Formula Hybrid Optimization
An R-based study of Formula Hybrid and FSAE endurance data that models total scoring as a function of lap time and energy usage. Two linear models — one for efficiency, one for endurance — are combined into a single objective, then numerically optimized to find the lap time and energy draw that maximize total points.
The endurance model achieved R² = 0.988; the efficiency model was noisier but directionally clear. Useful as a planning tool for the team when deciding how to trade outright pace against energy budget.
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