Mine water inflow prediction model based on variational mode decomposition and gated recurrent units optimized by improved chimp optimization algorithm

Water damage accidents occur frequently in mines in China, and accurate prediction of incoming water has become an important guarantee for the safe and efficient mining of coal resources. To improve the accuracy of mine water prediction, this paper proposes the VMD-iCHOA-GRU mine water prediction mo...

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Bibliographic Details
Published in:	Scientific reports Vol. 15; no. 1; pp. 4378 - 18
Main Authors:	Chen, Juntao, Fan, Mingjin
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 05.02.2025 Nature Publishing Group Nature Portfolio
Subjects:	639/166/986 639/705/258 704/2151/241 Accuracy Algorithms Coal mining Decomposition Gated recurrent units Humanities and Social Sciences Improved chimp optimization algorithm Mine drainage Mining accidents & safety multidisciplinary Optimization algorithms Prediction models Science Science (multidisciplinary) Variational mode decomposition Water damage accidents Water inrush Water damage accidents Variational mode decomposition Gated recurrent units Improved chimp optimization algorithm
ISSN:	2045-2322, 2045-2322
Online Access:	Get full text
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