Xiaowei Jia

Process‐Guided Deep Learning Predictions of Lake Water Temperature

Jordan S. Read, Xiaowei Jia, Jared Willard et al. · Water Resources Research · 2019 · 427 citations · Full text

Computing, Computer Science, Water Resources Management +15

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

Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles

Xiaowei Jia, Jared Willard, Anuj Karpatne et al. · ACM/IMS Transactions on Data Science · 2021 · 287 citations · Full text

Computing, Computer Science, Physics +14

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

Predicting lake surface water phosphorus dynamics using process-guided machine learning

Paul C. Hanson, Aviah B. Stillman, Xiaowei Jia et al. · Ecological Modelling · 2020 · 131 citations · Full text

Natural Sciences, Ecology, Environmental Sciences +13