Evidence map›Paper›PMID 42635131›Full record

ArticleNanotechnology2026

Coupled effects of nanoparticle surface roughness and grafting architecture on mechanical reinforcement in polymer nanocomposites.

Haoyu Wang, Zhangke Yang, Zhaoxu Meng

Abstract read
In one paragraph

Article in Nanotechnology, 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
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0citing papers in PubMed
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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

3 authors.

Haoyu WangDepartment of Mechanical Engineering, Clemson University, Clemson, SC 29634, United States of America.
Zhangke YangDepartment of Mechanical Engineering, Clemson University, Clemson, SC 29634, United States of America.
Zhaoxu MengDepartment of Mechanical Engineering, Clemson University, Clemson, SC 29634, United States of America.ORCID 0000-0002-3250-7696

Funding

Tissue Structural and Neural Remodeling in Human Sacroiliac JointP20GM121342 · NIGMS · CLEMSON UNIVERSITY · PI Jeryl Jones · 2018 to 2026
$24.7M
NIGMS NIH HHS P20 GM121342
6 · The paper itself

Abstract

Polymer nanocomposites derive their mechanical performance from nanoscale interfacial mechanisms that govern stress transfer, nanoconfinement, and deformation resistance. Among these mechanisms, nanoparticle surface geometry, interfacial interactions, and grafting architecture are particularly important, yet their coupled effects on reinforcement remain insufficiently understood. Here, coarse-grained molecular dynamics simulations are used to investigate polymer nanocomposites containing a rigid spherical nanoparticle with either smooth or sinusoidally rough surface geometry. Non-grafted and grafted systems with different grafting architectures are compared under weak and strong interfacial interactions. Under weak interfacial interactions, changes in surface roughness and grafting produce only modest differences in the tensile response. In contrast, under strong interactions, higher-amplitude roughness produces higher elastic moduli than the smooth case, consistent with more restricted interfacial polymer mobility and more effective load transfer. Grafting further amplifies reinforcement by creating permanent nanoparticle-polymer connectivity and increasing the mean number of topological constraints. Primitive-path analysis shows that grafting produces a larger topological shift than surface roughness. Beyond uniform grafting, the spatial organization of grafting sites provides additional tunability. Clustered grafting induces directional mechanical response, while targeted placement of grafting sites at surface apexes of surface-roughened nanoparticle more effectively couples tethered polymer chains to surface roughness features. These findings demonstrate that nanocomposite reinforcement arises from a cooperative interplay among surface roughness, interfacial interaction, and grafting architecture. The results provide molecular-level design principles for engineering polymer nanocomposites with improved interfacial load transfer, stiffness, and tailored mechanical performance.

Indexed as

coarse-grained molecular dynamicsgrafting architecturemechanical reinforcementnanoparticle surface roughnesspolymer nanocompositestopological constraints

Identifiers

PMID42635131
PMCPMC13535298

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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.