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Gas concentration prediction based on SSA algorithm with CNN-BiLSTM-attention

Abstract Accurate prediction of coal mine gas concentration is a crucial prerequisite for preventing gas exceed and disasters. However, the existing methods still suffer from issues such as low data utilization, difficulty in effectively integrating multivariate nonlinear spatiotemporal features, an...

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Detalhes bibliográficos
Main Authors: Wenjing Xing, Yanguo Yang, Yanxin Zhang, Yong Yang
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Portfolio 2025-10-01
Colecção:Scientific Reports
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Acesso em linha:https://doi.org/10.1038/s41598-025-15838-4
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