A Near-Infrared Retinomorphic Device with High Dimensionality Reservoir Expression.

Yan-Bing Leng, Ziyu Lv, Shengming Huang, Peng Xie, Hua-Xin Li, Shirui Zhu, Tao Sun, You Zhou, Yongbiao Zhai, Qingxiu Li, Guanglong Ding, Ye Zhou, Su-Ting Han
Author Information
  1. Yan-Bing Leng: Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong, 999077, P. R. China.
  2. Ziyu Lv: College of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
  3. Shengming Huang: College of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
  4. Peng Xie: Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
  5. Hua-Xin Li: College of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
  6. Shirui Zhu: Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong, 999077, P. R. China.
  7. Tao Sun: Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
  8. You Zhou: Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
  9. Yongbiao Zhai: College of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
  10. Qingxiu Li: Institute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
  11. Guanglong Ding: Institute for Advanced Study, Shenzhen University, Shenzhen, 518060, P. R. China.
  12. Ye Zhou: Institute for Advanced Study, Shenzhen University, Shenzhen, 518060, P. R. China.
  13. Su-Ting Han: Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong, 999077, P. R. China. ORCID

Abstract

Physical reservoir-based reservoir computing (RC) systems for intelligent perception have recently gained attention because they require fewer computing resources. However, the system remains limited in infrared (IR) machine vision, including materials and physical reservoir expression power. Inspired by biological visual perception systems, the study proposes a near-infrared (NIR) retinomorphic device that simultaneously perceives and encodes narrow IR spectral information (at ���980 nm). The proposed device, featuring core-shell upconversion nanoparticle/poly (3-hexylthiophene) (P3HT) nanocomposite channels, enables the absorption and conversion of NIR into high-energy photons to excite more photo carriers in P3HT. The photon-electron-coupled dynamics under the synergy of photovoltaic and photogating effects influence the nonlinearity and high dimensionality of the RC system under narrow-band NIR irradiation. The device also exhibits multilevel data storage capability (���8 levels), excellent stability (���2000 s), and durability (���100 cycles). The system accurately identifies NIR static and dynamic handwritten digit images, achieving recognition accuracies of 91.13% and 90.07%, respectively. Thus, the device tackles intricate computations like solving second-order nonlinear dynamic equations with minimal errors (normalized mean squared error of 1.06 �� 10��� during prediction).

Keywords

References

  1. Nat Commun. 2023 Mar 11;14(1):1344 [PMID: 36906637]
  2. Chem Soc Rev. 2013 Jan 7;42(1):173-201 [PMID: 23072924]
  3. J Mater Chem B. 2020 Sep 9;: [PMID: 32902559]
  4. Adv Mater. 2024 May;36(21):e2312473 [PMID: 38385598]
  5. Sci Adv. 2021 May 14;7(20): [PMID: 33990331]
  6. Nanotechnology. 2014 Dec 5;25(48):482001 [PMID: 25397916]
  7. Nat Commun. 2023 Jan 28;14(1):468 [PMID: 36709349]
  8. Nat Commun. 2023 Nov 23;14(1):7655 [PMID: 37996491]
  9. Nat Commun. 2023 Jun 16;14(1):3585 [PMID: 37328514]
  10. Adv Mater. 2024 Nov;36(48):e2411225 [PMID: 39390822]
  11. Chem Rev. 2014 May 28;114(10):5161-214 [PMID: 24605868]
  12. Adv Mater. 2023 Jun;35(22):e2206864 [PMID: 36484488]
  13. Nat Commun. 2017 Dec 19;8(1):2204 [PMID: 29259188]
  14. Nat Commun. 2023 Jun 21;14(1):3695 [PMID: 37344448]
  15. Nat Commun. 2023 Apr 15;14(1):2169 [PMID: 37061543]
  16. Nat Commun. 2023 Jan 31;14(1):504 [PMID: 36720868]
  17. Nat Commun. 2021 Feb 16;12(1):1068 [PMID: 33594066]
  18. Adv Mater. 2024 Jan;36(3):e2308502 [PMID: 37862005]
  19. Chem Soc Rev. 2022 Mar 7;51(5):1729-1765 [PMID: 35188156]
  20. Adv Mater. 2024 Feb;36(6):e2301986 [PMID: 37435995]
  21. Adv Mater. 2023 Sep;35(37):e2205381 [PMID: 36222391]
  22. Nat Commun. 2023 Oct 11;14(1):6385 [PMID: 37821427]
  23. Nat Commun. 2023 Apr 21;14(1):2281 [PMID: 37085540]
  24. Nat Commun. 2024 Jan 25;15(1):740 [PMID: 38272878]
  25. Adv Sci (Weinh). 2022 May;9(15):e2106092 [PMID: 35285175]
  26. Nat Commun. 2022 Nov 17;13(1):7019 [PMID: 36384983]
  27. Nat Commun. 2014 Aug 21;5:4720 [PMID: 25144762]
  28. Adv Mater. 2023 Sep;35(37):e2203830 [PMID: 35808962]
  29. ACS Nano. 2024 Jan 16;18(2):1241-1256 [PMID: 38166167]
  30. Chem Soc Rev. 2015 Mar 21;44(6):1680-713 [PMID: 25335878]
  31. Nat Nanotechnol. 2023 Aug;18(8):882-888 [PMID: 37081081]
  32. Adv Mater. 2020 Mar;32(9):e1906225 [PMID: 31961986]
  33. Nat Commun. 2022 Nov 3;13(1):6590 [PMID: 36329017]
  34. Adv Mater. 2023 May;35(20):e2211598 [PMID: 36857506]
  35. ACS Nano. 2022 Jun 28;16(6):8619-8629 [PMID: 35436098]
  36. Sci Adv. 2022 Dec 14;8(50):eade1156 [PMID: 36516242]
  37. Adv Mater. 2023 Mar;35(12):e2208497 [PMID: 36620940]

Grants

  1. 2024B1515040002/Guangdong Provincial Department of Science and Technology
  2. 2021A1515012569/Guangdong Provincial Department of Science and Technology
  3. 2024A1515010006/Guangdong Provincial Department of Science and Technology
  4. 2024A1515011718/Guangdong Provincial Department of Science and Technology
  5. JCYJ20230808105900001/Science, Technology and Innovation Commission of Shenzhen Municipality
  6. JCYJ20210324095207020/Science, Technology and Innovation Commission of Shenzhen Municipality
  7. RCYX20200714114524157/Science, Technology and Innovation Commission of Shenzhen Municipality
  8. JCYJ20220818100206013/Science, Technology and Innovation Commission of Shenzhen Municipality
  9. JCYJ20220531102214032/Science, Technology and Innovation Commission of Shenzhen Municipality
  10. 20200804172625001/Science, Technology and Innovation Commission of Shenzhen Municipality
  11. 20231123155543001/Science, Technology and Innovation Commission of Shenzhen Municipality
  12. 2023A1515012479/Basic and Applied Basic Research Foundation of Guangdong Province
  13. 62122055/National Natural Science Foundation of China
  14. 62074104/National Natural Science Foundation of China
  15. 52373248/National Natural Science Foundation of China
  16. 62104154/National Natural Science Foundation of China
  17. 61974093/National Natural Science Foundation of China
  18. 62304137/National Natural Science Foundation of China

Word Cloud

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