THE HAMILTON NEURAL-NETWORK MODEL

Citation
Jw. Shuai et al., THE HAMILTON NEURAL-NETWORK MODEL, Physica. A, 216(1-2), 1995, pp. 20-31
Citations number
15
Categorie Soggetti
Physics
Journal title
ISSN journal
03784371
Volume
216
Issue
1-2
Year of publication
1995
Pages
20 - 31
Database
ISI
SICI code
0378-4371(1995)216:1-2<20:THNM>2.0.ZU;2-K
Abstract
In this paper, the Dirac symbol is used to represent a neural network, and a discrete Hamilton neural network model with a 16-state (+/- 1 /- i +/- j +/- k) neuron has been presented. By using signal-to-noise theory and computer numerical simulation, the stability, the storage c apacity and the error correction ability of the model are analysed. Th e storage capacity ratio of the presented model equals that of the Hop field model, This 16-state neural network can be applied to recognize 16-level gray or color patterns.