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Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor

Most simulations of neuroplasticity in memristors, which are potentially used to develop artificial synapses, are confined to the basic biological Hebbian rules. However, the simplex rules potentially can induce excessive excitation/inhibition, even collapse of neural activities, because they neglec...

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Autores principales: Wang, Laiyuan, Wang, Zhiyong, Lin, Jinyi, Yang, Jie, Xie, Linghai, Yi, Mingdong, Li, Wen, Ling, Haifeng, Ou, Changjin, Huang, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5071877/
https://www.ncbi.nlm.nih.gov/pubmed/27762316
http://dx.doi.org/10.1038/srep35273
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author Wang, Laiyuan
Wang, Zhiyong
Lin, Jinyi
Yang, Jie
Xie, Linghai
Yi, Mingdong
Li, Wen
Ling, Haifeng
Ou, Changjin
Huang, Wei
author_facet Wang, Laiyuan
Wang, Zhiyong
Lin, Jinyi
Yang, Jie
Xie, Linghai
Yi, Mingdong
Li, Wen
Ling, Haifeng
Ou, Changjin
Huang, Wei
author_sort Wang, Laiyuan
collection PubMed
description Most simulations of neuroplasticity in memristors, which are potentially used to develop artificial synapses, are confined to the basic biological Hebbian rules. However, the simplex rules potentially can induce excessive excitation/inhibition, even collapse of neural activities, because they neglect the properties of long-term homeostasis involved in the frameworks of realistic neural networks. Here, we develop organic CuPc-based memristors of which excitatory and inhibitory conductivities can implement both Hebbian rules and homeostatic plasticity, complementary to Hebbian patterns and conductive to the long-term homeostasis. In another adaptive situation for homeostasis, in thicker samples, the overall excitement under periodic moderate stimuli tends to decrease and be recovered under intense inputs. Interestingly, the prototypes can be equipped with bio-inspired habituation and sensitization functions outperforming the conventional simplified algorithms. They mutually regulate each other to obtain the homeostasis. Therefore, we develop a novel versatile memristor with advanced synaptic homeostasis for comprehensive neural functions.
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spelling pubmed-50718772016-10-26 Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor Wang, Laiyuan Wang, Zhiyong Lin, Jinyi Yang, Jie Xie, Linghai Yi, Mingdong Li, Wen Ling, Haifeng Ou, Changjin Huang, Wei Sci Rep Article Most simulations of neuroplasticity in memristors, which are potentially used to develop artificial synapses, are confined to the basic biological Hebbian rules. However, the simplex rules potentially can induce excessive excitation/inhibition, even collapse of neural activities, because they neglect the properties of long-term homeostasis involved in the frameworks of realistic neural networks. Here, we develop organic CuPc-based memristors of which excitatory and inhibitory conductivities can implement both Hebbian rules and homeostatic plasticity, complementary to Hebbian patterns and conductive to the long-term homeostasis. In another adaptive situation for homeostasis, in thicker samples, the overall excitement under periodic moderate stimuli tends to decrease and be recovered under intense inputs. Interestingly, the prototypes can be equipped with bio-inspired habituation and sensitization functions outperforming the conventional simplified algorithms. They mutually regulate each other to obtain the homeostasis. Therefore, we develop a novel versatile memristor with advanced synaptic homeostasis for comprehensive neural functions. Nature Publishing Group 2016-10-20 /pmc/articles/PMC5071877/ /pubmed/27762316 http://dx.doi.org/10.1038/srep35273 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Wang, Laiyuan
Wang, Zhiyong
Lin, Jinyi
Yang, Jie
Xie, Linghai
Yi, Mingdong
Li, Wen
Ling, Haifeng
Ou, Changjin
Huang, Wei
Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor
title Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor
title_full Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor
title_fullStr Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor
title_full_unstemmed Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor
title_short Long-Term Homeostatic Properties Complementary to Hebbian Rules in CuPc-Based Multifunctional Memristor
title_sort long-term homeostatic properties complementary to hebbian rules in cupc-based multifunctional memristor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5071877/
https://www.ncbi.nlm.nih.gov/pubmed/27762316
http://dx.doi.org/10.1038/srep35273
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