紀要論文

Analysis of Differential Conditioning of Erogodic Cellular Automaton Neruon Model

eng

24368083

https://doi.org/10.15002/00025314

法政大学大学院理工学研究科

法政大学大学院紀要. 理工学研究科編

63

1

5

2022-03-24

Version of Record

A novel membrane potential model whose nonlinear dynamics is described by an ergodic discrete difference equation is presented. Detailed analyses reveal that the ergodicity of the model plays an important role to realize proper generations of action potentials. Then, using the ergodic membrane potential model, a novel multi-compartment neuron model (soma-dendrite-synapse model) is presented. It is shown that the model can exhibit various dendritic phenomena depending on parameter values. Based on detailed analyses of the dendritic phenomena, a design procedure of the multi-compartment neuron model to realize conditioning functions is proposed. Furthermore, the neuron model is implemented by a field programmable gate array and experiments validate its conditioning functions. It is then shown that the proposed neuron model consumes much fewer hardware resources and much lower power than a typical conventional multi-compartment neuron model.

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