Inspiration
The goal is to minimize the total race time for the car
What it does
Determine the perfect pit stop time, leading to lost track position. We were inspired to leverage real-time data to turn the pit strategy from an art into a science
How we built it
The solution was built using a full-stack data pipeline
Challenges we ran into
The primary challenge was handling the noise and volume of real-time telemetry data and ensuring the optimization calculation could be completed fast enough to be useful to the team
Accomplishments that we're proud of
Successfully developed a system that consistently predicts the optimal pit window with a sub-second accuracy when measured against historical race data
What we learned
Gained deep insights into the crucial difference between pure lap-time optimization and race-time optimization
What's next for Toyota GR Pit Stop Window Optimizer
Weather Modeling
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