Flexible and transparent memristive synapse based on polyvinylpyrrolidone/N-doped carbon quantum dot nanocomposites for neuromorphic computing
Memristive devices are widely recognized as promising hardware implementations of neuromorphic computing. Herein, a flexible and transparent memristive synapse based on polyvinylpyrrolidone (PVP)/N-doped carbon quantum dot (NCQD) nanocomposites through regulating the NCQD doping concentration is rep...
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Veröffentlicht in: | Nanoscale advances 2021-05, Vol.3 (9), p.2623-2631 |
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container_title | Nanoscale advances |
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creator | Zeng, Tao Yang, Zhi Liang, Jiabing Lin, Ya Cheng, Yankun Hu, Xiaochi Zhao, Xiaoning Wang, Zhongqiang Xu, Haiyang Liu, Yichun |
description | Memristive devices are widely recognized as promising hardware implementations of neuromorphic computing. Herein, a flexible and transparent memristive synapse based on polyvinylpyrrolidone (PVP)/N-doped carbon quantum dot (NCQD) nanocomposites through regulating the NCQD doping concentration is reported.
In situ
Kelvin probe force microscopy showed that the trapping/detrapping of space charge can account for the memristive mechanism of the device. Diverse synaptic functions, including excitatory postsynaptic current (EPSC), paired-pulse facilitation (PPF), spike-timing-dependent plasticity (STDP), and the transition from short-term plasticity (STP) to long-term plasticity (LTP), are emulated, enabling the PVP-NCQD hybrid system to be a valuable candidate for the design of novel artificial neural architectures. In addition, the synaptic device showed excellent flexibility against mechanical strain after repeated bending tests. This work provides a new approach to develop flexible and transparent organic artificial synapses for future wearable neuromorphic computing systems.
A flexible and transparent memristive synapse is fabricated by inserting NCQDs into the PVP, which the biorealistic realization of several essential synaptic functions. |
doi_str_mv | 10.1039/d1na00152c |
format | Article |
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In situ
Kelvin probe force microscopy showed that the trapping/detrapping of space charge can account for the memristive mechanism of the device. Diverse synaptic functions, including excitatory postsynaptic current (EPSC), paired-pulse facilitation (PPF), spike-timing-dependent plasticity (STDP), and the transition from short-term plasticity (STP) to long-term plasticity (LTP), are emulated, enabling the PVP-NCQD hybrid system to be a valuable candidate for the design of novel artificial neural architectures. In addition, the synaptic device showed excellent flexibility against mechanical strain after repeated bending tests. This work provides a new approach to develop flexible and transparent organic artificial synapses for future wearable neuromorphic computing systems.
A flexible and transparent memristive synapse is fabricated by inserting NCQDs into the PVP, which the biorealistic realization of several essential synaptic functions.</description><identifier>ISSN: 2516-0230</identifier><identifier>EISSN: 2516-0230</identifier><identifier>DOI: 10.1039/d1na00152c</identifier><language>eng</language><publisher>RSC</publisher><subject>Chemistry</subject><ispartof>Nanoscale advances, 2021-05, Vol.3 (9), p.2623-2631</ispartof><rights>This journal is © The Royal Society of Chemistry 2021 RSC</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c418t-6c1872780979eccdc26f3b98b408481262ab42248cd7d0f862482b3afae5c5f73</citedby><cites>FETCH-LOGICAL-c418t-6c1872780979eccdc26f3b98b408481262ab42248cd7d0f862482b3afae5c5f73</cites><orcidid>0000-0002-9457-4552</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9419774/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9419774/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,27903,27904,53770,53772</link.rule.ids></links><search><creatorcontrib>Zeng, Tao</creatorcontrib><creatorcontrib>Yang, Zhi</creatorcontrib><creatorcontrib>Liang, Jiabing</creatorcontrib><creatorcontrib>Lin, Ya</creatorcontrib><creatorcontrib>Cheng, Yankun</creatorcontrib><creatorcontrib>Hu, Xiaochi</creatorcontrib><creatorcontrib>Zhao, Xiaoning</creatorcontrib><creatorcontrib>Wang, Zhongqiang</creatorcontrib><creatorcontrib>Xu, Haiyang</creatorcontrib><creatorcontrib>Liu, Yichun</creatorcontrib><title>Flexible and transparent memristive synapse based on polyvinylpyrrolidone/N-doped carbon quantum dot nanocomposites for neuromorphic computing</title><title>Nanoscale advances</title><description>Memristive devices are widely recognized as promising hardware implementations of neuromorphic computing. Herein, a flexible and transparent memristive synapse based on polyvinylpyrrolidone (PVP)/N-doped carbon quantum dot (NCQD) nanocomposites through regulating the NCQD doping concentration is reported.
In situ
Kelvin probe force microscopy showed that the trapping/detrapping of space charge can account for the memristive mechanism of the device. Diverse synaptic functions, including excitatory postsynaptic current (EPSC), paired-pulse facilitation (PPF), spike-timing-dependent plasticity (STDP), and the transition from short-term plasticity (STP) to long-term plasticity (LTP), are emulated, enabling the PVP-NCQD hybrid system to be a valuable candidate for the design of novel artificial neural architectures. In addition, the synaptic device showed excellent flexibility against mechanical strain after repeated bending tests. This work provides a new approach to develop flexible and transparent organic artificial synapses for future wearable neuromorphic computing systems.
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In situ
Kelvin probe force microscopy showed that the trapping/detrapping of space charge can account for the memristive mechanism of the device. Diverse synaptic functions, including excitatory postsynaptic current (EPSC), paired-pulse facilitation (PPF), spike-timing-dependent plasticity (STDP), and the transition from short-term plasticity (STP) to long-term plasticity (LTP), are emulated, enabling the PVP-NCQD hybrid system to be a valuable candidate for the design of novel artificial neural architectures. In addition, the synaptic device showed excellent flexibility against mechanical strain after repeated bending tests. This work provides a new approach to develop flexible and transparent organic artificial synapses for future wearable neuromorphic computing systems.
A flexible and transparent memristive synapse is fabricated by inserting NCQDs into the PVP, which the biorealistic realization of several essential synaptic functions.</abstract><pub>RSC</pub><doi>10.1039/d1na00152c</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-9457-4552</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Chemistry |
title | Flexible and transparent memristive synapse based on polyvinylpyrrolidone/N-doped carbon quantum dot nanocomposites for neuromorphic computing |
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