Title :
Evolvable sonar spectrum discrimination chip designed by genetic algorithm
Author :
Yasunaga, Moritoshi ; Nakamura, Taro ; Yoshihara, Ikuo
Author_Institution :
Inst. of Inf. Sci. & Electron., Tsukuba Univ., Ibaraki, Japan
Abstract :
DDI (data direct implementation) approach for pattern discrimination chips is proposed, and its specified design methodology is presented. In the design, pattern data are transformed to a truth table and the table is generalized to adapt the unknown pattern data. The generalization operator is chosen by using a genetic algorithm (GA). The generalized, or evolved truth table is then synthesized to logic circuits. This evolvable chip design methodology is realized by the high integration density of the current reconfigurable VLSIs. We have developed a prototype of the evolvable sonar discrimination chip. The prototype demonstrates higher discrimination accuracy and higher processing speed than conventional approaches. Furthermore, it shows high fault tolerance against stuck-gate faults, which is not achieved with the ordinary processor based hardware
Keywords :
data handling; fault tolerant computing; genetic algorithms; logic CAD; microprocessor chips; pattern recognition; DDI; data direct implementation; design methodology; discrimination accuracy; evolvable chip design methodology; evolvable sonar discrimination chip; evolvable sonar spectrum discrimination chip; evolved truth table; fault tolerance; generalization operator; genetic algorithm; integration density; logic circuits; pattern data; pattern discrimination chips; processing speed; reconfigurable VLSIs; stuck-gate faults; unknown pattern data; Chip scale packaging; Circuit faults; Circuit synthesis; Design methodology; Fault tolerance; Genetic algorithms; Logic circuits; Prototypes; Sonar; Very large scale integration;
Conference_Titel :
Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on
Conference_Location :
Tokyo
Print_ISBN :
0-7803-5731-0
DOI :
10.1109/ICSMC.1999.815617