TY  - JOUR
AU  - Udovichenko, Sergey
AU  - Pisarev, Alexander
AU  - Busygin, Alexander
AU  - Ebrahim, Abdulla
AU  - Bobylev, Andrey
AU  - Gubin, Alexey
PY  - 2022
DA  - 2022/09/22
TI  - Modeling of Information Processing in Biomorphic Neuroprocessor
JO  - OBM Neurobiology
SP  - 134
VL  - 06
IS  - 03
AB  - In the present study, we present the results of the modeling of incoming information processing in a neuroprocessor that implements a biomorphic spiking neural network with numerous neurons and trainable synaptic connections between them. Physico-mathematical models of processes of encoding information into biomorphic pulses and their decoding following a neural block into a binary code were developed as well as models of the process of routing the output pulses of neurons by the logic matrix to the synapses of other neurons and the processes of associative self-learning of the memory matrix as part of the hardware spiking neural network with long-term potentiation and with the spike-timing-dependent plasticity of the memristor. The performance of individual devices of the biomorphic neuroprocessor in processing the incoming information is shown based on developed models using numerical simulation.
SN  - 2573-4407
UR  - https://doi.org/10.21926/obm.neurobiol.2203134
DO  - 10.21926/obm.neurobiol.2203134
ID  - Udovichenko2022
ER  -