Katie Dagon
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Peer-Reviewed Publications
Prabhat, K. Kashinath, M. Mudigonda, S. Kim, L. Kapp-Schwoerer, A. Graubner, E. Karaismailoglu, L. von Kleist, T. Kurth, A. Greiner, K. Yang, C. Lewis, J. Chen, A. Lou, S. Chandran, B. Toms, W. Chapman, K. Dagon, C.A. Shields, T. O'Brien, M. Wehner, and W. Collins (2021), ClimateNet: an expert-labelled open dataset and Deep Learning architecture for enabling high-precision analyses of extreme weather. Geoscientific Model Development, 14, 107-124, doi:10.5194/gmd-14-107-2021.

Dagon, K., B.M. Sanderson, R.A. Fisher, D.M. Lawrence (2020), A machine learning approach to emulation and biophysical parameter estimation with the Community Land Model, version 5. Advances in Statistical Climatology, Meteorology and Oceanography, 6, 223-244, doi:10.5194/ascmo-6-223-2020. PDF

Xu, Y., L. Lin, S. Tilmes, K. Dagon, L. Xia, C. Diao, W. Cheng, Z. Wang, I. Simpson, and L. Burnell (2020), Climate engineering to mitigate the projected 21st-century terrestrial drying of the Americas: a direct comparison of carbon capture and sulfur injection. Earth System Dynamics, 11, 673-695, doi:10.5194/esd-11-673-2020.

Cheng, W., D.G. MacMartin, K. Dagon, B. Kravitz, S. Tilmes, J.H. Richter, M.J. Mills, and I.R. Simpson (2019), Soil Moisture and Other Hydrological Changes in a Stratospheric Aerosol Geoengineering Large Ensemble. Journal of Geophysical Research: Atmospheres, 124, 12773-12793, doi:10.1029/2018JD030237.

Kravitz, B., D.G. MacMartin, S. Tilmes, J.H. Richter, M.J. Mills, W. Cheng, K. Dagon, A.S. Glanville, J.- F. Lamarque, I.R. Simpson, J.J. Tribbia, and F. Vitt (2019), Comparing Surface and Stratospheric Impacts of Geoengineering with Different SO2 Injection Strategies. Journal of Geophysical Research: Atmospheres, 124, 7900-7918, doi:10.1029/2019JD030329.

Dagon, K., and D.P. Schrag (2019), Quantifying the effects of solar geoengineering on vegetation. Climatic Change, 153, 235-251, doi:10.1007/s10584-019-02387-9. PDF

Dagon, K., and D.P. Schrag (2017), Regional Climate Variability under Model Simulations of Solar Geoengineering. Journal of Geophysical Research: Atmospheres, 122, 12106-12121, doi:10.1002/2017JD027110. PDF

Dagon, K., and D.P. Schrag (2016), Exploring the Effects of Solar Radiation Management on Water Cycling in a Coupled Land-Atmosphere Model. Journal of Climate, 29, 2635-2650, doi:10.1175/JCLI-D-15-0472.1. PDF

Tobias, S.M., K. Dagon, and J.B. Marston (2011), Astrophysical Fluid Dynamics via Direct Statistical Simulation. The Astrophysical Journal, 727, 127, doi:10.1088/0004-637X/727/2/127. PDF

Selected Conference Presentations (*invited)
Dagon, K., M. Molina, J. Truesdale, J. Caron, and J. Meehl, Applying Machine Learning to Associate Precipitation Extremes with Synoptic-Scale Weather Events. American Geophysical Union Fall Meeting, virtual, oral presentation, December 2020.

*Dagon, K., B.M. Sanderson, R. Fisher, and D.M. Lawrence, Bayesian Calibration with Neural Network-Based Emulation of a Land Model. American Geophysical Union Fall Meeting, virtual, oral presentation, December 2020.

Dagon, K., B. M. Sanderson, R. Fisher, and D. M. Lawrence, A Machine Learning Approach to Quantify Land Model Parameter Uncertainty. American Geophysical Union Fall Meeting, San Francisco, CA, oral presentation, December 2019.

Dagon, K., R. Fisher, D. M. Lawrence, and B. M. Sanderson, Machine Learning for Parameter Estimation in CLM5. CESM Land Model Working Group Meeting, Boulder, CO, oral presentation, February 2019.

Dagon, K., R. Fisher, D. M. Lawrence, and B. M. Sanderson, Reducing Uncertainty in Land Surface Models. American Geophysical Union Fall Meeting, Washington, DC, oral presentation, December 2018.

Dagon, K., R. Fisher, D. M. Lawrence, and B. M. Sanderson, Moving towards a global biogeophysical parameter optimization for CLM5. 23rd Annual CESM Workshop, Boulder, CO, oral presentation, June 2018.

Dagon, K., and D. P. Schrag, Effects of Solar Geoengineering on Vegetation: Implications for Biodiversity and Conservation. American Geophysical Union Fall Meeting, New Orleans, LA, oral presentation, December 2017.

Dagon, K., and D. P. Schrag, Regional Climate Variability under Model Simulations of Solar Geoengineering. Gordon Research Conference: Climate Engineering, Newry, ME, poster presentation, July 2017.

Dagon, K., Soil Moisture-Climate Coupling under Model Simulations of Solar Geoengineering. 21st Annual CESM Workshop, Breckenridge, CO, oral presentation, June 2016.

Dagon, K., Exploring the Effects of Solar Radiation Management on Water Cycling in a Coupled Land-Atmosphere Model. Graduate Climate Conference, Woods Hole, MA, oral presentation, November 2015.

Science Writing
Dagon, K., "Engineering the Earth to Fight Climate Change," Science in the News Blog, 25 October 2016, http://sitn.hms.harvard.edu/flash/2016/engineering-earth-fight-climate-change.

Dagon, K., "Climate Change 2016: Make America Hot Again," Science in the News Blog, 9 August 2016, http://sitn.hms.harvard.edu/flash/2016/climate-change-2016-make-america-hot.

Dagon, K., "Science by the Pint," The Plainspoken Scientist, Student Blog Series, 18 July 2016, http://blogs.agu.org/sciencecommunication/2016/07/18/science-by-the-pint.

Dagon, K., "Pausing to Talk About Climate Change," Science in the News Blog, Special Edition on Climate Change, 30 June 2014, http://sitn.hms.harvard.edu/flash/2014/pausing-to-talk-about-climate-change