Environmental Internship Program - 2023 Booklet

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OCEANS AND ATMOSPHERE Jaeda Woodruff ’25 GEOSCIENCES PROJECT TITLE Real-time Forecasting System for Hurricane Hazards and Risk ORGANIZATION(S) Hurricane Hazards and Risk Analysis Group, Department of Civil and Environmental Engineering, Princeton University MENTOR(S) Ning Lin, Professor of Civil and Environmental Engineering; Christine Blackshaw, Ph.D. candidate, Civil and Environmental Engineering; Avantika Gori, Ph.D. candidate, Civil and Environmental Engineering I compared the performance of various hurricane forecasting models from 2020-2022 and created a customizable forecasting tool trained on publicly available data. The tool uses a super ensemble approach, combining multiple independent models in a performancebased weighted average. This tool will be used to enable real-time, highly accurate hazard forecasting of factors such as wind speed, storm surge, rainfall and storm path on a county-bycounty basis without reliance on subjective forecasts. Through this research experience, I learned a range of skills including data analysis in the program Python and how to use simple machine-learning models to minimize error with multiple linear regression. I also gained insights into the strengths and weaknesses of our current forecasting abilities and the unusually active 2020 and 2023 hurricane seasons. I plan to extend my work with extreme weather over the next semester by researching the historical relationship between greenhouse gases and extreme weather formation. 94

Tienne Yu ’26 MOLECULAR BIOLOGY OCEANS AND ATMOSPHERE PROJECT TITLE Molecular Biology of the Marine Nitrogen Cycle ORGANIZATION(S) The Ward Lab, Department of Geosciences, Princeton University LOCATION(S) Princeton, New Jersey MENTOR(S) Bess Ward, William J. Sinclair Professor of Geosciences and the High Meadows Environmental Institute; Samantha Fortin, Postdoctoral Research Associate, Geosciences I worked with the Ward Lab to study the molecular underpinnings of the marine nitrogen cycle. My project focused on the nirK gene, which is involved in nitrite reduction, and the bacterial 16S gene, which is used to identify bacterial species. I contributed to two projects: a project studying the phylogeny and biogeography of bacterial species carrying the nirK gene, and a project studying nitrite oxidation in oxygen minimum zones, regions of the ocean with persistently low oxygen levels. For the first project, I organized and processed isolation source data of bacterial and archaeal nirK and assisted with creating a phylogenetic tree, a diagram that depicts the lines of evolutionary descent of genes from a common ancestor. For the second project, I optimized a PCR protocol for amplifying the 16S gene in water samples so that it can be sequenced to reveal the identities of the microorganisms within the samples. These results will provide a clearer understanding of how nitrite oxidation occurs in oxygen minimum zones. Through this internship, I gained valuable experience with molecular techniques and data processing and was introduced to oceanography and the marine nitrogen cycle. 95

Tienne Yu ’26<br />

MOLECULAR BIOLOGY<br />

OCEANS AND<br />

ATMOSPHERE<br />

PROJECT TITLE<br />

Molecular Biology of the<br />

Marine Nitrogen Cycle<br />

ORGANIZATION(S)<br />

The Ward Lab,<br />

Department of<br />

Geosciences,<br />

Princeton University<br />

LOCATION(S)<br />

Princeton, New Jersey<br />

MENTOR(S)<br />

Bess Ward,<br />

William J. Sinclair<br />

Professor of Geosciences<br />

and the High Meadows<br />

<strong>Environmental</strong> Institute;<br />

Samantha Fortin,<br />

Postdoctoral Research<br />

Associate, Geosciences<br />

I worked with the Ward Lab to study the<br />

molecular underpinnings of the marine nitrogen<br />

cycle. My project focused on the nirK gene, which<br />

is involved in nitrite reduction, and the bacterial<br />

16S gene, which is used to identify bacterial<br />

species. I contributed to two projects: a project<br />

studying the phylogeny and biogeography of<br />

bacterial species carrying the nirK gene, and<br />

a project studying nitrite oxidation in oxygen<br />

minimum zones, regions of the ocean with<br />

persistently low oxygen levels. For the first<br />

project, I organized and processed isolation<br />

source data of bacterial and archaeal nirK and<br />

assisted with creating a phylogenetic tree, a<br />

diagram that depicts the lines of evolutionary<br />

descent of genes from a common ancestor. For<br />

the second project, I optimized a PCR protocol<br />

for amplifying the 16S gene in water samples so<br />

that it can be sequenced to reveal the identities<br />

of the microorganisms within the samples. These<br />

results will provide a clearer understanding of<br />

how nitrite oxidation occurs in oxygen minimum<br />

zones. Through this internship, I gained valuable<br />

experience with molecular techniques and data<br />

processing and was introduced to oceanography<br />

and the marine nitrogen cycle.<br />

95

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