Title :
Network effect on the enhancement of stochastic resonance in a randomly connected neural network
Author :
Bin Deng ; Lin Wang ; Xile Wei ; Haitao Yu ; Jiang Wang
Author_Institution :
Sch. of Electr. Eng. & Autom., Tianjin Univ., Tianjin, China
Abstract :
In this paper, we investigate the effects of the network amplification on stochastic resonance in a randomly connected neural network. The network consists of excitatory and inhibitory neurons with similar ratio as that in the mammalian neocortex and the axonal conduction delays between neurons are also considered. Numerical results elucidate that the resonance in the neural network is just the expression of some amplification of the field effects by the whole network rather than an expression of single neurons intrinsic dynamics.
Keywords :
neural nets; neurophysiology; axonal conduction delays; excitatory neurons; inhibitory neurons; mammalian neocortex; network amplification; network effect; neurons intrinsic dynamics; randomly connected neural network; stochastic resonance enhancement; Biological neural networks; Delays; Neurons; Noise; Pacemakers; Resonant frequency; Stochastic resonance; Neural Network; Stochastic Resonance;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2014 11th World Congress on
DOI :
10.1109/WCICA.2014.7053647