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Stability of traffic breakup patterns in urban networks.
Marco Cogoni1, Giovanni Busonera1
1CRS4: Centro di Ricerche, Sviluppo e Studi Superiori in Sardegna, Ex-distilleria, Via Ampere, 2 - 09134 Cagliari (CA), Italy.
Physical Review. E
|August 20, 2021
Summary
Urban traffic networks exhibit stable and predictable cluster breakup patterns at criticality. This stability allows for a new similarity measure to classify traffic states, even approximating heavy traffic with a percolation model.
Area of Science:
- Complex Systems Science
- Urban Mobility Analysis
- Network Theory
Background:
- Recent studies focused on urban traffic network cluster size distributions.
- Understanding the spatial dynamics of traffic networks at criticality is crucial.
Purpose of the Study:
- To analyze spatial patterns of urban traffic clusters at criticality.
- To develop a similarity measure for urban traffic configurations.
- To investigate the temporal stability and predictability of traffic network breakup.
Main Methods:
- Application of percolation theory to real and synthetic urban traffic data.
- Spatial analysis of road clusters at criticality.
- Development of a clustering similarity score.
- Dimensionality reduction for traffic state taxonomy.
Main Results:
- Traffic network breakup patterns at criticality demonstrate high temporal stability and predictability.
- Average spatial distributions of high-rank clusters evolve predictably over time.
- A taxonomy of traffic states was successfully built using a similarity score.
Conclusions:
- Urban traffic networks exhibit robust spatial patterns at criticality.
- The developed similarity measure effectively classifies traffic states.
- A simple random percolation model can simulate heavy traffic breakup patterns with spatial correlations.
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