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
2006
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), Vancouver, Canada.
15 - 20 Jul 2006.
.
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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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Published date: 2006
Venue - Dates:
IEEE Congress on Evolutionary Computation, 2006 (CEC2006), Vancouver, Canada, 2006-07-15 - 2006-07-20
Identifiers
Local EPrints ID: 42270
URI: http://eprints.soton.ac.uk/id/eprint/42270
PURE UUID: 5045f3a2-051f-4724-b5f5-dc643a0e5dd6
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Date deposited: 30 Nov 2006
Last modified: 08 Jan 2022 09:58
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Contributors
Author:
D. Allen
Author:
D.M. Halliday
Author:
A.M. Tyrrell
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