DocumentCode :
2671798
Title :
The effects of external electrical field on a neural network with synaptic plasticity and conduction delays
Author :
Zhao, Jia ; Deng, Bin ; Wei, Xile ; Wang, Jiang ; Men, Cong ; Qin, Yingmei ; Sun, Jianbing
Author_Institution :
Sch. of Electr. Eng. & Autom., Tianjin Univ., Tianjin, China
fYear :
2012
fDate :
23-25 May 2012
Firstpage :
2449
Lastpage :
2454
Abstract :
Effects of external DC stimuli to the evolution of a neural network model are studied. It´s found that the external DC stimuli can enhance the neural network´s average firing rate, induces the neural network to get to a balanced state that exhibits rhythmic activity with high rate. The activity of the neural network can be affected by the synaptic connection strength, the conduction delays, the external stimuli and so on. These parameters can serve as factors in modulating the evolution of the neural network with different firing activities. Furthermore, these results may also relate to the mechanism of memory and learning process.
Keywords :
bioelectric potentials; electric field effects; neurophysiology; average firing rate; conduction delays; external DC stimuli effects; external electrical field effects; learning process; neural network model evolution; rhythmic activity; synaptic connection strength; synaptic plasticity; Biological neural networks; Biological system modeling; Brain modeling; Delay; Evolution (biology); Neurons; Neuroscience; Rhythmic activity; Spike-timing-dependent plasticity (STDP); Weak direct current stimuli;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Decision Conference (CCDC), 2012 24th Chinese
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4577-2073-4
Type :
conf
DOI :
10.1109/CCDC.2012.6244391
Filename :
6244391
Link To Document :
بازگشت