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