2021

June 7, 2021, Buffalo, NY. Vipin Kumar presented Physics Guided Machine Learning: A New Framework for Accelerating Scientific Discovery at the 2019 Erich Bloch Symposium, University at Buffalo.

March 9, 2021, Minneapolis, MN. Vipin Kumar presented Physics Guided Machine Learning: A New Framework for Accelerating Scientific Discovery at the DSMMA Journal Club Seminar Talk, University of Minnesota.

March 3 2021, Minneapolis, MN. Jared Willard presented Feature Importance in Machine Learning for Geosciences for the USGS AI/ML Capability Team.

February 23, 2021, Atlanta, GA (virtually from Minneapolis, MN) . Vipin Kumar presented Physics Guided Machine Learning: A New Framework for Accelerating Scientific Discovery at the PRedicting Emergence of Virulent Entities by Novel Technologies (PREVENT) Symposium, GA Tech.

January 11, 2021, Irvine, CA (virtually from Minneapolis, MN) . Vipin Kumar presented Physics Guided Machine Learning: A New Framework for Accelerating Scientific Discovery at the Data Science Working Group Webinar Series, US Climate Variability and Predictability (CLIVAR). (link to presentation)

Jan 2021, Lander Ver Hoef, Y. Lee, H. Adams, E. King, and I. Ebert-Uphoff, Topological Data Analysis for Identifying Convection in GOES-R Imagery, AMS 101st Annual Meeting, 20th Conference on Artificial Intelligence for Environmental Science, Jan 10-15, 2021.

2020

December 9, 2020, Oak Ridge, TN (virtually from Minneapolis, MN). Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at AI for Atoms: How to Machine Learn STEM, Oak Ridge National Laboratory.

December 8, 2020, online conference. Xiang Li presented Physics Guided Deep Learning Models for Hydrology at the American Geophysical Union Fall Meeting (AGU2020). Abstract and more details

November 6-13, 2020, online conference. Xiang Li presented KGML Implementation for Predicting Watershed Discharge; Case Study for the South Branch of the Root River Watershed at the 2020 ASA-CSSA-SSSA International Annual Meeting, Soil Science Society of America. Abstract and recorded presentation.

November 5, 2020, Medford, MA (virtually from Minneapolis, MN). Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at Tufts T-TRIPODS Seminar Series, Tufts University.

November 5, 2020, Medford, MA (virtually from Minneapolis, MN). Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at Tufts T-TRIPODS Seminar Series, Tufts University.

October 7, 2020, Reading, UK (virtually from Minneapolis, MN). Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at ECMWF-ESA Workshop on Machine Learning for Earth System Observation and Prediction, European Centre for Medium-Range Weather Forecasts.

Oct 2020, I. Ebert-Uphoff and Kyle Hilburn, On the Interpretation of Neural Networks Trained for Meteorological Applications, ECMWF-ESA Workshop on Machine Learning for Earth System Observation and Prediction.

September 28, 2020, Providence, RI (virtually from Minneapolis, MN). Jared Willard presented Integrating Physics-Based Modeling with Machine Learning at Brown University. (link to talk slides, link to recorded presentation)

September 24, 2020, Ames, IA (virtually from Minneapolis, MN). Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at the Theoretical and Applied Data Science seminar at Iowa State University. (link to talk slides)

Sept 2020, I. Ebert-Uphoff and Kyle Hilburn, Which strategies did my neural network learn? The 2nd NOAA Workshop on Leveraging AI in Environmental Sciences, Sept 17, 2000, link to recording.

August 3, 2020, Golden, CO (virtually from Minneapolis, MN). Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at the JISEA 10th Annual Meeting, Joint Institute for Strategic Energy Analysis.

Aug 2020, Amy McGovern, Ryan Lagerquist, Elizabeth Barnes, Imme Ebert-Uphoff. The Importance of Neural Network Interpretation Techniques for Climate and Weather Science. Workshop "Data Science in Climate and Climate Impact Research" - Conceptual Issues, Challenges, and Opportunities, ETH Zürich, Aug 20-21, 2020.

February 13, 2020, Washington, DC. Paul Hanson presented Improved understanding and prediction of 20 years of surface water phosphorus dynamics using process guided machine learning to the Environmental Protection Agency, Office of Research and Development and Office of Water, EPA Building.

January 30, 2020, Gainesville, FL . Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at the InfoTech Speaker Series, University of Florida.

Jan 2020, Ebert-Uphoff, I., Hilburn, K., Toms, B. A., & Barnes, E. A. Selected Methods from Explainable AI to Improve Understanding of Neural Network Reasoning for Environmental Science Applications. In 100th American Meteorological Society Annual Meeting. AMS, Jan 2020. (Abstract and recording of oral presentation)

2019

December 11, 2019, San Francisco, CA. Xiaowei Jia presented the Poster Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at the 2019 AGU Fall Meeting.

July 29, 2019, Provo, UT. Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at the 2019 Conference on Hydroinformatics, Bringham Young University.

July 10, 2019, Golden, CO. Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems, Data-Driven Forecasting and Prediction for Energy Systems Workshop, National Renewable Energy Laboratory (NREL).

June 12, 2019, Madison, WI. Paul Hanson presented Predicting and explaining phosphorus dynamics in Lake Mendota using knowledge and machine learning, Clean Lakes Alliance lecture series.

June 5, 2019, Oak Ridge, TN. Vipin Kumar presented the Computer Science and Mathematics Division(CSMD) Distinguished Lecture, Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems, Oak Ridge National Lab.

March 26, 2019, Minneapolis, MN. Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems, CESTA Seminar Series. University of Minnesota.

March 15, 2019, New York, NY. Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems, Earth and Envionment Engineering Seminar Series, Columbia University.

January 8, 2019, Phoenix, AZ. Vipin Kumar was on a panel: Physics guided ML: Emerging AI opportunities for weather and climate at the 18th Conference on Artificial and Computational Intelligence and its Applications to the Environmental Sciences, American Meteorological Society 99th Annual Meeting.

2018

Nov 6, 2018, Los Angeles, CA. Vipin Kumar presented Physics Guided Machine Learning: A New Paradigm for Modeling Dynamical Systems at Workshop III: HPC for Computationally and Data-Intensive Problems, UCLA.