzzy systems; power electronics; quality monitoring; radial basis function nets; self-organizing maps; technology transfer; Adaptive systems; Control systems; Feeds; Fuzzy neural networks; Fuzzy systems; Monitoring; Neural networks; Power electronics; Power engineering and energy; Systems engineering and theory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
AFRICON, 1996., IEEE AFRICON 4th
Conference_Location :
Stellenbosch
Print_ISBN :
0-7803-3019-6
Type :
conf
DOI :
10.1109/AFRCON.1996.562986
Filename :
562986
Link To Document :
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