Generic systolic array for genetic algorithms


Autoria(s): Megson, Graham; Bland, Ian Michael
Data(s)

1997

Resumo

The authors present a systolic design for a simple GA mechanism which provides high throughput and unidirectional pipelining by exploiting the inherent parallelism in the genetic operators. The design computes in O(N+G) time steps using O(N2) cells where N is the population size and G is the chromosome length. The area of the device is independent of the chromosome length and so can be easily scaled by replicating the arrays or by employing fine-grain migration. The array is generic in the sense that it does not rely on the fitness function and can be used as an accelerator for any GA application using uniform crossover between pairs of chromosomes. The design can also be used in hybrid systems as an add-on to complement existing designs and methods for fitness function acceleration and island-style population management

Formato

text

Identificador

http://centaur.reading.ac.uk/5729/1/cdt.pdf

Megson, G. and Bland, I. M. <http://centaur.reading.ac.uk/view/creators/90000317.html> (1997) Generic systolic array for genetic algorithms. IEE Proceedings - Computers and Digital Techniques' , 144 (2). pp. 107-119. ISSN 1350-2387 doi: 10.1049/ip-cdt:19971126 <http://dx.doi.org/10.1049/ip-cdt:19971126>

Idioma(s)

en

Publicador

IET

Relação

http://centaur.reading.ac.uk/5729/

creatorInternal Bland, Ian Michael

10.1049/ip-cdt:19971126

Tipo

Article

PeerReviewed