Formula SAE Lap-Time Simulation and Vehicle Optimization

A scalable vehicle simulation tool for lap-time optimization, compared against real track telemetry.

Organization
Texas A&M Formula Electric
Area
Racing
Status
Iterating

What I did

  • Developed a scalable vehicle simulation tool for Formula SAE vehicle analysis.
  • Implemented lap-time-based performance optimization and multivariable engineering studies.
  • Built capabilities for comparing predicted vehicle performance against actual track telemetry.
  • Used simulation to analyze lap-time sensitivity and predict sector or split-time performance.
  • Explored numerical optimization approaches using CasADi and IPOPT.
  • Worked on models involving tire grip, aerodynamic loading, battery behavior, and drivetrain characteristics.

Tools and technologies

  • Python
  • Kotlin
  • AWS
  • CasADi
  • IPOPT

Related work

Live data from a moving race carIterating155 people. 13 teams. One car.CompetedLogging every test sessionImplemented