DocumentCode :
556776
Title :
The mathematical model of a biologically inspired electronic neuron for ease the design of spiking neural networks topology
Author :
Hulea, Mircea Gh
Author_Institution :
Tech. Univ. Gheorghe Asachi of Iasi, Iasi, Romania
fYear :
2011
fDate :
14-16 Oct. 2011
Firstpage :
1
Lastpage :
6
Abstract :
This paper presents the mathematical model of a biologically inspired neuron which was previously tested and implemented in hardware. This neuron mimics the spiking nature of natural neurons and adds the learning mechanisms of biological synapses. The goal of the mathematical model elaboration is to ease the process of developing the topology of analogue spiking neural networks using computer simulations while keeping the computation time low.
Keywords :
learning (artificial intelligence); neural nets; analogue spiking neural networks; biological synapses; biologically inspired electronic neuron; learning mechanisms; mathematical model; spiking neural networks topology; Biological system modeling; Biomembranes; Capacitors; Electric potential; Mathematical model; Neurons;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
System Theory, Control, and Computing (ICSTCC), 2011 15th International Conference on
Conference_Location :
Sinaia
Print_ISBN :
978-1-4577-1173-2
Type :
conf
Filename :
6085734
Link To Document :
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