Evidence map›Paper›PMID 42597326›Full record

ArticleFrontiers in chemistry2026

Study on pyrolysis gas generation characteristics of insulating oil under electro-thermal action based on ReaxFF simulation.

Hua Mao, Jie Wang, Yalong Xia, Zeyao Ma, Fuxiang Li, Xinsheng Lan, Shaoqing Chen, Yan Wang, Xiaoliang Zeng, Qianqian Tian

Abstract read
In one paragraph

Article in Frontiers in chemistry, 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

The trial behind it

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

10 authors.

Hua MaoState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Jie WangState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Yalong XiaState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Zeyao MaState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Fuxiang LiState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Xinsheng LanState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Shaoqing ChenState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Yan WangState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Xiaoliang ZengState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.
Qianqian TianState Grid Sichuan Electric Power Research Institute, Chengdu, Sichuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Mineral insulating oil serves as the core insulation and cooling medium of power transformers, and its pyrolysis and gas generation behavior directly determine the safe operation of equipment. Conventional dissolved gas analysis (DGA) only targets small-molecule C1/C2 gases produced in the late pyrolysis stage, which inevitably causes obvious delay in early fault identification. In this work, ReaxFF reactive force field molecular dynamics simulations and physical experiments are jointly adopted to build a multi-component insulating oil molecular model consisting of alkanes, cycloalkanes and aromatics. We systematically investigate oil pyrolysis under single thermal stress and coupled electro-thermal stress, with C

Indexed as

electrical faultmineral insulating oilpyrolysisReaxFFthermal fault

Identifiers

PMID42597326
PMCPMC13468889

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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.