Evidence map›Paper›PMID 42644929›Full record

ArticleGels (Basel, Switzerland)2026

Silica-Inspired Aerogel Thermal Metamaterials with Gradient Porosity: High-Temperature-Induced Pore Sintering Evolution via Nanoindentation.

Yiming Song, Mingyang Yang, Shuxu Li, Huiyu Yang, Ying Yin, Mu Du

Abstract read
In one paragraph

Article in Gels (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Yiming SongSchool of Resources Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China.
Mingyang YangSchool of Resources Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China.ORCID 0000-0002-8307-0869
Shuxu LiSchool of Resources Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China.
Huiyu YangSchool of Resources Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China.
Ying YinShandong Key Laboratory of Hydrogen Energy Equipment and Safety, College of New Energy, China University of Petroleum (East China), Qingdao 266580, China.ORCID 0000-0002-6343-6077
Mu DuShenzhen Research Institute, Shandong University, Shenzhen 518057, China.ORCID 0000-0002-9614-5508

Funding

Key Laboratory of Thermo-Fluid Science and Engineering (Xi'an Jiaotong University), Ministry of Ed-ucation 710049National Natural Science Foundation of China 52130604Natural Science Basic Research Program of Shaanxi of China 2024JC-YBMS-449Natural Science Basic Research Program of Shaanxi of China No.2025JC-YBQN-596Postdoctoral Fellowship Program of CPSF GZC20232066Shandong Provincial Natu-ral Science Foundation ZR2025MS940
6 · The paper itself

Abstract

Localized densification of nanoporous silica under combined mechanical compression and elevated temperature involves coupled pore collapse, skeletal rearrangement, and thermally activated sintering. Clarifying how local pre-compression regulates these processes is important for understanding the surface and near-surface densification of nanoporous silica and related porous materials. In this study, the microscopic sintering behavior of a silica-inspired aerogel-like nanoporous model under the coupling of non-uniform local stress and high-temperature fields (indentation depths of 50-150 Å and temperatures of 298-1800 K) was systematically investigated using molecular dynamics simulations combined with a three-dimensional (3D) topological recognition algorithm (probe sphere method and DBSCAN clustering). The results indicate that the sintering densification of the silica-inspired aerogel model exhibits significant pore-size dependence and a "depth-temperature inverse relationship": the local pre-compression induced by the 150 Å indentation facilitates thermally activated atomic rearrangement and shifts the onset of densification to a lower temperature, leading to an early bimodal splitting of the pore size distribution at 1300 K, accompanied by a significant jump in the elastic modulus from 3.0 to 10.07 GPa. In contrast, the 50 Å shallow region requires heating to 1800 K to achieve an equivalent densification effect. Furthermore, topological analysis quantitatively reveals the phase transition process of the pore network from connected to isolated: taking 1300 K as an example, the number of connected pore clusters decreases from the initial 86 to 70 (at 1000 ps), marking the fracture of the connected network; subsequently, the number of isolated pores surges to 4861, and the residual connected framework is severely fragmented into 136 micro-clusters. Based on the above microstructural and topological evolution data, a four-stage thermo-mechanical synergistic evolution process of the silica-inspired aerogel model is summarized. These findings provide quantitative fundamental data that conceptually supports the design of functional gradient structures with alternating "dense-thermally-conductive" and "porous-thermally-insulating" layers within a single continuous aerogel matrix; such structures may be realized in the future through strategies such as arrayed nanoindentation combined with high-temperature sintering.

Indexed as

localized pressure-assisted sinteringmolecular dynamicsnanoindentationpore-network evolutionsilica-inspired aerogel

Identifiers

PMID42644929
PMCPMC13512897

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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.