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Journal of Applied Geophysics (1)

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Hamiltonian learning via inverse physics-informed neural networks

Jie Liu ^1,2,3 and Xin Wang ^1,2,*

¹Department of Physics, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong SAR, China
²City University of Hong Kong Shenzhen Research Institute, Shenzhen, Guangdong 518057, China
³Quantum Science Center of Guangdong-Hong Kong-Macao Greater Bay Area, Shenzhen, Guangdong 518045, China

^*Contact author: x.wang@cityu.edu.hk

Physics-guided deep learning for subsurface characterization: From resource exploration to engineering site investigation—A critical review

He Wen, Hongchuan Dai, Guixin Zhang, Qingchuan He, Renbo Gao, Qingzhe Cui, Tong Yang, and Cang Gong

Journal of Applied Geophysics 255 106515 (2026)

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