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Environmental Internship Program - 2023 Booklet

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OCEANS AND<br />

ATMOSPHERE<br />

Clara Conatser ’25<br />

GEOSCIENCES<br />

Certificates: French Language and Culture, Music<br />

Performance<br />

PROJECT TITLE<br />

Real-time Forecasting<br />

System for Hurricane<br />

Hazards and Risk<br />

ORGANIZATION(S)<br />

Hurricane Hazards and<br />

Risk Analysis Group,<br />

Department of Civil<br />

and <strong>Environmental</strong><br />

Engineering, Princeton<br />

University<br />

LOCATION(S)<br />

Princeton, New Jersey<br />

I studied and compared different methods of<br />

forecasting tropical cyclones. These methods<br />

included simple consensus, which compares<br />

several models that are weighted equally; and<br />

corrected consensus, in which models are<br />

weighted according to how accurately they<br />

predict storms in a training set. My analysis used<br />

a previously published equation to identify the<br />

best predictors of storm track (i.e., geographic<br />

location) and intensity. I also compared the<br />

absolute and relative error for the different<br />

models. Overall, I found that velocity, minimum<br />

pressure, latitude and longitude created the<br />

most accurate model. Through this project, I’ve<br />

become familiar with many ensemble forecasting<br />

methods and gained experience coding in<br />

the program Python. This knowledge will be<br />

invaluable for my junior project, which will focus<br />

on some aspect of tropical cyclone climatology.<br />

MENTOR(S)<br />

Ning Lin,<br />

Professor of Civil and<br />

<strong>Environmental</strong><br />

Engineering; Christine<br />

Blackshaw, Ph.D.<br />

candidate, Civil and<br />

<strong>Environmental</strong><br />

Engineering; Avantika<br />

Gori, Ph.D. candidate,<br />

Civil and <strong>Environmental</strong><br />

Engineering<br />

88

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