Title :
A simplified continuous-time model of analogue K-winners-take-all neural circuit
Author :
Tymoshchuk, Pavlo V.
Author_Institution :
CAD/CAM Dept., L´´viv Polytech. Nat. Univ., L´´viv, Ukraine
Abstract :
A simplified continuous-time mathematical model of K-winners-take-all (KWTA) neural circuit described by state equation with discontinuous right-hand side and output equation is presented. There is given a functional block diagram of the circuit composed for N inputs of N feedforward and one feedback hardlimiting neurons used to determine the dynamic shift of inputs. The circuit can process any finite value distinct signals with any specified minimal speed that is controlled by its single parameter, it does not require resetting with corresponding supervisory circuit and possesses signal ordering preserving property. Simulation results demonstrate good performance of the model.
Keywords :
analogue integrated circuits; continuous time systems; neural nets; K-winners-take-all neural circuit; analogue neural circuit; discontinuous right-hand side; feedback hard limiting neurons; functional block diagram; mathematical model; signal ordering preserving property; simplified continuous-time model; supervisory circuit; Navigation; Signal resolution; Switches; Continuous-time mathematical model; analogue K-winners-take-all neural circuit; dynamic shift; functional block diagram; hardlimiting neuron;
Conference_Titel :
CAD Systems in Microelectronics (CADSM), 2011 11th International Conference The Experience of Designing and Application of
Conference_Location :
Polyana-Svalyava
Print_ISBN :
978-1-4577-0042-2
Electronic_ISBN :
978-966-2191-17-2