Department of Earth, Environmental & Planetary Sciences

Karianne Bergen

Assistant Professor
164 Angell Street
Room 327
Research Interests Oceans Ice and Atmospheres, Geophysics

Biography

My research interest is in scientific machine learning (SciML). My past work has focused on machine learning for pattern recognition and discovery in large, complex sensor data sets, with applications in earthquake seismology and biodefense.

Recent News

Communications Earth & Environment

Rewiring climate modeling with machine learning emulators

DEEPS PhD student Peter Van Kawtyk, with co-authors Professor Baylor Fox-Kemper, Assistant Professor Karianne Bergen, and Dr. Helene Hewitt (UK Met Office), have published a new perspective paper that discusses emerging research on machine learning-based "emulators" in climate science. They argue that "the next phase of climate modeling hinges on closer collaboration between simulator and emulator communities."
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