Identification of water sources of mine water bursts based on the FPS-DT model

Identification of water sources of mine water bursts based on the FPS-DT model

Abstract To effectively identify the source of water in coal mines and prevent water-related accidents, this paper utilises the hydrochemical characteristics of the aquifers Shanxi Hanzui Coal Mine. The fuzzy C-means (FCM) clustering method is employed to classify water sample data, followed by prin...

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Bibliographic Details
Main Authors: Kaide Liu, Yu xia, Xiaolong Li, Chaowei Sun, Wenping Yue, Qiyu Wang, Songxin Zhao, Shufeng Chen
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Principal component analysis (PCA)
Fuzzy C-Means
SMOTE oversampling
Decision tree
Hydrochemical characteristics
Online Access:https://doi.org/10.1038/s41598-025-13301-y
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