DocumentCode :
330332
Title :
A hybrid digital neuro-fuzzy board for control of complex systems
Author :
Chiaberge, Marcello ; Miranda, Eduardo ; Reyneri, Leonardo
Author_Institution :
Dipt. di Elettronica, Politecnico di Torino, Italy
Volume :
2
fYear :
1998
fDate :
11-14 Oct 1998
Firstpage :
1904
Abstract :
Artificial neural networks (NNs) and fuzzy systems are highly parallel structures that consist of a large number of fully interconnected elementary nonlinear units (called neurons). We present a digital hardware implementation of NNs combined with a host computer (DSP systems, PCs, etc.) resulting in a powerful system used in different applications. The NNs process most of the tasks, while the host performs signal pre-processing and learning algorithms. In some control applications the host also tracks some discrete states of the plant by implementing a finite state automata and/or verifying plant safety boundaries operations. The tight link with the host allows the NN hardware to be very simple since several operations related with the NNs (learning, weights initialization, etc.) can be performed by the host computer. The board can be used to implement intelligent control paradigms mixing neuro-fuzzy algorithms with finite state automata and/or digital control algorithms
Keywords :
digital control; finite automata; fuzzy control; fuzzy neural nets; intelligent control; large-scale systems; learning systems; neurocontrollers; parallel architectures; complex systems; digital control; digital neural fuzzy board; finite state automata; fuzzy neural networks; host computer; intelligent control; learning algorithms; parallel architecture; weights initialization; Application software; Artificial neural networks; Control systems; Digital signal processing; Fuzzy systems; Hardware; Learning automata; Neurons; Personal communication networks; Power system interconnection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location :
San Diego, CA
ISSN :
1062-922X
Print_ISBN :
0-7803-4778-1
Type :
conf
DOI :
10.1109/ICSMC.1998.728174
Filename :
728174
Link To Document :
بازگشت