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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