Evidence map›Paper›PMID 39584792›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

Smart Driving Hardware Augmentation by Flexible Piezoresistive Sensor Matrices with Grafted-on Anticreep Composites.

Kaifeng Chen, Hua Yang, Ang Wang, Linsen Tang, Xin Zha, Ndeutala Selma Iita, Hong Zhang, Zhuoxuan Li, Xinyu Wang, Wei Yang and 2 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
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

12 authors.

Kaifeng ChenHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Hua YangHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Ang WangInstitute of Thermal Science and Technology, Shandong University, Jinan, 250061, China.
Linsen TangHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Xin ZhaHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Ndeutala Selma IitaState Key Laboratory of Silicon and Advanced Semiconductor Materials, School of Materials Science and Engineering, Zhejiang University, Hangzhou, 310027, China.
Hong ZhangHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Zhuoxuan LiHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Xinyu WangInstitute of Thermal Science and Technology, Shandong University, Jinan, 250061, China.
Wei YangCenter for X-Mechanics, Key Laboratory of Soft Machines and Smart Devices of Zhejiang Province, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Shaoxing QuHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.
Zongrong WangHuanjiang Laboratory, School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, 310027, China.ORCID https://orcid.org/0000-0003-4588-8640

Funding

Fundamental Research Funds for the Central Universities 226-2023-00002National Natural Science Foundation of China 12372166Natural Science Foundation of Zhejiang Province LZ23A020005Specialized Research Projects of Huanjiang Laboratory
6 · The paper itself

Abstract

Signal drift and hysteresis of flexible piezoresistive sensors pose significant challenges against the widespread applications in emerging fields such as electronic skin, wearable equipment for metaverse and human-AI (artificial intelligence) interfaces. To address the creep and relaxation issues associated with pressure-sensitive materials, a highly stable piezoresistive composite is proposed, using polyamide-imide (PAI) fibers as the matrix and in situ grafted-polymerized polyaniline (PANI) as the semi-conducting layer. The PAI with large rigid fluorenylidene groups exhibits a high glass transition temperature of 372 °C (PAI 5-5), which results in an extremely long relaxation time at room temperature and consequently offers outstanding anti-creep/relaxation performances. The enhancement of PAI-PANI interfacial bonding through in situ grafting improves the sensor reliably. The sensor presents high linear sensitivity of 35.3 kPa

Indexed as

grafted‐on compositespiezoresistive sensorspressure sensor matricespressure visualizationssmart‐driving augmentations

Identifiers

PMID39584792
PMCPMC11744520

What OpenQuestion holds

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Registered trials

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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.