期刊文献+

Synthesization of high-capacity auto-associative memories using complex-valued neural networks 被引量:1

Synthesization of high-capacity auto-associative memories using complex-valued neural networks
原文传递
导出
摘要 In this paper, a novel design procedure is proposed for synthesizing high-capacity auto-associative memories based on complex-valued neural networks with real-imaginary-type activation functions and constant delays. Stability criteria dependent on external inputs of neural networks are derived. The designed networks can retrieve the stored patterns by external inputs rather than initial conditions. The derivation can memorize the desired patterns with lower-dimensional neural networks than real-valued neural networks, and eliminate spurious equilibria of complex-valued neural networks. One numerical example is provided to show the effectiveness and superiority of the presented results. In this paper, a novel design procedure is proposed for synthesizing high-capacity auto-associative memories based on complex-valued neural networks with real-imaginary-type activation functions and constant delays. Stability criteria dependent on external inputs of neural networks are derived. The designed networks can retrieve the stored patterns by external inputs rather than initial conditions. The derivation can memorize the desired patterns with lower-dimensional neural networks than real-valued neural networks, and eliminate spurious equilibria of complex-valued neural networks. One numerical example is provided to show the effectiveness and superiority of the presented results.
出处 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第12期194-201,共8页 中国物理B(英文版)
基金 Project supported by the National Natural Science Foundation of China(Grant Nos.61503338,61573316,61374152,and 11302195) the Natural Science Foundation of Zhejiang Province,China(Grant No.LQ15F030005)
关键词 associative memory complex-valued neural network real-imaginary-type activation function external input associative memory, complex-valued neural network, real-imaginary-type activation function, external input
  • 相关文献

引证文献1

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部