SYNTHESIS OF BRAIN-STATE-IN-A-BOX (BSB) BASED ASSOCIATIVE MEMORIES

被引:46
作者
LILLO, WE
MILLER, DC
HUI, SF
ZAK, SH
机构
[1] PURDUE UNIV, SCH ELECT ENGN, W LAFAYETTE, IN 47907 USA
[2] SAN DIEGO STATE UNIV, DEPT MATH SCI, SAN DIEGO, CA 92182 USA
来源
IEEE TRANSACTIONS ON NEURAL NETWORKS | 1994年 / 5卷 / 05期
关键词
D O I
10.1109/72.317725
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present a novel synthesis procedure to realize an associative memory using the Generalized-Brain-State-in-a-Box (GBSB) neural model. The implementation yields an interconnection structure that guarantees that the desired memory patterns are stored as asymptotically stable equilibrium points and that possesses very few spurious states. Furthermore, the interconnection structure is in general non-symmetric. Simulation examples are given to illustrate the effectiveness of the proposed synthesis method. The results obtained for the GBSB model are successfully applied to other neural network models.
引用
收藏
页码:730 / 737
页数:8
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