Risk assessment of water inrush from coal floor based on enhanced samples with class distribution

Abstract In the risk assessment of water inrush from coal floors, the amount of measured data obtained through on-site testing is small and random, which limits the prediction accuracy and generalizability of a model based on measured data. Using the distribution characteristics of the measured data...

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Bibliographic Details
Main Authors: Shiwei Liu, Jiaxin Zhao, Hao Yu, Jiaqi Chen
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-85997-x
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