Ultralow-power optoelectronic synaptic transistors based on polyzwitterion dielectrics for in-sensor reservoir computing.

Xiaosong Wu, Shuhui Shi, Baoshuai Liang, Yu Dong, Rumeng Yang, Ruiduan Ji, Zhongrui Wang, Weiguo Huang
Author Information
  1. Xiaosong Wu: State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, P. R. China. ORCID
  2. Shuhui Shi: Department of Electrical and Electronic Engineering, University of Hong Kong, Pokfulam Road, Hong Kong SAR, P. R. China. ORCID
  3. Baoshuai Liang: State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, P. R. China.
  4. Yu Dong: State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, P. R. China. ORCID
  5. Rumeng Yang: State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, P. R. China.
  6. Ruiduan Ji: State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, P. R. China.
  7. Zhongrui Wang: Department of Electrical and Electronic Engineering, University of Hong Kong, Pokfulam Road, Hong Kong SAR, P. R. China. ORCID
  8. Weiguo Huang: State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, P. R. China. ORCID

Abstract

Bio-inspired transistor synapses use solid electrolytes to achieve low-power operation and rich synaptic behaviors via ion diffusion and trapping. While these neuromorphic devices hold great promise, they still suffer from challenges such as high leakage currents and power consumption, electrolysis risk, and irreversible conductance changes due to long-range ion migrations and permanent ion trapping. In addition, their response to light is generally limited because of "exciton-polaron quenching", which restricts their potential in in-sensor neuromorphic visions. To address these issues, we propose replacing solid electrolytes with polyzwitterions, where the cation and anion are covalently concatenated via a flexible alkyl chain, thus preventing long-range ion migrations while inducing good photoresponses to the transistors via interfacial charge trapping. Our detailed studies reveal that polyzwitterion-based transistors exhibit optoelectronic synaptic behavior with ultralow-power consumption (~250 aJ per spike) and enable high-performance in-sensor reservoir computing, achieving 95.56% accuracy in perceiving the trajectory of moving basketballs.

References

  1. J Am Chem Soc. 2020 Apr 22;142(16):7393-7403 [PMID: 32233433]
  2. J Am Chem Soc. 2015 Jan 14;137(1):540-9 [PMID: 25489993]
  3. Nat Commun. 2023 Apr 15;14(1):2169 [PMID: 37061543]
  4. Nature. 2020 Jan;577(7792):641-646 [PMID: 31996818]
  5. Nanoscale. 2020 Aug 6;12(30):16348-16358 [PMID: 32725043]
  6. ACS Nano. 2017 Jul 25;11(7):7156-7163 [PMID: 28656774]
  7. Nat Commun. 2014;5:3158 [PMID: 24452193]
  8. ACS Appl Mater Interfaces. 2018 Nov 21;10(46):39983-39991 [PMID: 30383362]
  9. ACS Appl Mater Interfaces. 2020 Jul 8;12(27):30627-30634 [PMID: 32538621]
  10. Polymers (Basel). 2017 Nov 01;9(11): [PMID: 30965870]
  11. Adv Sci (Weinh). 2018 Jul 11;5(9):1701041 [PMID: 30250779]
  12. Adv Mater. 2015 Oct 7;27(37):5599-604 [PMID: 26426725]
  13. Nat Commun. 2018 Jul 16;9(1):2737 [PMID: 30013115]
  14. Adv Mater. 2018 Jul 4;:e1801548 [PMID: 29974526]
  15. Science. 2019 May 10;364(6440):570-574 [PMID: 31023890]
  16. Adv Mater. 2020 Jan;32(4):e1906122 [PMID: 31782561]
  17. ACS Appl Mater Interfaces. 2017 Jan 18;9(2):1609-1618 [PMID: 27990819]
  18. Nat Commun. 2020 Mar 18;11(1):1439 [PMID: 32188861]
  19. Small. 2020 Apr;16(13):e1907472 [PMID: 32068955]
  20. Nat Mater. 2019 Apr;18(4):309-323 [PMID: 30894760]
  21. Adv Mater. 2017 Jan;29(4): [PMID: 27874238]
  22. Adv Mater. 2018 May;30(21):e1800195 [PMID: 29665150]
  23. Adv Sci (Weinh). 2020 Mar 16;7(8):1903480 [PMID: 32328430]
  24. Science. 2017 Jan 20;355(6322):271-276 [PMID: 28104886]
  25. Adv Sci (Weinh). 2022 May;9(15):e2106092 [PMID: 35285175]
  26. Adv Mater. 2018 Jul 23;:e1802353 [PMID: 30033599]
  27. ACS Appl Mater Interfaces. 2016 Nov 9;8(44):30281-30286 [PMID: 27748109]
  28. Adv Mater. 2019 May;31(21):e1900903 [PMID: 30957923]
  29. Sci Adv. 2016 Jun 17;2(6):e1501326 [PMID: 27386556]
  30. Nat Commun. 2023 Jan 28;14(1):468 [PMID: 36709349]
  31. ACS Nano. 2022 Jun 28;16(6):8651-8661 [PMID: 35451308]
  32. Adv Sci (Weinh). 2023 May;10(15):e2300471 [PMID: 36950731]
  33. ACS Appl Mater Interfaces. 2015 Apr 8;7(13):7294-302 [PMID: 25821907]
  34. ACS Appl Mater Interfaces. 2021 Jun 9;13(22):26237-26246 [PMID: 34038087]
  35. Nat Nanotechnol. 2023 Aug;18(8):882-888 [PMID: 37081081]
  36. Adv Mater. 2020 Jul;32(28):e2001227 [PMID: 32500583]
  37. Nat Commun. 2021 Jan 18;12(1):408 [PMID: 33462233]
  38. ACS Nano. 2022 Jul 26;16(7):10188-10198 [PMID: 35612988]
  39. ACS Appl Mater Interfaces. 2022 Mar 23;14(11):13584-13592 [PMID: 35286804]
  40. Nat Commun. 2018 Jun 14;9(1):2339 [PMID: 29904130]
  41. Nat Commun. 2012 May 29;3:871 [PMID: 22643898]

Word Cloud

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