Congestions and Spectral Transition in Time-Lagged Correlations of Motorway Traffic
arXiv:2312.12051 · doi:10.1016/j.physa.2024.129952
Abstract
The congestion of a motorway section is propagated to its neighbouring sections, leading to correlations. The resulting correlation matrix encodes the information on congestion. Here, we study symmetrized time-lagged correlations and show how their spectral properties reveal congestion durations. We carry out an empirical analysis and find a transition behavior for the dominant eigenvalue as function of the time lag. Furthermore, we set up a numerical simulation model for indicator time series of traffic phases as well as a simplified model that we treat analytically. We consider various scenarios. Our results reveal a nonlinear relation between the spectral transition and the congestion duration. In our simplified model, we derive this relation analytically.
References in corpus (19)
- Statistical Physics of Vehicular Traffic and Some Related Systems
- Simulation of pedestrian dynamics using a 2-dimensional cellular automaton
- A Random Matrix Approach to Cross-Correlations in Financial Data
- Discrete stochastic models for traffic flow
- Cellular automaton models and traffic flow
- Single-vehicle data of highway traffic - a statistical analysis
- A simple contagion process describes spreading of traffic jams in urban networks
- Single-vehicle data of highway traffic: microscopic description of traffic phases
- A realistic two-lane traffic model for highway traffic
- Scale-free Resilience of Real Traffic Jams
- Stability and Hierarchy of Quasi-Stationary States: Financial Markets as an Example
- Quasi-stationary states in temporal correlations for traffic systems: Cologne orbital motorway as an example
- The Importance of Antipersistence for Traffic Jams
- Spatial Correlation Analysis of Traffic Flow on Parallel Motorways in Germany
- Collective behavior in the North Rhine-Westphalia motorway network
- Identifying subdominant collective effects in a large motorway network
- Response functions as a new concept to study local dynamics in traffic networks
- Transitions between quasi-stationary states in traffic systems: Cologne orbital motorways as an example
- Correlations in Motion: A Simple Response-Based Analysis of Traffic Flow