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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-5071877 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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