226 citations · 226 across the 2 of their papers we have counts for
3 papers
physics.geo-ph2021
Applications of physics-informed scientific machine learning in subsurface science: A survey
Alexander Y. Sun, Hongkyu Yoon, Chung-Yan Shih +1
Geosystems are geological formations altered by humans activities such as fossil energy exploration, waste disposal, geologic carbon sequestration, and renewable energy generation.…
physics.geo-ph2019★ 226 cited
Combining Physically-Based Modeling and Deep Learning for Fusing GRACE Satellite Data: Can We Learn from Mismatch?
Alexander Y. Sun, Bridget R. Scanlon, Zizhan Zhang +4
Global hydrological and land surface models are increasingly used for tracking terrestrial total water storage (TWS) dynamics, but the utility of existing models is hampered by con…
physics.data-an2018
Discovering state-parameter mappings in subsurface models using generative adversarial networks
Alexander Y. Sun
A fundamental problem in geophysical modeling is related to the identification and approximation of causal structures among physical processes. However, resolving the bidirectional…