Title :
A dynamic K-winners-take-all analog neural circuit
Author :
Tymoshchuk, Pavlo V.
Author_Institution :
Dept. of CAM, Lviv Polytech. Nat. Univ., Lviv
Abstract :
Continuous time mathematical model of K-winners-take-all (KWTA) neural circuit which can quickly identify the K-winning from N neurons, where 1 les, K <N, whose input signals are larger than of remaining N - K neurons, are proposed. A functional block diagram of corresponding analog neural circuit is presented. For N competitors, such circuit is composed of N feedforward and one feedback hardlimiting neurons, which is used to determine the dynamic shift of input signals. There has been shown that the proposed circuit is simpler and presents more high speed of signal processing than existing analogs.
Keywords :
analogue circuits; circuit feedback; continuous time systems; feedforward; mathematical analysis; neural nets; analog neural circuit; dynamic K-winners-take-all analog neural circuit; functional block diagram; mathematical model; neural circuit; signal processing; Feedback circuits; Integrated circuit interconnections; Linear programming; Mathematical model; Neural networks; Neurofeedback; Neurons; Pattern recognition; Signal processing; Signal resolution; Continuous time mathematical model; analog neural circuit; feedforward and feedback hardlimiting neurons; functional block diagram; signal processing;
Conference_Titel :
Perspective Technologies and Methods in MEMS Design, 2008. MEMSTECH 2008. International Conference on
Conference_Location :
Polyana
Print_ISBN :
978-966-2191-00-4
DOI :
10.1109/MEMSTECH.2008.4558724