University of Washington

Mu-Ting Chien

Postdoctoral Scholar at Colorado State University

Google Scholar, GitHub, ORCID

About me


I am a postdoctoral scholar at the Colorado Stsate University, working with Prof. Elizabeth Barnes and Prof. Eric Maloney. My current research is at the intersection of artificial intellgence and tropical meterology. I use novel deep-learning climate emulator to study tropical cyclogenesis from subseasonal-to-decadal timescales.

I obtained my PhD in the Department of Atmospheric Sciences at the University of Washington, working with Prof. Daehyun Kim and Prof. Peter Blossey. My PhD thesis focuses on convectively coupled Kelvin waves (KWs) in current and future climates. I investigate the response of KWs to surface warming by running aquaplanet simulations. I also quantify the relative importance of tropical and midlatitude forcing in maintaining KWs in each basin and season. For my Master's research, I diagnosed the energetics of KWs and compared the representation of them in multiple reanalysis products.

I love teaching and interacting with people. Growing up in Taiwan, I was always curious about schools on the other side of the world. After graduating from National Taiwan University (NTU), I decided to persue a PhD degree and postdoc position in the US. Beyond science and school, I love hiking, biking, traveling, and all kinds of sports.

Publications


Chien, M.T., Barnes, E.A., & Maloney, E.D. (2025c). Modulation of tropical cyclogenesis by the convectively coupled Kelvin waves: insights from deep-learning climate emulator ACE2, Geophysical Research Letters, under review (Preprint)

Chien, M.T., Barnes, E.A., & Maloney, E.D. (2025b). Modulation of tropical cyclogenesis on subseasonalto- interannual timescales in the deep-learning climate emulator ACE2, IOP Machine Learning: Earth (Link)

Chien, M.T., & Kim, D. (2025). Changes in stratiform heating structure with surface warming weaken and accelerate convectively coupled Kelvin waves, Journal of Advances in Modeling Earth Systems, to be submitted (Preprint)

Chien, M.T., Kim, D., & Haertel, P. (2025a). Maintenance of convectively coupled Kelvin waves: internal thermodyanmic feedback vs. external momentum forcing. Geophysical Research Letters (Link)

Lee, S.H., Park, S.H., Chien, M.T., & Kim, D. (2025). Simulations of convectively coupled Kelvin waves (CCKWs) with three different cumulus parameterization schemes. Journal of Geophysical Research: Atmosphere, 130(9), e2024JD042738,(Link) (PDF)

Chien, M.T., & Kim, D. (2024). Response of convectively coupled Kelvin waves to surface temperature forcing. Journal of Advanced Modeling Systems (Link) (PDF)

Chien, M.T., & Kim, D. (2023). Representation of the convectively coupled Kelvin waves in modern reanalysis products. Journal of the Atmospheric Sciences, 80(2), 397-418. (Link) (PDF)

Research


Tropical cyclogenesis in deep-learning climate emulators

- How well can deep-learning emulators simulate tropical cyclogensis?
- Modulation of tropical cyclogenesis by KWs
- Tropical cyclongenesis in paleoclimate

Convectively coupled Kelvin waves

- KWs in a warmer climate
- Regionality and seasonality of KWs
- KWs in cloud-resolving simulations
- Energetics of KWs

Teaching


ATMS 220 Exploring Atmospheric Sciences, Summer 2022, UW

ATMS 101 Weather, Fall 2021, UW

Atmospheric Dynamics, Spring 2019, NTU

Outreach


Within the atmospheric science department at UW, I lead the peer mentoring program and organize the industry seminars. Outside of the department, I am the vice present of the UW Taiwanese Graduate Student and Professional Association. Before graduate school, I joined World Volunteer Society at NTU. I taught elemnetary and middle school students in remote aboriginal tribes in Taiwan every summer and winter vacation. Many of the students did not have good access to educational resources nor economic support from family. They taught me to live at the moment and cherish what I have.

CV


CONTACT

Fort Collins, CO, US

Email: Mu-Ting.Chien@colostate.edu

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