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cs.LG2026
AutoSurrogate: An LLM-Driven Multi-Agent Framework for Autonomous Construction of Deep Learning Surrogate Models in Subsurface Flow
Jiale Liu, Nanzhe Wang
High-fidelity numerical simulation of subsurface flow is computationally intensive, especially for many-query tasks such as uncertainty quantification and data assimilation. Deep l…
cs.LG2024★ 1 cited
Deep Learning Framework for History Matching CO2 Storage with 4D Seismic and Monitoring Well Data
Nanzhe Wang, Louis J. Durlofsky
Geological carbon storage entails the injection of megatonnes of supercritical CO2 into subsurface formations. The properties of these formations are usually highly uncertain, whic…