Shaoming Xu

Integrating Physics-Based Modeling with Machine Learning: A Survey

Jared Willard, Xiaowei Jia, Shaoming Xu et al. · 2020 · 307 citations

Computing, Computer Science, Physics +8

Knowledge-guided machine learning can improve carbon cycle quantification in agroecosystems

Licheng Liu, Wang Zhou, Kaiyu Guan et al. · Nature Communications · 2024 · 151 citations · Full text

Natural Sciences, Earth Sciences, Soil Sciences +14

Artificial Intelligence for Modeling Complex Systems: Taming the Complexity of Expert Models to Improve Decision Making

Yolanda Gil, Daniel Garijo, Deborah Khider et al. · ACM Transactions on Interactive Intelligent Systems · 2021 · 81 citations · Full text

Natural Resources, Hydrology, Water Resources Management +17

Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems

Jared Willard, Xiaowei Jia, Shaoming Xu et al. · arXiv (Cornell University) · 2020 · 68 citations · Full text

Computing, Computer Science, Physics +10

KGML-ag: a modeling framework of knowledge-guided machine learning to simulate agroecosystems: a case study of estimating N ₂ O emission using data from mesocosm experiments

Licheng Liu, Shaoming Xu, Jinyun Tang et al. · Geoscientific model development · 2022 · 64 citations · Full text

Natural Sciences, Agronomy, Computer Science +15