top of page
20240610_170805.jpg

My Research

Growing up in Southern California, I have first-hand observed devastating wildfires, severe droughts, and deadly winter storms.  I also realized that rising tides were eroding the shore and shrinking the iconic spherical rock in the middle of my beloved Crescent Bay. These severe events caused me to question the underlying causes behind these experiences, allowing me to become aware of the dangers of climate change.

 

I started doing research on Physics-Informed Neural Networks. I was able to use this cutting-edge approach to mathematically simulate water-coast interactions. These shallow water equations provided hard data that allowed me to design a model, driven by machine learning, for predicting coastline areas most at risk of erosion. I was excited to present my findings at various conferences and learn from other researchers.

 

Looking to the future, I hope to delve deeper into the real-world potentialities of AI for building computational models that can help us solve some of the biggest environmental problems we face today.

20231118_162035.1.jpg

November 18, 2023 Southern California Conferences for Undergraduate Research (SCCUR)

Sole Author

Physics-Informed Neural Networks for Solving the Shallow Water    Equations on Grids of Arbitrary Geometry​

Conference Presentations

Publication

IEEE Xplore  through IEEE SoutheastCon proceedings..

Published research paper.

June 10,  2024 SIAM Conference on the Mathematics of Planet Earth

Sole Author 

Neural Network Architectures for Simulating Time-Varying Room Acoustics

Conference Presentation

  • Live oral presentation and publication acceptance at 2024 IEEE International Conference on Artificial Intelligence x Science, Engineering, and Technology (AIxSET), October 2, 2024

Publication

IEEE Xplore  through IEEE AIxSET proceedings..

Published research paper.

20241002_165530_edited.jpg

October 2, 2024 IEEE AIxSET

August 16, 2024 iMOPTA at Lehigh University 

Sole Author

Data-Driven Physics-Informed Neural Network for Submarine Hull Shape Analysis

Conference Presentation

  • Poster presentation at the 2024 Industrial Modeling and Optimization: Theory and Applications (iMOPTA) Conference at Lehigh University,  August 16, 2024. 

  • Lightning talk (on Zoom) and poster presentation at IEEE 2024 BigData Conference (Core B-rated) Undergraduate and High School Symposium,  12/15/24. 

Publication

Pending publication in IEEE Xplore  through IEEE BogData Conference Proceedings (Google Scholar No. 6 ranked publication in Data Mining & Analysis).

Award

  • AI Youth Star Award Recipient in IEEE BigData Conference 2024

  • Honorable mention for the iMOPTA poster presentation

December 15, 2024, Virtual lightning talk and poster presentation at IEEE 2024 BigData Conference Undergraduate and High School Symposium

bottom of page