Title :
Finite precision effects on dynamic behavior in a pulse-coded winner-take-all mechanism
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Washington State Univ., Pullman, WA, USA
Abstract :
The dynamic behavior of a unique pulse-coded winner-take-all (PWTA) mechanism is described. Parameters which affect PWTA mechanism dynamics are discussed. It is shown that three distinct kinds of behavior can be observed in the vicinity of winning unit boundaries. The first occurs in the infinite precision case where boundaries exhibit ideal behavior. With finite parameter precision, either hysteresis or multiple unit response can be observed over transition regions in the vicinity of ideal boundaries. The interconnect properties of this network make it an attractive candidate for IC implementation
Keywords :
decision theory; hysteresis; neural nets; IC implementation; dynamic behavior; finite parameter precision; hysteresis; infinite precision; multiple unit response; pulse-coded winner-take-all mechanism; winning unit boundaries; Analog circuits; Computer science; Convergence; Fires; Hysteresis; Integrated circuit interconnections; Lifting equipment; Neural networks; Neurofeedback; Recurrent neural networks;
Conference_Titel :
Neural Networks, 1992. IJCNN., International Joint Conference on
Conference_Location :
Baltimore, MD
Print_ISBN :
0-7803-0559-0
DOI :
10.1109/IJCNN.1992.227136