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author:

Qiu, Jiawen (Qiu, Jiawen.) [1] | Li, Junlong (Li, Junlong.) [2] | Li, Wenhao (Li, Wenhao.) [3] | Wang, Kun (Wang, Kun.) [4] | Xiao, Tianyu (Xiao, Tianyu.) [5] | Su, Hao (Su, Hao.) [6] | Suk, Chan Hee (Suk, Chan Hee.) [7] | Zhou, Xiongtu (Zhou, Xiongtu.) [8] (Scholars:周雄图) | Zhang, Yongai (Zhang, Yongai.) [9] (Scholars:张永爱) | Guo, Tailiang (Guo, Tailiang.) [10] (Scholars:郭太良) | Wu, Chaoxing (Wu, Chaoxing.) [11] (Scholars:吴朝兴) | Ooi, Poh Choon (Ooi, Poh Choon.) [12] | Kim, Tae Whan (Kim, Tae Whan.) [13]

Indexed by:

EI Scopus SCIE

Abstract:

The human brain possesses a remarkable ability to memorize information with the assistance of a specific external environment. Therefore, mimicking the human brain's environment-enhanced learning abilities in artificial electronic devices is essential but remains a considerable challenge. Here, a network of Ag nanowires with a moisture-enhanced learning ability, which can mimic long-term potentiation (LTP) synaptic plasticity at an ultralow operating voltage as low as 0.01 V, is presented. To realize a moisture-enhanced learning ability and to adjust the aggregations of Ag ions, we introduced a thin polyvinylpyrrolidone (PVP) coating layer with moisture-sensitive properties to the surfaces of the Ag nanowires of Ag ions. That Ag nanowire network was shown to exhibit, in response to the humidity of its operating environment, different learning speeds during the LTP process. In high-humidity environments, the synaptic plasticity was significantly strengthened with a higher learning speed compared with that in relatively low-humidity environments. Based on experimental and simulation results, we attribute this enhancement to the higher electric mobility of the Ag ions in the water-absorbed PVP layer. Finally, we demonstrated by simulation that the moisture-enhanced synaptic plasticity enabled the device to adjust connection weights and delivery modes based on various input patterns. The recognition rate of a handwritten data set reached 94.5% with fewer epochs in a high-humidity environment. This work shows the feasibility of building our electronic device to achieve artificial adaptive learning abilities.

Keyword:

Ag nanofilament Ag nanowire network electricmobility long-term potentiation moisture-enhanced learning ability

Community:

  • [ 1 ] [Qiu, Jiawen]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 2 ] [Li, Junlong]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 3 ] [Li, Wenhao]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 4 ] [Wang, Kun]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 5 ] [Xiao, Tianyu]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 6 ] [Su, Hao]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 7 ] [Zhou, Xiongtu]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 8 ] [Zhang, Yongai]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 9 ] [Guo, Tailiang]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 10 ] [Wu, Chaoxing]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 11 ] [Suk, Chan Hee]Hanyang Univ, Dept Elect & Comp Engn, Seoul 04763, South Korea
  • [ 12 ] [Kim, Tae Whan]Hanyang Univ, Dept Elect & Comp Engn, Seoul 04763, South Korea
  • [ 13 ] [Zhou, Xiongtu]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350108, Peoples R China
  • [ 14 ] [Zhang, Yongai]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350108, Peoples R China
  • [ 15 ] [Guo, Tailiang]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350108, Peoples R China
  • [ 16 ] [Wu, Chaoxing]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350108, Peoples R China
  • [ 17 ] [Ooi, Poh Choon]Univ Kebangsaan Malaysia, Inst Microengn & Nanoelect IMEN, Bangi 43600, Selangor, Malaysia

Reprint 's Address:

  • 吴朝兴

    [Wu, Chaoxing]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350108, Peoples R China;;[Kim, Tae Whan]Hanyang Univ, Dept Elect & Comp Engn, Seoul 04763, South Korea;;[Wu, Chaoxing]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350108, Peoples R China;;[Ooi, Poh Choon]Univ Kebangsaan Malaysia, Inst Microengn & Nanoelect IMEN, Bangi 43600, Selangor, Malaysia

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Source :

ACS APPLIED MATERIALS & INTERFACES

ISSN: 1944-8244

Year: 2024

Issue: 8

Volume: 16

Page: 10361-10371

8 . 5 0 0

JCR@2023

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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