Congestions and Spectral Transition in Time-Lagged Correlations of Motorway Traffic
arxiv(2023)
摘要
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.
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