Willard, Jared

1. Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems
   2020/03/10 by Jared Willard, Xiaowei Jia, Willard, Jared +7 · 20 citations
   Computer Science · Decision Sciences · #Computational Physics and Python Applications #Machine Learning and Data Classification #Scientific Computing and Data Management
2. Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators
   2024/08/02 by Ankur Mahesh, Mahesh, Ankur, William D. Collins +26 · 7 citations
   Computer Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
3. Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural Operators
   2024/08/06 by Ankur Mahesh, Mahesh, Ankur, William D. Collins +27 · 5 citations
   Earth and Planetary Sciences · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
4. Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles
   2020/01/28 by Jia, Xiaowei, Willard, Jared, Karpatne, Anuj +4 · 2 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
5. Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles
   2018/10/31 by Jia, Xiaowei, Willard, Jared, Karpatne, Anuj +4 · 1 citation
   #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences
6. Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes
   2018/10/05 by Xiaowei Jia, Anuj Karpatne, Jia, Xiaowei +13 · 1 citation
   Environmental Science · Computer Science · #Hydrological Forecasting Using AI #Time Series Analysis and Forecasting #Hydrology and Watershed Management Studies
7. Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications
   2022/10/15 by Shaoming Xu, Xu, Shaoming, Ankush Khandelwal +21 · 1 citation
   Computer Science · Environmental Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Neural Networks and Applications
8. Foundation Models for Environmental Science: A Survey of Emerging Frontiers
   2025/04/05 by Yu, Runlong, Chen, Shengyu, Xie, Yiqun +3 · 3 citations
   #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM)