Results 1 to 10 of about 286 (102)

Mine water inflow prediction based on DRN-BiLSTM model

open access: yesMeikuang 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

Chaos-generalized regression neural network prediction model of mine water inflow

open access: yesSN Applied Sciences, 2021
Artificial neural network (ANN) provides a new way for mine water inflow prediction. However, the effectiveness of prediction using ANN model would not be guaranteed if the influencing factors of water inflow are difficult to quantify or there are only a
Jianlin Li   +3 more
doaj   +2 more sources

Prediction of coal mine water inflow by different mining methods and environment impact analyses

open access: yesShuiwen 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
doaj   +2 more sources

Prediction technology of mine water inflow based on entropy weight method and multiple nonlinear regression theory and its application

open access: yesGeomechanics and Geophysics for Geo-Energy and Geo-Resources
Mine 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
doaj   +2 more sources

Prediction of water inflow of a coal mine of Shaanxi

open access: yesGong-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
doaj   +2 more sources

Prediction of mine water inflow and analyses of its influence on desert vegetation

open access: yesShuiwen 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
doaj   +2 more sources

Fine Prediction for Mine Water Inflow on Basis of Visual Modflow [PDF]

open access: yesInternational 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

Predicting mine water inflow volumes using a decomposition-optimization algorithm-machine learning approach

open access: yesScientific Reports
Disasters 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
doaj   +2 more sources

Mine Water Inflow Prediction Using a CEEMDAN-OVMD-Transformer Model

open access: yesApplied Sciences
Coal is a vital part of China’s energy system, and accurately predicting mine water inflow is crucial for ensuring the safety and efficiency of coal mining.
Yang Li, Qiang Wu, Fangchao Lei
doaj   +2 more sources

Time series prediction model using LSTM-Transformer neural network for mine water inflow

open access: yesScientific Reports
Mine 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
doaj   +2 more sources

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