Title :
A Novel Asynchronous Cellular Automaton Multicompartment Neuron Model
Author :
Shimada, Naoki ; Torikai, Hiroyuki
Author_Institution :
Dept. of Syst. Innovation, Osaka Univ., Toyonaka, Japan
Abstract :
A novel multicompartment neuron model (a novel multicompartment dendrite-soma model), the dynamics of which is described by coupled asynchronous cellular automata, is presented. It is shown that the presented model can reproduce typical dendritic phenomena observed in biological neurons and multicompartment neuron models. It is also shown that the presented model consumes fewer hardware resources than the conventional model. Furthermore, field-programmable gate array experiments validate the reproductions of the dendritic phenomena.
Keywords :
cellular automata; dendrites; field programmable gate arrays; neural nets; asynchronous cellular automaton; biological neurons; dendritic phenomena; field-programmable gate array; multicompartment dendrite-soma model; multicompartment neuron model; Automata; Biological system modeling; Field programmable gate arrays; Integrated circuit modeling; Mathematical model; Neurons; Nickel; Asynchronous; cellular automaton; field-programmable gate array (FPGA); multicompartment; neuron model;
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2015.2433471