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

被引:52
作者
Montanino, Marcello [1 ]
Monteil, Julien [2 ]
Punzo, Vincenzo [1 ]
机构
[1] Univ Napoli Federico II, Via Claudio 21, I-80125 Naples, NA, Italy
[2] IBM Res, Ireland Lab, Dublin, Ireland
关键词
Heterogenous platoons; Mixed traffic; String stability; Car-following; Adaptive cruise control; Uncertainty; CAR-FOLLOWING MODEL; SENSITIVITY-ANALYSIS; TRAJECTORY DATA; CALIBRATION; VALIDATION; SIMULATION; SPEED; TIME; INSTABILITY; DYNAMICS;
D O I
10.1016/j.trb.2021.01.009
中图分类号
F [经济];
学科分类号
02 ;
摘要
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-infinity 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 L-2 characterization is not able to capture the amplification of a speed drop through a string of vehicles. An analytical sufficient condition for the L-infinity 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-infinity and L-2 string stability characterizations between a homogeneous and a heterogenous flow, is performed. To this aim, the L-p norms of heterogeneous platoons are calculated within a quasi-Monte Carlo framework. The variability of the L-p 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. (C) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页码:136 / 154
页数:19
相关论文
共 70 条
  • [1] [Anonymous], IEEE T CONTR SYST TE, V27, P934
  • [2] DYNAMICAL MODEL OF TRAFFIC CONGESTION AND NUMERICAL-SIMULATION
    BANDO, M
    HASEBE, K
    NAKAYAMA, A
    SHIBATA, A
    SUGIYAMA, Y
    [J]. PHYSICAL REVIEW E, 1995, 51 (02): : 1035 - 1042
  • [3] Analysis of optimal velocity model with explicit delay
    Bando, M
    Hasebe, K
    Nakanishi, K
    Nakayama, A
    [J]. PHYSICAL REVIEW E, 1998, 58 (05): : 5429 - 5435
  • [4] String Stability and a Delay-Based Spacing Policy for Vehicle Platoons Subject to Disturbances
    Besselink, Bart
    Johansson, Karl H.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (09) : 4376 - 4391
  • [5] Bouroche M., 2016, IEEE C INT TRANSP SY
  • [6] Boyd Stephen P, 1991, LINEAR CONTROLLER DE
  • [7] Empirical Analysis of Effects of Automated Section Speed Enforcement System on Traffic Flow at Freeway Bottlenecks
    Cascetta, Ennio
    Punzo, Vincenzo
    Montanino, Marcello
    [J]. TRANSPORTATION RESEARCH RECORD, 2011, (2260) : 83 - 93
  • [8] Gaussian Process Metamodels for Sensitivity Analysis of Traffic Simulation Models Case Study of AIMSUN Mesoscopic Model
    Ciuffo, Biagio
    Casas, Jordi
    Lo Montanino, Marcel
    Perarnau, Josep
    Punzo, Vincenzo
    [J]. TRANSPORTATION RESEARCH RECORD, 2013, (2390) : 87 - 98
  • [9] Does traffic-related calibration of car-following models provide accurate estimations of vehicle emissions?
    da Rocha, Thamara Vieira
    Leclercq, Ludovic
    Montanino, Marcello
    Parzani, Celine
    Punzo, Vincenzo
    Ciuffo, Biagio
    Villegas, Daniel
    [J]. TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2015, 34 : 267 - 280
  • [10] Desoer C. A., 1975, Feedback Systems: Input-Output Properties, V55