Stop-and-go waves induced by correlated noise in pedestrian models without inertia
Stop-and-go waves are commonly observed in traffic and pedestrian flows. In most microscopic traffic models, they occur through a phase transition and instability of the homogeneous solution after fine tuning of parameters. Inertia effects are believed to play an important role in this mechanism. In...
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doaj-9f005861bde24085b3c1cf625527d0cd2021-04-02T14:27:22ZengKeAi Communications Co., Ltd.Journal of Traffic and Transportation Engineering (English ed. Online)2095-75642020-02-01715260Stop-and-go waves induced by correlated noise in pedestrian models without inertiaAntoine Tordeux0Andreas Schadschneider1Sylvain Lassarre2School of Mechanical Engineering and Safety Engineering, University of Wuppertal, Wuppertal 42119, Germany; Corresponding author. Tel.:+49 202 439 3137.Institute for Theoretical Physics, University of Cologne, Cologne 50937, GermanyEngineering of Surface Transportation Networks and Advanced Computing Laboratory, French Institute of Science and Technology for Transport, Development and Networks, Marne La Vallée F-77447, FranceStop-and-go waves are commonly observed in traffic and pedestrian flows. In most microscopic traffic models, they occur through a phase transition and instability of the homogeneous solution after fine tuning of parameters. Inertia effects are believed to play an important role in this mechanism. In this article, we present a novel explanation for stop-and-go waves based on stochastic effects in the absence of inertia. The model used is a first order optimal velocity (OV) model including an additive stochastic noise. A power spectral analysis for single-file pedestrian trajectories highlights the existence of Brownian speed residuals. We use the Ornstein-Uhlenbeck process to describe such a correlated noise. The introduction of this specific colored noise in the first order OV model allows describing realistic stop-and-go behavior without requiring instabilities or phase transitions, the homogeneous configurations being systematically stochastically stable. We compare the stochastic model to deterministic unstable OV models and analyze individual speed autocorrelation to describe the nature of the waves in stationary states. We apply the approach to pedestrian single-file motion and compare simulation results to real pedestrian trajectories. The simulation results are quantitatively very similar to the real trajectories. We discuss plausible values for the model parameters and their meaning. Keywords: Transportation engineering, Pedestrian single-file motion, Stop-and-go dynamics, First order microscopic model, Brownian noise, Simulationhttp://www.sciencedirect.com/science/article/pii/S2095756418303507 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Antoine Tordeux Andreas Schadschneider Sylvain Lassarre |
spellingShingle |
Antoine Tordeux Andreas Schadschneider Sylvain Lassarre Stop-and-go waves induced by correlated noise in pedestrian models without inertia Journal of Traffic and Transportation Engineering (English ed. Online) |
author_facet |
Antoine Tordeux Andreas Schadschneider Sylvain Lassarre |
author_sort |
Antoine Tordeux |
title |
Stop-and-go waves induced by correlated noise in pedestrian models without inertia |
title_short |
Stop-and-go waves induced by correlated noise in pedestrian models without inertia |
title_full |
Stop-and-go waves induced by correlated noise in pedestrian models without inertia |
title_fullStr |
Stop-and-go waves induced by correlated noise in pedestrian models without inertia |
title_full_unstemmed |
Stop-and-go waves induced by correlated noise in pedestrian models without inertia |
title_sort |
stop-and-go waves induced by correlated noise in pedestrian models without inertia |
publisher |
KeAi Communications Co., Ltd. |
series |
Journal of Traffic and Transportation Engineering (English ed. Online) |
issn |
2095-7564 |
publishDate |
2020-02-01 |
description |
Stop-and-go waves are commonly observed in traffic and pedestrian flows. In most microscopic traffic models, they occur through a phase transition and instability of the homogeneous solution after fine tuning of parameters. Inertia effects are believed to play an important role in this mechanism. In this article, we present a novel explanation for stop-and-go waves based on stochastic effects in the absence of inertia. The model used is a first order optimal velocity (OV) model including an additive stochastic noise. A power spectral analysis for single-file pedestrian trajectories highlights the existence of Brownian speed residuals. We use the Ornstein-Uhlenbeck process to describe such a correlated noise. The introduction of this specific colored noise in the first order OV model allows describing realistic stop-and-go behavior without requiring instabilities or phase transitions, the homogeneous configurations being systematically stochastically stable. We compare the stochastic model to deterministic unstable OV models and analyze individual speed autocorrelation to describe the nature of the waves in stationary states. We apply the approach to pedestrian single-file motion and compare simulation results to real pedestrian trajectories. The simulation results are quantitatively very similar to the real trajectories. We discuss plausible values for the model parameters and their meaning. Keywords: Transportation engineering, Pedestrian single-file motion, Stop-and-go dynamics, First order microscopic model, Brownian noise, Simulation |
url |
http://www.sciencedirect.com/science/article/pii/S2095756418303507 |
work_keys_str_mv |
AT antoinetordeux stopandgowavesinducedbycorrelatednoiseinpedestrianmodelswithoutinertia AT andreasschadschneider stopandgowavesinducedbycorrelatednoiseinpedestrianmodelswithoutinertia AT sylvainlassarre stopandgowavesinducedbycorrelatednoiseinpedestrianmodelswithoutinertia |
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1721562256755392512 |