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An overview of brain-like computing: Architecture, applications, and future trends

With the development of technology, Moore's law will come to an end, and scientists are trying to find a new way out in brain-like computing. But we still know very little about how the brain works. At the present stage of research, brain-like models are all structured to mimic the brain in ord...

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Autores principales: Ou, Wei, Xiao, Shitao, Zhu, Chengyu, Han, Wenbao, Zhang, Qionglu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730831/
https://www.ncbi.nlm.nih.gov/pubmed/36506817
http://dx.doi.org/10.3389/fnbot.2022.1041108
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author Ou, Wei
Xiao, Shitao
Zhu, Chengyu
Han, Wenbao
Zhang, Qionglu
author_facet Ou, Wei
Xiao, Shitao
Zhu, Chengyu
Han, Wenbao
Zhang, Qionglu
author_sort Ou, Wei
collection PubMed
description With the development of technology, Moore's law will come to an end, and scientists are trying to find a new way out in brain-like computing. But we still know very little about how the brain works. At the present stage of research, brain-like models are all structured to mimic the brain in order to achieve some of the brain's functions, and then continue to improve the theories and models. This article summarizes the important progress and status of brain-like computing, summarizes the generally accepted and feasible brain-like computing models, introduces, analyzes, and compares the more mature brain-like computing chips, outlines the attempts and challenges of brain-like computing applications at this stage, and looks forward to the future development of brain-like computing. It is hoped that the summarized results will help relevant researchers and practitioners to quickly grasp the research progress in the field of brain-like computing and acquire the application methods and related knowledge in this field.
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spelling pubmed-97308312022-12-09 An overview of brain-like computing: Architecture, applications, and future trends Ou, Wei Xiao, Shitao Zhu, Chengyu Han, Wenbao Zhang, Qionglu Front Neurorobot Neuroscience With the development of technology, Moore's law will come to an end, and scientists are trying to find a new way out in brain-like computing. But we still know very little about how the brain works. At the present stage of research, brain-like models are all structured to mimic the brain in order to achieve some of the brain's functions, and then continue to improve the theories and models. This article summarizes the important progress and status of brain-like computing, summarizes the generally accepted and feasible brain-like computing models, introduces, analyzes, and compares the more mature brain-like computing chips, outlines the attempts and challenges of brain-like computing applications at this stage, and looks forward to the future development of brain-like computing. It is hoped that the summarized results will help relevant researchers and practitioners to quickly grasp the research progress in the field of brain-like computing and acquire the application methods and related knowledge in this field. Frontiers Media S.A. 2022-11-24 /pmc/articles/PMC9730831/ /pubmed/36506817 http://dx.doi.org/10.3389/fnbot.2022.1041108 Text en Copyright © 2022 Ou, Xiao, Zhu, Han and Zhang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Ou, Wei
Xiao, Shitao
Zhu, Chengyu
Han, Wenbao
Zhang, Qionglu
An overview of brain-like computing: Architecture, applications, and future trends
title An overview of brain-like computing: Architecture, applications, and future trends
title_full An overview of brain-like computing: Architecture, applications, and future trends
title_fullStr An overview of brain-like computing: Architecture, applications, and future trends
title_full_unstemmed An overview of brain-like computing: Architecture, applications, and future trends
title_short An overview of brain-like computing: Architecture, applications, and future trends
title_sort overview of brain-like computing: architecture, applications, and future trends
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730831/
https://www.ncbi.nlm.nih.gov/pubmed/36506817
http://dx.doi.org/10.3389/fnbot.2022.1041108
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