Prediction of coal and gas outbursts based on physics informed neural networks and traditional machine learning models

Abstract Coal and gas outbursts pose significant risks to underground mining operations, and accurate and reliable prediction is crucial for improving mine safety. Traditional machine learning models struggle to balance prediction accuracy and interpretability, particularly in cases of limited data...

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Bibliographic Details
Main Authors: Lei Wang, Baoshan Jia, Guorui Su
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-02320-4
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