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Published on: January 20, 2023
Unveiling Multistability in Urban Traffic Through Percolation Theory and Network Analysis
Rui Chen1, Jiazhen Liu1, Yong Li1
1Department of Electronic Engineering, Tsinghua University, Beijing 100086, China.
Urban traffic flow exhibits multistability, meaning it can exist in multiple stable states. Topologically important roads are key to predicting traffic congestion patterns and managing urban mobility.
Area of Science:
- Complex systems science
- Urban planning
- Network science
Background:
- Traffic congestion is a persistent urban challenge.
- The multistability of urban traffic flow is poorly understood.
- Existing models do not fully capture complex traffic dynamics.
Purpose of the Study:
- To empirically investigate multistability in urban traffic flow.
- To identify key network features influencing traffic states.
- To provide a quantitative basis for traffic management.
Main Methods:
- Analysis of high-resolution traffic data from four Chinese cities.
- Application of percolation theory to characterize traffic congestion.
- Use of data-driven clustering and classification techniques.
Main Results:
- Observed bimodal/multimodal distributions of congestion rate (f) and largest functional cluster size (G), confirming multistability.
- Identified high betweenness centrality road segments as critical congestion points.
- Top 1% of topologically important roads accurately predict traffic states and dynamics.
Conclusions:
- First large-scale empirical evidence of multistability in urban traffic networks.
- Topological importance of road segments is a key predictor of traffic behavior.
- Findings support improved traffic forecasting and management strategies.
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