Evidence map›Paper›PMID 41507299›Full record

ArticleScientific reports2026

Design of aerogel granule size for thermal insulation of petroleum pipelines.

Xingyu Liu, Jiachao Wu, Jizhe Zhang, Peng Zhao, Nyachieo Kennedy Momanyi, Zhixiong Zhou, Wen Jiang, Yong Xie, Limin Liu

Abstract read
In one paragraph

Article in Scientific reports, 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

9 authors.

Xingyu Liu *School of Physics, Beihang University, Beijing, 100191, China.
Jiachao Wu *School of Physics, Beihang University, Beijing, 100191, China.
Jizhe Zhang *Kembl Petroleum Technology Co., Ltd., Beijing, 102200, China.
Peng ZhaoSchool of Physics, Beihang University, Beijing, 100191, China.
Nyachieo Kennedy MomanyiSchool of Physics, Beihang University, Beijing, 100191, China.
Zhixiong ZhouKembl Petroleum Technology Co., Ltd., Beijing, 102200, China.
Wen JiangKembl Petroleum Technology Co., Ltd., Beijing, 102200, China.
Yong XieSchool of Physics, Beihang University, Beijing, 100191, China. xiey@buaa.edu.cn.
Limin LiuSchool of Physics, Beihang University, Beijing, 100191, China.

Funding

High-Efficiency Thermal Insulation Casing for Geothermal Wells KEBML-2023E-03Key Technologies and Down-Hole Tools for Ultra-High-Temperature High-Precision Magnetic Guidance Drilling 2024ZG20National Natural Science Foundation of China 52494934
6 · The paper itself

Abstract

Silica aerogel granules possess low thermal conductivity and inherent hydrophobicity; however, the influence of granule size on thermal insulation performance has not been sufficiently investigated. In this study, silica aerogel granules with controlled sizes (0.04–3.33 mm) were prepared by mechanical or jet grinding, and a parallel thermal resistance network model was established to predict the effective thermal conductivity measured using the heat flow meter method. The results indicate that granules with an average diameter of 0.61 mm achieved the lowest thermal conductivity of 0.0173 W·m− 1·K− 1. This optimal performance originates from a balance between solid-phase conduction (reduced contact points) and gas-phase conduction (relatively compact packing density). COMSOL simulations further demonstrated that applying this material in a 2 km U-shaped geothermal well maintained the outlet fluid temperature at 99.38 °C. In addition, the intrinsically low density of the aerogel reduces the self-weight of the pipeline, thereby alleviating mechanical fatigue in long-distance transportation systems. This study provides an experimentally supported framework for understanding heat-transfer mechanisms in granular aerogel systems and offers guidance for improving the design and application of silica aerogels in geothermal and petroleum energy infrastructures.

Indexed as

COMSOL simulationGeothermal energySilica aerogelsThermal insulationU-shaped well

Identifiers

PMID41507299
PMCPMC12865187

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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.