Title :
Asymptotic stability analysis of continuous bidirectional associative memory networks
Author :
Xu, Bing-Zheng ; Zhang, Bai-Ling ; Kwong, Chung-Ping
Author_Institution :
Inst. of Radio & Autom. Control, South China Univ. of Technol., Guangzhou, China
Abstract :
The authors discuss the local asymptotical stability problem of continuous bidirectional associative memory (BAM) and present some sufficient conditions which appear as a set of piecewise-linear inequality relations. Some sufficient conditions for a desired equilibrium to be asymptotically stable are examined. For M library vector pairs to be memorized, the conditions appear as M(N+P) linear equations and M(N +P) piecewise-linear inequalities in N+P+2NP unknowns of entries of a, b, W and V. These results have practical significance in the hardware implementation of the BAM
Keywords :
content-addressable storage; neural nets; continuous bidirectional associative memory networks; local asymptotical stability; piecewise-linear inequality relations; Associative memory; Asymptotic stability; Automatic control; Eigenvalues and eigenfunctions; Libraries; Magnesium compounds; Pattern analysis; Piecewise linear techniques; Stability analysis; Sufficient conditions;
Conference_Titel :
Systems Engineering, 1992., IEEE International Conference on
Conference_Location :
Kobe
Print_ISBN :
0-7803-0734-8
DOI :
10.1109/ICSYSE.1992.236962