Katie Dagon
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Selected Conference & Workshop Presentations
AI and Machine Learning for Climate Science and Modeling, NSF Research Infrastructure Workshop, virtual, June 2023 (talk & panel), Slides, Recording.

The CLM5 Parameter Perturbation Experiment: Quantifying parametric uncertainty and working towards automated calibration, NCAR CGD Seminar Series / Land Model Working Group Winter Meeting, Boulder, CO, February 2023 (talk), Slides, Recording.

Objective Calibration of Land Models, American Meteorological Society Annual Meeting, Denver, CO, January 2023 (talk).

Machine Learning-Based Detection of Weather Fronts and Associated Extreme Precipitation in Historical and Future Climates, American Geophysical Union Fall Meeting, Chicago, IL, December 2022 (talk).

Changes in Extremes and Associated Vegetation Impacts under Climate Intervention, Gordon Research Conference on Climate Engineering, Newry, ME, June 2022 (poster).

Objective Calibration of Land Models, Aspen Global Change Institute Workshop on Exploring the Frontiers in Earth System Modeling with Machine Learning and Big Data, Aspen, CO, June 2022 (talk), Slides, Recording.

NCAR Earth System Data Science, NASEM Machine Learning and Artificial Intelligence to Advance Earth System Science Workshop, virtual, February 2022 (talk & panel), Slides, Recording.

Machine Learning-Based Feature Detection to Associate Precipitation Extremes with Synoptic Weather Events, American Geophysical Union Fall Meeting, virtual, December 2021 (talk).

Grand Challenges in AI4ESP: A Climate Modeling Perspective, DOE Artificial Intelligence for Earth System Predictability (AI4ESP) Workshop, virtual, November 2021 (plenary), Recording.

Parameter Calibration with Neural Network-Based Emulation of a Land Model, DOE Rubisco SFA Biogeochemistry Science Friday Webinar, virtual, November 2021 (talk), Slides, Recording.

Machine Learning and Earth System Modeling: From Parameter Calibration to Feature Detection, Kavli Institute for Theoretical Physics Machine Learning for Climate Conference, Santa Barbara, CA, November 2021 (talk), Slides and Recording.

Machine Learning-Based Feature Detection to Associate Precipitation Extremes with Synoptic Weather Events, 2nd Workshop on Knowledge Guided Machine Learning, virtual, August 2021 (talk), Recording.

Machine Learning with CESM, Community Earth System Model Tutorial, virtual, August 2021 (tutorial), Recording.

Modeling Land-Atmosphere Interactions in a Changing Climate, Lewis University Department of Physics Weisenthal Colloquium Series, virtual, February 2021 (talk), Recording.

Introduction to Neural Networks: with an application to Climate Model Emulation and Uncertainty Quantification, AGU Tutorial on Machine Learning and Deep Learning, virtual, December 2020, Slides, Recording.

Applying Machine Learning to Associate Precipitation Extremes with Synoptic-Scale Weather Events, American Geophysical Union Fall Meeting, virtual, December 2020 (talk).

Bayesian Calibration with Neural Network-Based Emulation of a Land Model, American Geophysical Union Fall Meeting, virtual, oral presentation, December 2020 (talk).

Machine Learning for Emulation and Uncertainty Quantification in a Land Surface Model, Artificial Intelligence for Earth System Science (AI4ESS) Summer School, virtual, June 2020 (tutorial), Recording.

A Machine Learning Approach to Quantify Land Model Parameter Uncertainty, American Geophysical Union Fall Meeting, San Francisco, CA, December 2019 (talk).

Machine Learning for Parameter Estimation in CLM5, CESM Land Model Working Group Meeting, Boulder, CO, February 2019 (talk).

Reducing Uncertainty in Land Surface Models, American Geophysical Union Fall Meeting, Washington, DC, December 2018 (talk).

Moving Towards a Global Biogeophysical Parameter Optimization for CLM5, Community Earth System Model Workshop, Boulder, CO, June 2018 (talk).

Effects of Solar Geoengineering on Vegetation: Implications for Biodiversity and Conservation, American Geophysical Union Fall Meeting, New Orleans, LA, December 2017 (talk).

Regional Climate Variability under Model Simulations of Solar Geoengineering, Gordon Research Conference on Climate Engineering, Newry, ME, July 2017 (poster).

Soil Moisture-Climate Coupling under Model Simulations of Solar Geoengineering, Community Earth System Model Workshop, Breckenridge, CO, June 2016 (talk).

Exploring the Effects of Solar Radiation Management on Water Cycling in a Coupled Land-Atmosphere Model, Graduate Climate Conference, Woods Hole, MA, November 2015 (talk).