Title :
Optoelectronic analog antecedent and consequent fuzzy inference units using LED arrays and position sensing devices
Author :
Itoh, Hideo ; Watanabe, Masanobu ; Mukai, Seiji ; Yamada, Tatsuya ; Uekusa, Shin-ichiro
Author_Institution :
Electrotech. Lab., Ibaraki, Japan
Abstract :
A novel implementation of analog fuzzy inference architecture with optoelectronic antecedent and consequent operation units is realized. The inference process uses Gaussian-like membership functions and a product-sum gravity method. Antecedent membership functions and the grade evaluations are realized by combining LED arrays for sequential light emission and position-sensing devices for center-of-gravity detection. Consequent and defuzzification operations are utilized by an LED array and a position-sensing device. High-speed fuzzy inference of more than several tens of MFLIPS is possible using those units. Usefulness of the system is demonstrated by a realtime standing control of an inverted pendulum
Keywords :
inference mechanisms; Gaussian-like membership functions; LED arrays; analog fuzzy inference architecture; center-of-gravity detection; consequent fuzzy inference unit; defuzzification operations; grade evaluations; inference process; inverted pendulum; optoelectronic analog antecedent fuzzy inference unit; position sensing devices; product-sum gravity method; realtime standing control; sequential light emission; Diode lasers; Fuzzy logic; Fuzzy systems; Gaussian processes; Gravity; Laser beams; Light emitting diodes; Optical arrays; Semiconductor laser arrays; Stability;
Conference_Titel :
Microelectronics for Neural Networks and Fuzzy Systems, 1994., Proceedings of the Fourth International Conference on
Conference_Location :
Turin
Print_ISBN :
0-8186-6710-9
DOI :
10.1109/ICMNN.1994.593729