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Theory-Constrained Machine Learning for Roof Bolt-Cable Support Design in Coal Roadways: Parameter Prediction and FLAC3D Verification

Coal roadway support design still relies heavily on engineering analogy and simplified analytical rules, which limits transferability across sites with different geological and geometric conditions. This study develops a theory-constrained machine learning workflow for roof bolt-cable support design...

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Principais autores: Xigui Zheng, Minxue Niu, Zhongguo He
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-05-01
coleção:Applied Sciences
Assuntos:
coal roadway support
roof bolt
roof cable
theory-constrained machine learning
FLAC3D
support optimization
Acesso em linha:https://www.mdpi.com/2076-3417/16/10/4969
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