Identification of mine water source based on TPE-LightGBM

Identification of mine water source based on TPE-LightGBM

Abstract Mine water inrush is a serious threat to mine safety production. It is very important to identify water inrush source types quickly to prevent and control water damage. In this study, the aqueous chemical components Na+ + K+, Ca2+, Mg2+, Cl−, SO4 2− and HCO3− of different aquifers in Pingdi...

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Bibliographic Details
Main Authors: Man Wang, Jianguo Zhang, Han Li, Bo Zhang, Zhenwei Yang
Format: Article
Language:English
Published: Nature Portfolio 2024-05-01
Series:Scientific Reports
Subjects:
Pingdingshan coalfield
Min water hazard
Tree-structured Parson estimator (TPE)
Light gradient boosting machine (LightGBM)
Intelligent water source identification model
Online Access:https://doi.org/10.1038/s41598-024-62413-4

Internet

https://doi.org/10.1038/s41598-024-62413-4

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