Influence of prefabricated fissure angles on mechanical and infrared properties of red sandstone and failure prediction based on deep learning

Liwen He; Xin Xue; Xun Liu; Chengyu Xie; Dongping Shi

doi:10.1038/s41598-025-19033-3

Influence of prefabricated fissure angles on mechanical and infrared properties of red sandstone and failure prediction based on deep learning

L Liwen He X Xin Xue X Xun Liu (State Key Laboratory of Synergistic Chem-Bio Synthesis, Frontiers Science Center for Transformative Molecules, School of Chemistry and Chemical Engineering, School of Biomedical Engineering, National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), National Center for Translational Medicine) C Chengyu Xie D Dongping Shi

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Article Details

Journal Scientific Reports

Volume / Issue Vol. 15, Issue 1

Published October 08, 2025

DOI 10.1038/s41598-025-19033-3

ISSN 2045-2322

Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (5)

L

Liwen He

X

Xin Xue

X

Xun Liu

State Key Laboratory of Synergistic Chem-Bio Synthesis, Frontiers Science Center for Transformative Molecules, School of Chemistry and Chemical Engineering, School of Biomedical Engineering, National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), National Center for Translational Medicine

C

Chengyu Xie

D

Dongping Shi

Influence of prefabricated fissure angles on mechanical and infrared properties of red sandstone and failure prediction based on deep learning

Article Details

Journal Info

Authors (5)

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