~/talk

Multi-Modal Traffic Simulation Calibration and Integration with Real-Time Hardware in Loop Simulator

Talkat SUMO User Conference 2022 · 2022-05-09..05-11
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Built a GPS-based calibration framework for Woody Hayes Drive using OSU CABS data, dividing the network into 12 sections and optimizing nine entry-point generation probabilities with a genetic algorithm stopped at 10 generations under a PMRE objective. Implemented a SUMO+dSpace ASM co-sim with a 5 Hz SUMO / 100 Hz dSpace split, sending ego pose, returning an ROI of 10 vehicles and extrapolating across ~200 ms SUMO gaps. Demo on the OSU campus runs end-to-end in real time.

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  1. 0:00Introduction
  2. 0:27Background
  3. 1:05Objective
  4. 1:48Agenda
  5. 2:07Data Source
  6. 3:18Traffic Count
  7. 3:40GPS Data
  8. 3:58Travel Time Calculation
  9. 5:05Turn Ratios
  10. 6:05Pedestrians
  11. 6:40Calibration Setup
  12. 8:34Traffic Algorithms
  13. 9:15Optimization Function
  14. 10:20Genetic Algorithm
  15. 11:15Errors
  16. 11:29Assumptions
  17. 12:22Loop Simulation Framework
  18. 13:40Sumo Network
  19. 14:31Communication Interface
  20. 15:21Simulation Time
  21. 15:49extrapolation method
  22. 16:38cosimulation
  23. 17:34Conclusion
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