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Research

I am deeply engaged in independent research focused on critical issues affecting our communities, including wildfires, air quality, environmental sustainability, and power outages. I explore the causes, impacts, and potential solutions to these challenges through data analysis, field observations, and academic study. My goal is to better understand how science and technology can be applied to protect communities and the environment. This work reflects my passion for problem-solving and public impact, and I plan to continue pursuing research in these areas throughout college and into my future career

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A Novel Approach for Early Detection of Wildfires Using Power Line Crawlers with Embedded ML Image Classification

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Scalable, Reusable and Eco-friendly Shipping box

Forest Fires

A Novel Approach for Improving Effectiveness of Prescribed Burns Using ML Models Based on Geospatial and Climate Data

Solar Panels on Roof

Identifying and Investing in Electricly Medically Dependent Homes Most at risk to Power Outages in California

Industrial Smoke

Predicting Air Quality Based on Climate Factors in Various Geographical Locations Utilizing Artificial Neural Networks

Image by Fré Sonneveld

Improving predictions of power outages and determining resiliency of power grids on the West Coast utilizing machine learning and sensitivity analysis

Wildfires

Wildfire Data Analysis & Report 

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