Evidence map›Paper›PMID 40550009›Full record

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

Microstructural Origin of Nonmonotonic Piezoresistivity in Polymer Nanocomposites.

Ting Yui Wong, Kui Lin, Tao Yu, Fangxin Zou

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 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Microstructural Origin of Nonmonotonic Piezoresistivity in Polymer Nanocomposites.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    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

4 authors.

Ting Yui WongDepartment of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, 999077, China.
Kui LinDepartment of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, 999077, China.
Tao YuDepartment of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, 999077, China.
Fangxin ZouDepartment of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, 999077, China.ORCID https://orcid.org/0000-0001-5416-9176

Funding

Hong Kong Research Grant Council R5006-23Hong Kong Research Grant Council T22-502/18-RThe Hong Kong Polytechnic University 1-BBG3
6 · The paper itself

Abstract

Incorporating conductive nanomaterials into polymers yields a new class of piezoresistive strain-sensing materials. While possessing monotonic resistance-strain behavior is a fundamental requirement for any material used for strain sensing, polymer nanocomposites frequently exhibit nonmonotonic resistance responses under strain, which limits their application prospects. In this study, physical experiments and molecular dynamics simulations are performed to determine a feasible solution to overcome this limitation. The corresponding results demonstrate that regulating the initial inter-nanofiller junction geometry imparts complete control over the monotonic piezoresistive behavior of polymer nanocomposites. Mechanistically, monotonically increasing resistance responses under tension can be achieved by promoting active diffusion that causes van der Waals force-driven barrier crossing of nanofillers (resulting in direct contact between nanofillers, e.g., at elevated curing temperatures) during curing; thus, during deformation, nanofillers primarily move away from one another. Conversely, suppressing diffusion during curing causes barrier crossing of nanofillers, which results in resistance reduction, under deformation owing to stress-driven local rearrangement of polymer molecules in heterogeneous shear transformation zones. The mechanistic insights provided by this study can guide the design of next-generation, advanced strain-sensing materials in the future.

Indexed as

barrier‐crossing mechanismpiezoresistivitypolymer nanocompositeresistance‐strain inversionstrain sensing

Identifiers

PMID40550009
PMCPMC12463059

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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.