Expansive soils pose a severe geotechnical hazard to infrastructure construction in the southern Shaanxi region of China. However, the combined effects of initial water content and dry density on the swelling characteristics of this regional soil, and particularly the temporal evolution of swelling, remain insufficient...
Yulu Huai, F. Dang, Hui He et al.· Applied Sciences· 0 citations
Engineered cementitious composites (ECCs) are advanced ductile cementitious materials with superior tensile pseudo-strain-hardening behaviour and multiple microcracking capacity. However, their high cement consumption results in substantial carbon dioxide footprints and elevated production costs, restricting sustainabl...
Xing Liu, F. Dang, Xiao-Shan Cao· Advances in Cement Research· 0 citations
The analysis shows that PINNs are well suited to physics-constrained simulation and parameter inversion from sparse data but are limited by training instability and loss imbalance, and NOs enable rapid repeated forward predictions but depend strongly on representative training data and may perform poorly under out-of-d...
Lin-Chao Wang, Fei Xiong, F. Dang et al.· Buildings· 0 citations
This review systematically evaluates machine learning as a foundational paradigm for overcoming computational and scale-bridging challenges in geothermal energy and underground thermal storage, highlighting physics-informed machine learning (PIML) and hybrid architectures that embed conservation laws as strict constrai...
Xue Li, Lin Zhu, Wan Zhang et al.· Applied Sciences· 1 citation
Box culverts are critical components of transportation infrastructure, yet their load-carrying capacity is often compromised by reinforcement corrosion and geometric deterioration. This study proposes an integrated finite element (FEM) and machine learning (ML) framework to evaluate and predict the ultimate capacity of...
K. Majid, F. Dang, Abdulmoez Al Ismaeel et al.· Buildings· 0 citations
In saline soil and coastal environments, the recycled aggregate concrete (RAC) exhibits high sensitivity to chloride ion erosion, while the long-term erosion process is difficult to be reproduced by the experiment. For the simulation of the chloride ion diffusion, many contributions have been reported based on the tw...
Tianjing Linghu, F. Dang, Ze-Liang Yao et al.· Journal of materials in civi...· 0 citations
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