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Global vs. local optimization of system setup using a partial system simulator Math 164: Thomas W. Barr Make car go fast. Math 164: Thomas W. Barr Formula One 605 kg 4g turn $500 mil/yr Engine force(rpm) = k torque(rpm)


  1. Global vs. local optimization of system setup using a partial system simulator Math 164: Thomas W. Barr

  2. Make car go fast. Math 164: Thomas W. Barr

  3. Formula One • 605 kg • 4g turn • $500 mil/yr

  4. Engine force(rpm) = k torque(rpm)

  5. Transmission Gear Ratio 1 0.001 2 0.002 3 0.003 4 0.004 5 0.005 6 0.006 7 0.007 rpm(v) = v / ratio[n]

  6. Acceleration equation force(rpm) = k * torque(rpm)

  7. Acceleration equation force(v) = k’ * torque(v / ratio[n])

  8. Acceleration equation force(v) = (k / ratio[n]) * torque(v / ratio[n])

  9. Overall DE x’’ = ((k / ratio(x’)) * torque(x’ / ratio(x’)) - d(x’)) / m

  10. Simplifying assumptions • Shifts take zero time • Calculate gear on every time step • Drivers are perfect on straights • Ideal brake point taken

  11. Datasets • Synthesize • Torque curve • Drag curve • Braking curve • Interpolate • Spline, linear between points

  12. Acceleration run

  13. Acceleration run

  14. Global optimization

  15. Turning circle

  16. Global optimization

  17. Partially global optimization

  18. Results

  19. Results Improvement: 0.240

  20. Fuel Optimization Optimization Time Target Light 56.949 Heavy 56.918 70 kg Combined 56.916

  21. Conclusions • Whole track optimization worth 0.240 • Fuel load optimization worth 0.031 • Optimal setup independent of shift point • Coupled systems demand coupled optimization

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