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