ALL-OPTICAL IMPLEMENTATION OF A SELF-ORGANIZING MAP - A PRELIMINARY APPROACH

Citation
J. Duvillier et al., ALL-OPTICAL IMPLEMENTATION OF A SELF-ORGANIZING MAP - A PRELIMINARY APPROACH, Applied optics, 33(2), 1994, pp. 258-266
Citations number
15
Categorie Soggetti
Optics
Journal title
ISSN journal
00036935
Volume
33
Issue
2
Year of publication
1994
Pages
258 - 266
Database
ISI
SICI code
0003-6935(1994)33:2<258:AIOASM>2.0.ZU;2-B
Abstract
Optically addressed ferroelectric liquid-crystal devices present certa in characteristics that make them attractive for all-optical implement ations of neural architectures. This is particularly true for the impl ementation of analog self-organizing systems such as Kohonen's self-or ganizing map. The optical architecture proposed here is based on the p rinciple of a resonator memory. The main novelty lies in the two-dimen sional, continuous, binary information encoding and organization. Basi c operations such as neural decision, weight updating, and information spatial ordering are investigated. The principle of a learning proced ure close to the Hebbian rule is discussed.