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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xiang Qiu

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2026

Instrument-Aware Closed-Loop Network for High-Resolution Electrical Resistivity Tomography

Electrical resistivity tomography (ERT) inversion is fundamentally constrained by the nonlinear and ill-posed nature of the problem, as well as the intrinsic limitations of measurement instruments. Conventional inversion methods, relying primarily on smoothness constraints, often oversmooth subsurface structures and bl...

Yin-Peng Li, Xiang-Hao Liu, Xiang Qiu et al. · 0 citations
2026

Physics-Consistent GPR Inversion via Feature-Enhanced Forward Module and Envelope Data

While full-waveform inversion (FWI) offers high-resolution ground penetrating radar (GPR) imaging, it is hampered by prohibitive computational costs and intrinsic sensitivity to initial models. Conversely, deep learning provides efficiency but often lacks physical constraints, leading to structural artifacts under nois...

Meijia Huang, Xiang Qiu, Yan-Qi Wu et al. · 0 citations

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