Evidence map›Paper›PMID 40445475›Full record

ArticleJournal of molecular modeling2025

Simulation study of hardness via nanoindentation of polymer nanocomposites through molecular dynamics.

Eduardo Naranjo-Adorno, Edgar O Castrejón-González, Juan F J Alvarado, Christian O Díaz-Ovalle, Vicente Rico-Ramírez

Abstract read
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Article in Journal of molecular modeling, 2025. 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
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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

5 authors.

Eduardo Naranjo-AdornoDepartamento de Ingeniería Química, Tecnológico Nacional de México en Celaya, Av. Antonio García Cubas 600 Pte, Celaya, Guanajuato, México.
Edgar O Castrejón-GonzálezDepartamento de Ingeniería Química, Tecnológico Nacional de México en Celaya, Av. Antonio García Cubas 600 Pte, Celaya, Guanajuato, México. edgar.castrejon@itcelaya.edu.mx.
Juan F J AlvaradoDepartamento de Ingeniería Química, Tecnológico Nacional de México en Celaya, Av. Antonio García Cubas 600 Pte, Celaya, Guanajuato, México.
Christian O Díaz-OvalleDepartamento de Ingenierías, Tecnológico Nacional de México/I.T. Roque, Km 8.0 Carretera Celaya-Juventino Rosas, Celaya, Guanajuato, 38124, México.
Vicente Rico-RamírezDepartamento de Ingeniería Química, Tecnológico Nacional de México en Celaya, Av. Antonio García Cubas 600 Pte, Celaya, Guanajuato, México.

Funding

Consejo Nacional de Humanidades, Ciencias y Tecnologías INFR-2015-01-254675Tecnológico Nacional de México 19676.24-P
6 · The paper itself

Abstract

contextPolyethylene (PE) and polylactic acid (PLA) are two of the most widely used polymers. It is known that their mechanical properties, such as hardness, are poor. In order to enhance the mechanical properties of those polymers, reinforcements have to be incorporated. Carbon nanotubes (CNTs) have proven to be an excellent choice for reinforcement. However, due to the π-π interactions, the nanotubes tend to agglomerate. One of the strategies to avoid agglomerations is chemical functionalization. The 3-amino-propyl tri-ethoxy silane (APTES) is a suitable option for functionalization. In this work, three different polymeric configurations were analyzed to verify their effect on hardness: linear, hyperbranched, and star-like. Further, the configuration with the highest hardness was reinforced with functionalized CNTs with APTES groups. Results indicate that a linear configuration, both of PE and PLA, generates greater hardness due to better structural arrangement. The percentage of functionalization of CNTs that generates a better interaction with PLA is 3%, which corresponds to five anchored groups. The addition of CNTs increases the hardness 14 times with respect to that of PLA without reinforcement.

methodMolecular models were built and visualized using MedeA and OVITO software programs. All simulations were run using the LAMMPS software. The force fields utilized were PCFF for polyethylene and COMPASS for PLA and carbon nanotubes. A van der Waals model was used to consider the non-bonding interactions between the indenter and substrate. An NVT ensemble was used to construct the substrates, and the indentation procedure involved iterative cycles of minimization and displacement of the indenter.

Indexed as

HardnessMolecular configurationMolecular dynamicsNancompositesNanoindentation

Identifiers

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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.