Jared Willard

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

Predicting Water Temperature Dynamics of Unmonitored Lakes With Meta‐Transfer Learning

Jared Willard, Jordan S. Read, Alison Appling et al. · Water Resources Research · 2021 · 82 citations · Full text

Computing, Data Science, Environmental Sciences +6

Can machine learning accelerate process understanding and decision‐relevant predictions of river water quality?

Charuleka Varadharajan, Alison Appling, Bhavna Arora et al. · Hydrological Processes · 2022 · 79 citations · Full text

Natural Resources, Hydrology, Watershed Management +14