Evidence map›Paper›PMID 42711906›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Multi-Modal Low-Power Adaptive Braille Recognition System Based on Hf

Jikang Xu, Jiacheng Wang, Ziye Li, Weidong Sun, Jianlin Wang, Qiang Lu, Wenjing Liu, Xiaoyang Liu, Yan Sun, Xiaobing Yan

Abstract read
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In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Jikang Xu *Key Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.ORCID https://orcid.org/0009-0000-8073-0799
Jiacheng Wang *Key Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Ziye LiKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Weidong SunKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Jianlin WangKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Qiang LuKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Wenjing LiuKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Xiaoyang LiuKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Yan SunKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.
Xiaobing YanKey Laboratory of Brain-Like Neuromorphic Devices and Systems of Hebei Province, College of Electron and Information Engineering, Hebei University, Baoding, People's Republic of China.ORCID https://orcid.org/0009-0005-9349-770X

Funding

Cultivation Projects of National Major R&D Project 92164109Disruptive Technology Innovation Project of the National Key R&D Program DT01202402075Interdisciplinary Research Program of Natural Science DXK202101National Key R&D Plan "Nano Frontier" Key Special Project 2021YFA1200502National Key R&D Plan "Nano Frontier" Key Special Project 2024YFA1208400Regional Innovation and Development Joint Fund U23A20365Special Project of Strategic Leading Science and Technology of Chinese Academy of Sciences XDB44000000-7Yanzhao Young Scientist Project F2023201076
6 · The paper itself

Abstract

Tactile-assisted perception systems hold great promise for robotics and human-machine interaction, yet current assistive systems for visually impaired individuals suffer from redundant data transmission, complex fusion algorithms, and high-power consumption. These limitations can introduce millisecond‑scale processing latencies and restrict hardware‑level dynamic adaptability, posing substantial challenges for complex scenarios such as temperature‑induced tactile blurring. Here, we propose a multimodal adaptive perception system based on a Hf

Indexed as

memristormultimodal adaptive perceptionreservoir computing

Identifiers

PMID42711906
PMCPMC13554378

What OpenQuestion holds

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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.