Search Results for author: Zhi Zhong

Found 8 papers, 1 papers with code

Applications of physics-informed scientific machine learning in subsurface science: A survey

no code implementations10 Apr 2021 Alexander Y. Sun, Hongkyu Yoon, Chung-Yan Shih, Zhi Zhong

Geosystems are geological formations altered by humans activities such as fossil energy exploration, waste disposal, geologic carbon sequestration, and renewable energy generation.

BIG-bench Machine Learning Management

Combining Physically-Based Modeling and Deep Learning for Fusing GRACE Satellite Data: Can We Learn from Mismatch?

no code implementations31 Jan 2019 Alexander Y. Sun, Bridget R. Scanlon, Zizhan Zhang, David Walling, Soumendra N. Bhanja, Abhijit Mukherjee, Zhi Zhong

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 conceptual and/or data uncertainties related to various underrepresented and unrepresented processes, such as groundwater storage.

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