From homogeneous to heterogeneous traffic flows: Lp String stability under uncertain model parameters

•Heterogeneity of drivers and vehicles makes platoons more unstable, on average.•L∞ characterization of string stability is more appropriate than L2 one.•Analytical sufficient condition for L∞ string stability is derived.•Lp norm variability due to platoon length, speed, and parameters pdfs is analy...

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Veröffentlicht in:Transportation research. Part B: methodological 2021-04, Vol.146, p.136-154
Hauptverfasser: Montanino, Marcello, Monteil, Julien, Punzo, Vincenzo
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Monteil, Julien
Punzo, Vincenzo
description •Heterogeneity of drivers and vehicles makes platoons more unstable, on average.•L∞ characterization of string stability is more appropriate than L2 one.•Analytical sufficient condition for L∞ string stability is derived.•Lp norm variability due to platoon length, speed, and parameters pdfs is analysed.•Parameters pdfs shape and correlation sensibly affect string stability. This paper shows that the heterogeneity of drivers’ and vehicles characteristics makes platoons, on average, more string-unstable. However, the string instability degree of unstable platoons is much higher in a homogeneous flow than in a heterogeneous one. These results are based on an L∞ characterization of string stability, which is shown to be the most appropriate one from a traffic safety viewpoint. Mechanisms and conditions are discussed in which an L2 characterization is not able to capture the amplification of a speed drop through a string of vehicles. An analytical sufficient condition for the L∞ string stability of heterogeneous vehicles, which move according to a general class of car-following models, is derived. Above all, a thorough comparison of L∞ and L2 string stability characterizations between a homogeneous and a heterogenous flow, is performed. To this aim, the Lp norms of heterogeneous platoons are calculated within a quasi-Monte Carlo framework. The variability of the Lp norm values due to the platoon length, the equilibrium speed, and the probability distribution model of the uncertain vehicle parameters, is analysed. Overall, it is shown that the platoon stability behaviour sensibly changes with the shape and the correlation structure of vehicle model parameter distributions. Therefore, traffic heterogeneity needs to be modelled in order to correctly characterize the string stability of a mixed traffic flow.
doi_str_mv 10.1016/j.trb.2021.01.009
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This paper shows that the heterogeneity of drivers’ and vehicles characteristics makes platoons, on average, more string-unstable. However, the string instability degree of unstable platoons is much higher in a homogeneous flow than in a heterogeneous one. These results are based on an L∞ characterization of string stability, which is shown to be the most appropriate one from a traffic safety viewpoint. Mechanisms and conditions are discussed in which an L2 characterization is not able to capture the amplification of a speed drop through a string of vehicles. An analytical sufficient condition for the L∞ string stability of heterogeneous vehicles, which move according to a general class of car-following models, is derived. Above all, a thorough comparison of L∞ and L2 string stability characterizations between a homogeneous and a heterogenous flow, is performed. To this aim, the Lp norms of heterogeneous platoons are calculated within a quasi-Monte Carlo framework. The variability of the Lp norm values due to the platoon length, the equilibrium speed, and the probability distribution model of the uncertain vehicle parameters, is analysed. Overall, it is shown that the platoon stability behaviour sensibly changes with the shape and the correlation structure of vehicle model parameter distributions. 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An analytical sufficient condition for the L∞ string stability of heterogeneous vehicles, which move according to a general class of car-following models, is derived. Above all, a thorough comparison of L∞ and L2 string stability characterizations between a homogeneous and a heterogenous flow, is performed. To this aim, the Lp norms of heterogeneous platoons are calculated within a quasi-Monte Carlo framework. The variability of the Lp norm values due to the platoon length, the equilibrium speed, and the probability distribution model of the uncertain vehicle parameters, is analysed. Overall, it is shown that the platoon stability behaviour sensibly changes with the shape and the correlation structure of vehicle model parameter distributions. 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subjects Adaptive cruise control
Car following
Flow stability
Heterogeneity
Heterogenous platoons
Mixed traffic
Norms
Parameter uncertainty
Platooning
Probability distribution
Stability analysis
String stability
Traffic accidents & safety
Traffic flow
Traffic models
Uncertainty
Vehicles
title From homogeneous to heterogeneous traffic flows: Lp String stability under uncertain model parameters
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