Tropical Cyclone Track Prediction (IBTrACS)
My undergraduate thesis project evaluating LSTM for tropical cyclone track prediction. Across 12 experiments (3 basins × 4 timestep variations), the 8–16 window achieved a 14.2 km average error and R² of 0.999. The model was converted to ONNX to run in the browser with an Astro island-based frontend.
Web Developer & Thesis Researcher
Jan 1, 2026
Web Application
System Context & Requirements
Each system is designed around clear functional and technical requirements, from efficient data flows and responsive interfaces to long-term maintainability.
Approach & Technical Solution
The technical approach is tailored to the system architecture, including rendering strategy, component modularity, strict data validation, and reliable deployment.
Technology Stack
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