Evidence map›Paper›PMID 39390822›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2024

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 and 3 more

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed.

  1. Article
  2. Article
  3. Mesoscale ordered assembly of ErNature communications · 2026
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  5. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Yan-Bing LengDepartment of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong, 999077, P. R. China.
Ziyu LvCollege of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
Shengming HuangCollege of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
Peng XieInstitute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
Hua-Xin LiCollege of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
Shirui ZhuDepartment of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong, 999077, P. R. China.
Tao SunInstitute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
You ZhouInstitute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
Yongbiao ZhaiCollege of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, P. R. China.
Qingxiu LiInstitute of Microscale Optoelectronics, Shenzhen University, Shenzhen, 518060, P. R. China.
Guanglong DingInstitute for Advanced Study, Shenzhen University, Shenzhen, 518060, P. R. China.
Ye ZhouInstitute for Advanced Study, Shenzhen University, Shenzhen, 518060, P. R. China.
Su-Ting HanDepartment of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong, 999077, P. R. China.ORCID https://orcid.org/0000-0003-3392-7569

Funding

Basic and Applied Basic Research Foundation of Guangdong Province 2023A1515012479Guangdong Provincial Department of Science and Technology 2021A1515012569Guangdong Provincial Department of Science and Technology 2024A1515010006Guangdong Provincial Department of Science and Technology 2024A1515011718Guangdong Provincial Department of Science and Technology 2024B1515040002National Natural Science Foundation of China 52373248National Natural Science Foundation of China 61974093National Natural Science Foundation of China 62074104National Natural Science Foundation of China 62104154National Natural Science Foundation of China 62122055National Natural Science Foundation of China 62304137Science, Technology and Innovation Commission of Shenzhen Municipality 20200804172625001Science, Technology and Innovation Commission of Shenzhen Municipality 20231123155543001Science, Technology and Innovation Commission of Shenzhen Municipality JCYJ20210324095207020Science, Technology and Innovation Commission of Shenzhen Municipality JCYJ20220531102214032Science, Technology and Innovation Commission of Shenzhen Municipality JCYJ20220818100206013Science, Technology and Innovation Commission of Shenzhen Municipality JCYJ20230808105900001Science, Technology and Innovation Commission of Shenzhen Municipality RCYX20200714114524157
6 · The paper itself

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⁻

Indexed as

flash memoryhigh dimensionality reservoirin‐sensor reservoir computingretinomorphic deviceupconversion materials

Identifiers

PMID39390822
PMCPMC11602693

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.