Liangxu Shen

The rheological intelligent constitutive model of debris flow: A new paradigm for integrating mechanics mechanisms with data-driven approaches by combining data mapping and deep learning

Tianxing Ma, Hao Chen, Keying Zhang et al. · Expert Systems with Applications · 2025 · 39 citations

Artificial Intelligence, Geometric Learning, Engineering +11

Prediction of thermal conductivity of natural rock materials using LLE-transformer-lightGBM model for geothermal energy applications

Yufan Wang, Tianxing Ma, Liangxu Shen et al. · Energy Reports · 2025 · 21 citations · Full text

Modified Herschel–Bulkley–Papanastasiou model considering particle size distribution to debris flow rheological properties

Tianxing Ma, Rui Luo, Liangxu Shen et al. · Physics of Fluids · 2025 · 20 citations

A new CNN-GRU deep learning framework optimized by CHIO for precise prediction of debris flow velocity

Liangxu Shen, Tianxing Ma, Hao Chen et al. · Stochastic Environmental Research and Risk Assessment · 2025 · 18 citations

A novel social network search and LightGBM framework for accurate prediction of blast-induced peak particle velocity

Tianxing Ma, Cuigang Chen, Liangxu Shen et al. · Frontiers of Structural and Civil Engineering · 2025 · 13 citations