Predicting mine water inflow volumes using a decomposition-optimization algorithm-machine learning approach [PDF]
Scientific ReportsDisasters caused by mine water inflows significantly threaten the safety of coal mining operations. Deep mining complicates the acquisition of hydrogeological parameters, the mechanics of water inrush, and the prediction of sudden changes in mine water ...
Jiaxin Bian +9 more
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Time series prediction model using LSTM-Transformer neural network for mine water inflow [PDF]
Scientific ReportsMine flooding accidents have occurred frequently in recent years, and the predicting of mine water inflow is one of the most crucial flood warning indicators.
Junwei Shi +3 more
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Mine water inflow prediction based on DRN-BiLSTM model
Meikuang Anquan, 2023 For the problem of low accuracy and applicability of the model prediction in the study of mine water inflow, a method of mine water inflow prediction based on bidirectional short and long memory network（BiLSTM） and deep residual network （DRN） is proposed.
LIANG Manyu, YIN Shangxian, YAO Hui, XIA Xiangxue, XU Bin, LI Shuqian, ZHANG Gaizhuo
doaj +2 more sources
Analyzing water recharge mechanisms and predicting water inflow in deep mining based on hydrogeological structures: a case study [PDF]
Scientific ReportsUnderstanding water recharge mechanisms and accurately predicting water inflow are the fundamental objectives of mine hydrogeology investigation, particularly for ensuring deep mining safety.
Shichong Yuan +5 more
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Prediction of coal mine water inflow by different mining methods and environment impact analyses
Shuiwen dizhi gongcheng dizhi, 2023 Improper mining of coal mines can cause damage to water resources and the water environment, especially in areas with relatively fragile ecological environment.
Huapeng WEI +3 more
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Coal Mine Water Inflow Prediction Model Based on Multi-Factor Pearson Correlation Analysis
Applied SciencesSince geological structures around coal mines are complex, sudden coal mine water inflow is seriously threatening coal mining safety. To improve the accuracy of predicting coal mine water inflow, a multi-source dataset is collected to develop a coal mine
Liang Ma +6 more
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Prediction of water inflow of a coal mine of Shaanxi
Gong-kuang zidonghua, 2016 Main factors and indicators that affect water inflow of a coal mine of Shaanxi were analyzed according to its hydrogeological conditions. BP neural network and large-well method were used to predict water inflow of different working faces of the second ...
ZHANG Yaowen +3 more
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Geomechanics and Geophysics for Geo-Energy and Geo-ResourcesMine water inflow is an important basis for the formulation of mining plans and the utilization of groundwater resources. The mine water inflow is the result of the combined influence of many factors.
Bo Li +4 more
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Prediction of mine water inflow and analyses of its influence on desert vegetation
Shuiwen dizhi gongcheng dizhi, 2023 Mine inflow threats mine safety production underground, and may trigger a decline in the groundwater level in the mine area, causing irreversible successional degradation of surface vegetation.
Mou LIU +5 more
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Fine Prediction for Mine Water Inflow on Basis of Visual Modflow [PDF]
International Journal of Oil Gas and Coal Engineering, 2019 Mine water inflow refers to the influx of mine within the mine construction and production process of water per unit time. The amout of water inflow is not only an important indicator of the technical and economic evaluation of mine construction and rational development but also the main basis for coal mining production design department to develop ...
exaly +2 more sources