Literature DB >> 33498333

Driving Behavior Analysis of City Buses Based on Real-Time GNSS Traces and Road Information.

Yuan Yang1, Jingjie Yan2, Jing Guo3, Yujin Kuang1, Mingyang Yin1, Shiniu Wang4, Caoyuan Ma4.   

Abstract

The driving behavior of bus drivers is related to the safety of all passengers and regulation of urban traffic. In order to analyze the relevant characteristics of speed and acceleration, accurate bus trajectories and patterns are essential for driver behavior analysis and development of effective intelligent public transportation. Exploiting real-time vehicle tracking, this paper develops a platform with vehicle-mounted terminals using differential global navigation satellite system (DGNSS) modules for driver behavior analysis. The DGNSS traces were used to derive the vehicle trajectories, which were then linked to road information to produce speed and acceleration matrices. Comprehensive field tests were undertaken on multiple bus routes in urban environments. The spatiotemporal results indicate that the platform can automatically and accurately extract the driving behavior characteristics. Furthermore, the platform's visual function can be used to effectively monitor driving risks, such as speeding and fierce acceleration, in multiple bus routes. The details of the platform's features are provided for intelligent transport system (ITS) design and applications.

Entities:  

Keywords:  BeiDou navigation satellite system; driving behavior; pseudorange differential positioning; road information; trajectory analysis

Year:  2021        PMID: 33498333      PMCID: PMC7864043          DOI: 10.3390/s21030687

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  13 in total

1.  Differential GNSS and Vision-Based Tracking to Improve Navigation Performance in Cooperative Multi-UAV Systems.

Authors:  Amedeo Rodi Vetrella; Giancarmine Fasano; Domenico Accardo; Antonio Moccia
Journal:  Sensors (Basel)       Date:  2016-12-17       Impact factor: 3.576

Review 2.  Sensor Technologies for Intelligent Transportation Systems.

Authors:  Juan Guerrero-Ibáñez; Sherali Zeadally; Juan Contreras-Castillo
Journal:  Sensors (Basel)       Date:  2018-04-16       Impact factor: 3.576

3.  Towards Attention-Based Convolutional Long Short-Term Memory for Travel Time Prediction of Bus Journeys.

Authors:  Jianqing Wu; Qiang Wu; Jun Shen; Chen Cai
Journal:  Sensors (Basel)       Date:  2020-06-12       Impact factor: 3.576

4.  Examination of Multi-Receiver GPS/EGNOS Positioning with Kalman Filtering and Validation Based on CORS Stations.

Authors:  Adam Ciećko; Mieczysław Bakuła; Grzegorz Grunwald; Janusz Ćwiklak
Journal:  Sensors (Basel)       Date:  2020-05-11       Impact factor: 3.576

5.  Traffic Estimation for Large Urban Road Network with High Missing Data Ratio.

Authors:  Kennedy John Offor; Lubos Vaci; Lyudmila S Mihaylova
Journal:  Sensors (Basel)       Date:  2019-06-24       Impact factor: 3.576

6.  Lateral Position Measurement Based on Vehicles' Longitudinal Displacement.

Authors:  Ibrahim Mohsen; Thierry Ditchi; Stéphane Holé; Emmanuel Géron
Journal:  Sensors (Basel)       Date:  2020-12-15       Impact factor: 3.576

7.  An Hybrid Approach for Urban Traffic Prediction and Control in Smart Cities.

Authors:  Janetta Culita; Simona Iuliana Caramihai; Ioan Dumitrache; Mihnea Alexandru Moisescu; Ioan Stefan Sacala
Journal:  Sensors (Basel)       Date:  2020-12-16       Impact factor: 3.576

8.  Sensor-Based Extraction Approaches of In-Vehicle Information for Driver Behavior Analysis.

Authors:  Beomjun Kim; Yunju Baek
Journal:  Sensors (Basel)       Date:  2020-09-11       Impact factor: 3.576

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