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Prediction of rock fracture toughness using a physics-integrated transformer model | Synapse
March 3, 2026
Prediction of rock fracture toughness using a physics-integrated transformer model
YW
Yunru Wang
MZ
Mao Zhou
FH
Fengfei He
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Key Points
Prediction of rock fracture toughness shows improved accuracy with this physics-integrated transformer model.
The model effectively combines machine learning and physics-based principles, enhancing the understanding of mechanical properties.
Using a physics-integrated transformer model allows for a more accurate prediction of rock behavior in various conditions.
This approach may enable more reliable assessments in geotechnical engineering, highlighting its practical relevance.
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Wang et al. (Fri,) studied this question.
synapsesocial.com/papers/69a76886badf0bb9e87e4f3f
https://doi.org/https://doi.org/10.1016/j.tafmec.2026.105502