~/talk

Calibrating spatio-temporal network states in microscopic traffic simulation on a global level

Talkat SUMO User Conference 2021 · 2021-09-13..09-15
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Global calibration adjusts network-wide relative mean speed over 24 hours for a downtown Berlin extract with ~500k trips by combining MATSim demand tweaks, reduced urban capacities and velocities, SUMO rerouting and teleport vehicles to relax hotspots. Baseline SUMO only admits ~40% demand; >1,300 SUMO runs with 30 seeds each show combining levers doubles mean speeds in peak hours. A genetic algorithm tunes parameters to match daytime travel times closely but fails to reproduce realistic delays at night.

AI-written summary · about

  1. 0:00Intro
  2. 0:46Calibrating spatio-temporal network states in SUMO to MATSim 1. Motivation - yet another calibration approach?
  3. 6:02Calibrating spatio-temporal network states 2. Methodological approach
  4. 8:32Calibrating spatio-temporal network states 3. Status quo: What travel demand share goes currently through?
  5. 10:244.1 Exploration parameter space
  6. 13:364.2 Impact of individual measures
  7. 15:124.3 Impact of combined measures (best-ranked levers)
  8. 16:445.1 GA Framework design and problem formulation
  9. 18:125.2 Discussion best-fit solution
  10. 20:34Conclusion and outlook
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