Implicit Cooperative Positioning in Vehicular Networks
Artikel i vetenskaplig tidskrift, 2018

Absolute positioning of vehicles is based on Global Navigation Satellite Systems (GNSS) combined with on-board sensors and high-resolution maps. In Cooperative Intelligent Transportation Systems (C-ITS), the positioning performance can be augmented by means of vehicular networks that enable vehicles to share location-related information. This paper presents an Implicit Cooperative Positioning (ICP) algorithm that exploits the Vehicle-to-Vehicle (V2V) connectivity in an innovative manner, avoiding the use of explicit V2V measurements such as ranging. In the ICP approach, vehicles jointly localize non-cooperative physical features (such as people, traffic lights or inactive cars) in the surrounding areas, and use them as common noisy reference points to refine their location estimates. Information on sensed features are fused through V2V links by a consensus procedure, nested within a message passing algorithm, to enhance the vehicle localization accuracy. As positioning does not rely on explicit ranging information between vehicles, the proposed ICP method is amenable to implementation with off-the-shelf vehicular communication hardware. The localization algorithm is validated in different traffic scenarios, including a crossroad area with heterogeneous conditions in terms of feature density and V2V connectivity, as well as a real urban area by using Simulation of Urban MObility (SUMO) for traffic data generation. Performance results show that the proposed ICP method can significantly improve the vehicle location accuracy compared to the stand-alone GNSS, especially in harsh environments, such as in urban canyons, where the GNSS signal is highly degraded or denied.

consensus algorithms

message passing

intelligent transportation systems

cooperative positioning

vehicular networks

distributed tracking

Författare

Gloria Soatti

Politecnico di Milano

Monica Nicoli

Politecnico di Milano

Nil Garcia

Chalmers, Elektroteknik, Kommunikations- och antennsystem, Kommunikationssystem

Denis Benoît

Le Commissariat à l’Énergie Atomique et aux Énergies Alternatives (CEA)

Ronald Raulefs

Deutsches Zentrums für Luft- und Raumfahrt (DLR)

Henk Wymeersch

Chalmers, Elektroteknik, Kommunikations- och antennsystem, Kommunikationssystem

IEEE Transactions on Intelligent Transportation Systems

1524-9050 (ISSN)

Vol. 19 12 3964-3980

COPPLAR CampusShuttle cooperative perception & planning platform

VINNOVA, 2016-01-01 -- 2018-12-31.

High precision positioning for cooperative ITS applications

Europeiska kommissionen (Horisont 2020), 2015-01-01 -- 2017-12-31.

Styrkeområden

Informations- och kommunikationsteknik

Transport

Ämneskategorier

Kommunikationssystem

Signalbehandling

DOI

10.1109/TITS.2018.2794405

Mer information

Senast uppdaterat

2019-05-02