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A hybrid bio-inspired system: hardware spiking neural network incorporating Hebbian learning with microprocessor based evolutionary control algorithm

A hybrid bio-inspired system: hardware spiking neural network incorporating Hebbian learning with microprocessor based evolutionary control algorithm
A hybrid bio-inspired system: hardware spiking neural network incorporating Hebbian learning with microprocessor based evolutionary control algorithm
The objective of the work reported in this paper was the development of an application that combined evolution and learning on a hardware platform. This was achieved on two different platforms: a COTS FPGA and a new device specifically designed for bio-inspired implementations, termed the POEtic chip. The learning process is based around a spiking neural network with Hebbian learning.
10315-10322
Allen, D.
e71d6416-bbd3-47b3-a833-3a1e763a7510
Halliday, D.M.
b4cf0512-1bc3-4dd1-8be2-9f58c78a111f
Tyrrell, A.M.
7428cea4-c043-4fa3-a999-a38180731b56
Allen, D.
e71d6416-bbd3-47b3-a833-3a1e763a7510
Halliday, D.M.
b4cf0512-1bc3-4dd1-8be2-9f58c78a111f
Tyrrell, A.M.
7428cea4-c043-4fa3-a999-a38180731b56

Allen, D., Halliday, D.M. and Tyrrell, A.M. (2006) A hybrid bio-inspired system: hardware spiking neural network incorporating Hebbian learning with microprocessor based evolutionary control algorithm. IEEE Congress on Evolutionary Computation, 2006 (CEC2006). 16 - 21 Jul 2006. pp. 10315-10322 .

Record type: Conference or Workshop Item (Paper)

Abstract

The objective of the work reported in this paper was the development of an application that combined evolution and learning on a hardware platform. This was achieved on two different platforms: a COTS FPGA and a new device specifically designed for bio-inspired implementations, termed the POEtic chip. The learning process is based around a spiking neural network with Hebbian learning.

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More information

Published date: 2006
Venue - Dates: IEEE Congress on Evolutionary Computation, 2006 (CEC2006), 2006-07-16 - 2006-07-21

Identifiers

Local EPrints ID: 42270
URI: https://eprints.soton.ac.uk/id/eprint/42270
PURE UUID: 5045f3a2-051f-4724-b5f5-dc643a0e5dd6

Catalogue record

Date deposited: 30 Nov 2006
Last modified: 13 Mar 2019 21:12

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