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author:

Gao, Changsong (Gao, Changsong.) [1] | Liu, Di (Liu, Di.) [2] | Xu, Chenhui (Xu, Chenhui.) [3] | Xie, Weidong (Xie, Weidong.) [4] | Zhang, Xianghong (Zhang, Xianghong.) [5] | Bai, Junhua (Bai, Junhua.) [6] | Lin, Zhixian (Lin, Zhixian.) [7] (Scholars:林志贤) | Zhang, Cheng (Zhang, Cheng.) [8] | Hu, Yuanyuan (Hu, Yuanyuan.) [9] | Guo, Tailiang (Guo, Tailiang.) [10] (Scholars:郭太良) | Chen, Huipeng (Chen, Huipeng.) [11] (Scholars:陈惠鹏)

Indexed by:

Scopus SCIE

Abstract:

Reservoir computing has attracted considerable attention due to its low training cost. However, existing neuromorphic hardware, focusing mainly on shallow-reservoir computing, faces challenges in providing adequate spatial and temporal scales characteristic for effective computing. Here, we report an ultra-short channel organic neuromorphic vertical transistor with distributed reservoir states. The carrier dynamics used to map signals are enriched by coupled multivariate physics mechanisms, while the vertical architecture employed greatly increases the feedback intensity of the device. Consequently, the device as a reservoir, effectively mapping sequential signals into distributed reservoir state space with 1152 reservoir states, and the range ratio of temporal and spatial characteristics can simultaneously reach 2640 and 650, respectively. The grouped-reservoir computing based on the device can simultaneously adapt to different spatiotemporal task, achieving recognition accuracy over 94% and prediction correlation over 95%. This work proposes a new strategy for developing high-performance reservoir computing networks. Existing neuromorphic hardware, focusing mainly on shallow-reservoir computing, is challenged in providing adequate spatial and temporal scales characteristic for effective computing. Here, Gao et al. report an ultra-short channel organic neuromorphic vertical transistor with distributed reservoir states.

Keyword:

Community:

  • [ 1 ] [Gao, Changsong]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 2 ] [Liu, Di]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 3 ] [Xu, Chenhui]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 4 ] [Xie, Weidong]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 5 ] [Zhang, Xianghong]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 6 ] [Lin, Zhixian]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 7 ] [Guo, Tailiang]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 8 ] [Chen, Huipeng]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China
  • [ 9 ] [Gao, Changsong]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 10 ] [Liu, Di]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 11 ] [Xu, Chenhui]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 12 ] [Xie, Weidong]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 13 ] [Zhang, Xianghong]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 14 ] [Guo, Tailiang]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 15 ] [Chen, Huipeng]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China
  • [ 16 ] [Bai, Junhua]Tianjin Univ, Joint Sch Natl Univ Singapore & Tianjin Univ, Int Campus, Fuzhou 350207, Peoples R China
  • [ 17 ] [Lin, Zhixian]Fuzhou Univ, Sch Adv Mfg, Quanzhou 362200, Peoples R China
  • [ 18 ] [Zhang, Cheng]Fuzhou Univ, Dept Phys, Fuzhou 350108, Peoples R China
  • [ 19 ] [Hu, Yuanyuan]Hunan Univ, Changsha Semicond Technol & Applicat Innovat Res I, Coll Semicond, Coll Integrated Circuits, Changsha 410082, Peoples R China

Reprint 's Address:

  • 陈惠鹏

    [Chen, Huipeng]Fuzhou Univ, Inst Optoelect Display, Natl & Local United Engn Lab Flat Panel Display Te, Fuzhou 350002, Peoples R China;;[Chen, Huipeng]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350100, Peoples R China

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Source :

NATURE COMMUNICATIONS

ISSN: 2041-1723

Year: 2024

Issue: 1

Volume: 15

1 4 . 7 0 0

JCR@2023

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 19

SCOPUS Cited Count: 20

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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