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author:

Peng, Zhigang (Peng, Zhigang.) [1] | Chen, Wandi (Chen, Wandi.) [2] | Lin, Jianpu (Lin, Jianpu.) [3] | Wang, Haonan (Wang, Haonan.) [4] | Tang, Heng (Tang, Heng.) [5] | Zhang, Yu (Zhang, Yu.) [6] | Guo, Tailiang (Guo, Tailiang.) [7] (Scholars:郭太良) | Zhou, Xiongtu (Zhou, Xiongtu.) [8] (Scholars:周雄图) | Wu, Chaoxing (Wu, Chaoxing.) [9] (Scholars:吴朝兴) | Zhang, Yongai (Zhang, Yongai.) [10] (Scholars:张永爱)

Indexed by:

EI Scopus SCIE

Abstract:

Handwritten signatures are widely used in our daily lives, which focuses on how to obtain handwritten information comprehensively and effectively. Triboelectric nanogenerators can sensitively sense externally applied trigger signals and can be used to collect user handwriting signals and related features for handwriting input character detection and user identification. In this paper, an intelligent handwriting input panel based on triboelectric nanogenerator is proposed, which, combined with deep learning algorithms, achieves an accuracy of 99.32%, 98.96%, 99.14%, and 99.53% for recognizing handwritten signals in Arabic numerals, English words, Chinese characters, and different users, respectively. It is also possible to use different encoding methods for encrypted communication to transmit signals on the proposed handwriting input panel, demonstrating its potential applications. The results show that the smart handwritten input panel has great potential for personal handwritten signature recognition, privacy information, and human-computer interaction.

Keyword:

Deep learning Handwriting recognition Input panel Triboelectric nanogenerator

Community:

  • [ 1 ] [Peng, Zhigang]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 2 ] [Chen, Wandi]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 3 ] [Lin, Jianpu]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 4 ] [Wang, Haonan]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 5 ] [Tang, Heng]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 6 ] [Zhang, Yu]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 7 ] [Guo, Tailiang]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 8 ] [Zhou, Xiongtu]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 9 ] [Wu, Chaoxing]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 10 ] [Zhang, Yongai]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China
  • [ 11 ] [Guo, Tailiang]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China
  • [ 12 ] [Zhou, Xiongtu]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China
  • [ 13 ] [Wu, Chaoxing]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China
  • [ 14 ] [Zhang, Yongai]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China
  • [ 15 ] [Lin, Jianpu]Fuzhou Univ, Sch Adv Mfg, Quanzhou 362251, Peoples R China

Reprint 's Address:

  • [Zhou, Xiongtu]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China;;[Wu, Chaoxing]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China;;[Zhang, Yongai]Fuzhou Univ, Sch Phys & Informat Engn, Fuzhou 350108, Peoples R China;;[Zhou, Xiongtu]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China;;[Wu, Chaoxing]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China;;[Zhang, Yongai]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350116, Fujian, Peoples R China;;

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Source :

CHEMICAL ENGINEERING JOURNAL

ISSN: 1385-8947

Year: 2024

Volume: 500

1 3 . 4 0 0

JCR@2023

Cited Count:

WoS CC Cited Count: 1

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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