» Articles » PMID: 15759567

Toward the Neurocomputer: Image Processing and Pattern Recognition with Neuronal Cultures

Overview
Date 2005 Mar 12
PMID 15759567
Citations 38
Authors
Affiliations
Soon will be listed here.
Abstract

Information processing in the nervous system is based on parallel computation, adaptation and learning. These features cannot be easily implemented on conventional silicon devices. In order to obtain a better insight of how neurons process information, we have explored the possibility of using biological neurons as parallel and adaptable computing elements for image processing and pattern recognition. Commercially available multielectrode arrays (MEAs) were used to record and stimulate the electrical activity from neuronal cultures. By mapping digital images, i.e., arrays of pixels, into the stimulation of neuronal cultures, a low and bandpass filtering of images could be quickly and easily obtained. Responses to specific spatial patterns of stimulation were potentiated by an appropriate training (tetanization). Learning allowed pattern recognition and extraction of spatial features in processed images. Therefore, neurocomputers, (i.e., hybrid devices containing man-made elements and natural neurons) seem feasible and may become a new generation of computing devices, to be developed by a synergy of Neuroscience and Material Science.

Citing Articles

Experimental validation of the free-energy principle with in vitro neural networks.

Isomura T, Kotani K, Jimbo Y, Friston K Nat Commun. 2023; 14(1):4547.

PMID: 37550277 PMC: 10406890. DOI: 10.1038/s41467-023-40141-z.


Biological neurons act as generalization filters in reservoir computing.

Sumi T, Yamamoto H, Katori Y, Ito K, Moriya S, Konno T Proc Natl Acad Sci U S A. 2023; 120(25):e2217008120.

PMID: 37307467 PMC: 10288593. DOI: 10.1073/pnas.2217008120.


An Overview of In Vitro Biological Neural Networks for Robot Intelligence.

Chen Z, Liang Q, Wei Z, Chen X, Shi Q, Yu Z Cyborg Bionic Syst. 2023; 4:0001.

PMID: 37040493 PMC: 10076061. DOI: 10.34133/cbsystems.0001.


In vitro neurons learn and exhibit sentience when embodied in a simulated game-world.

Kagan B, Kitchen A, Tran N, Habibollahi F, Khajehnejad M, Parker B Neuron. 2022; 110(23):3952-3969.e8.

PMID: 36228614 PMC: 9747182. DOI: 10.1016/j.neuron.2022.09.001.


Stimulus-Evoked Activity Modulation of In Vitro Engineered Cortical and Hippocampal Networks.

Callegari F, Brofiga M, Poggio F, Massobrio P Micromachines (Basel). 2022; 13(8).

PMID: 36014137 PMC: 9413227. DOI: 10.3390/mi13081212.