~/talk

Simulation-based origin destination matrix reduction: a case study of Helsinki city area

Talkat SUMO User Conference 2023 · 2023-05-02..05-04· [data-engineering]
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Workflow reduces a 2,000-zone OD matrix to a ~400-zone Helsinki core by running one extended SUMO simulation, recording vehicle trajectories and border edges, and building a core OD that includes in/out and through trips; reduced simulations run in ~20 minutes versus ~6 hours for the extended run. An edge-based OD assignment preserves border flow patterns while keeping randomness. Validation with DigiTraffic shows average MAPE 34% against observed counts; border stations see ~10% lower error.

AI-written summary · about

  1. 0:00Intro
  2. 0:39MOTIVATION AND BACKGROUND
  3. 5:44PROBLEM FORMULATION
  4. 8:31PROPOSED WORKFLOW
  5. 10:08EDGE ASSIGNMENT ALGORITHM
  6. 10:44IMPLEMENTATION
  7. 11:37EXPERIMENTAL STUDY
  8. 16:42CONCLUSION
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