NEARLY OPTIMAL CORRELATIONS FOR SHIFT-INVARIANT ASSOCIATIVE MEMORIES

Citation
J. Khoury et al., NEARLY OPTIMAL CORRELATIONS FOR SHIFT-INVARIANT ASSOCIATIVE MEMORIES, Applied optics, 34(20), 1995, pp. 3971-3980
Citations number
24
Categorie Soggetti
Optics
Journal title
ISSN journal
00036935
Volume
34
Issue
20
Year of publication
1995
Pages
3971 - 3980
Database
ISI
SICI code
0003-6935(1995)34:20<3971:NOCFSA>2.0.ZU;2-T
Abstract
The optical implementation of the Hopfield algorithm in shift-invarian t holographic associative memories is based on the use of correlators with matched filters. However, it is well known that such correlators have poor discrimination. We propose nearly optimal correlation design s for associative memories based on correlation filters that have maxi mum discrimination ability. These new designs avoid large cross-correl ation-peak terms caused by a mismatch between partial input and the fu lly stored information in the filter. These solutions rely on whitened spectra of the stored and the recalled information. Computer simulati ons are made of eight different combinations.