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

Author

Xianghao Liu

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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-Driven Resolution Refinement for Electrical Resistivity Tomography Using Multiarray Learning and Vision Mamba

Electrical resistivity tomography (ERT) inversion is inherently nonlinear and ill-posed, and conventional algorithms often suffer from limited resolution due to their dependence on initial models and regularization. Recent deep learning (DL)-based approaches have shown potential for resolution enhancement but purely da...

Yinpeng Li, Xianghao Liu, Yanqi Wu et al. · 0 citations

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