Evidence map›Paper›PMID 42598291›Full record

ArticleACS omega2026

Morphological Constraints on Double Percolation and Toughening in Nanocarbon-Filled Epoxy-Poly(ether imide) IPN Nanocomposites.

Matheus Mendes de Oliveira, Rogerio Ramos de Sousa, Daria Strugova, Nicole R Demarquette, Ragnar Larsson, Roland Kádár, Per Hallander, Danilo Justino Carastan

Abstract read
In one paragraph

Article in ACS omega, 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

8 authors.

Matheus Mendes de OliveiraCenter for Engineering, Modeling and Applied Social Sciences, Universidade Federal do ABC, Santo André 09210-170, Brazil.ORCID https://orcid.org/0000-0001-8420-3427
Rogerio Ramos de SousaCenter for Engineering, Modeling and Applied Social Sciences, Universidade Federal do ABC, Santo André 09210-170, Brazil.ORCID https://orcid.org/0000-0001-6616-1657
Daria StrugovaMechanical Engineering Department, École de Technologie Supérieure, Montréal H3C 1K3, Canada.
Nicole R DemarquetteMechanical Engineering Department, École de Technologie Supérieure, Montréal H3C 1K3, Canada.
Ragnar LarssonIndustrial and Materials Sciences, Chalmers University of Technology, Göteborg 412 96, Sweden.
Roland KádárIndustrial and Materials Sciences, Chalmers University of Technology, Göteborg 412 96, Sweden.ORCID https://orcid.org/0000-0002-6255-4952
Per HallanderSAAB AB, Linköping 581 88, Sweden.
Danilo Justino CarastanCenter for Engineering, Modeling and Applied Social Sciences, Universidade Federal do ABC, Santo André 09210-170, Brazil.ORCID https://orcid.org/0000-0002-6883-5894

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Lightweight polymer nanocomposites with enhanced electrical and mechanical performance are attractive candidates for fuel-efficient aeronautical applications. This study investigates the incorporation and selective localization of graphene nanoplatelets (GNP), carbon nanotubes (CNT), and carbon black (CB) in epoxy and epoxy-poly-(ether imide) (PEI) semi-interpenetrating polymer networks (semi-IPNs). Although the semi-IPN architecture promoted the expected selective localization of the nanofillers within the continuous PEI-rich phase, the anticipated double-percolation effect was not observed. We demonstrate that the main factor driving the loss of nanoparticle connectivity was the presence of epoxy-rich droplets in the PEI-rich phase, which disrupted long-range conductive pathways. The influence of these droplets depended strongly on the nanofiller type, with changes in droplet morphology correlating with increased percolation thresholds and reduced filler connectivity. These results demonstrate that selective localization and phase cocontinuity alone are insufficient to guarantee improved electrical percolation, which requires a favorable mesoscopic morphology. Likewise, impact resistance and fracture mechanisms were also dependent on droplet morphology. A formulation containing 15 PHR of PEI (IPN15) and 2.5 wt % GNP achieved an optimal balance of properties, exhibiting electrical conductivity comparable to that of the conventional epoxy/GNP nanocomposite while providing more than a 250% increase in impact strength. Overall, the findings demonstrate the critical role of mesoscopic morphology in governing the electrical performance of multiphase nanocomposites and highlight both the limitations and potential of epoxy-PEI semi-IPNs as a platform for the development of advanced multifunctional materials.

Identifiers

PMID42598291
PMCPMC13470705

What OpenQuestion holds

Textmetadata
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.