Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.5555/3374138.3374144acmconferencesArticle/Chapter ViewAbstractPublication PagessummersimConference Proceedingsconference-collections
research-article

A simulation based interaction analysis of automated vehicles

Published: 22 July 2019 Publication History

Abstract

Autonomous vehicles will increasingly shape the streetscape in the future. At the beginning of the dissemination, interactions between autonomous vehicles will occur without a predefined communication interface. In this work, a simulation framework is set up that allows the investigation of the interaction of autonomous vehicles. In particular, an EGO centric vehicle simulation is converted into a vehicle simulation with multiple detailed modeled vehicles (MultiEGO) using co-simulation methods. To identify the risk in an early stage by using simulation methods, a criticality assessment of traffic situations is defined. In a case study, critical traffic situations are analyzed using a detailed vehicle model and a search method based on a generalized traffic scenario. This investigation shows how demanding it is to find all the driving malfunctions and gives an insight into the challenges of developing and releasing autonomous vehicles.

References

[1]
AVL. 2019. "Model.CONNECT - IODP Portfolio - Avl.Com." https://www.avl.com/-/model-connect-. Accessed January 17, 2019.
[2]
Bach, Johannes, Stefan Otten, and Eric Sax. 2016. "Model Based Scenario Specification for Development and Test of Automated Driving Functions." IEEE Intelligent Vehicles Symposium, Proceedings 2016-Augus (IV): 1149--55.
[3]
Bagschik, Gerrit, Till Menzel, and Markus Maurer. 2018. "Ontology Based Scene Creation for the Development of Automated Vehicles." In IEEE Intelligent Vehicles Symposium, IV:1813--20.
[4]
Berboucha, Meriame. 2018. "Uber Self-Driving Car Crash: What Really Happened." https://www.forbes.com/sites/meriameberboucha/2018/05/28/uber-self-driving-car-crash-what-really-happened/#2d11dc404dc4. Accessed January 15, 2019.
[5]
CARLA, Alexey Dosovitskiy, German Ros, Felipe Codevilla, and L Antonio. 2017. "CARLA : An Open Urban Driving Simulator." In Conference on Robot Learning (CoRL), 1:1--16.
[6]
Gomes, Cláudio, Casper Thule, David Broman, Peter Gorm Larsen, and Hans Vangheluwe. 2017. "Co-Simulation: State of the Art." ArXiv Preprint ArXiv.1702.00686.
[7]
Hankey, Jonathan M., Miguel A. Perez, Julie A. McClafferty, and Virginia Tech Transportation Institute. 2016. "Description of the SHRP2 Naturalistic Database and the Crash, Near-Crash, and Baseline Data Sets." The Strategic Highway Research Program 2 - Transportation Research Board of The National Academies.
[8]
Hoel, Carl-Johan Johan, Krister Wolff, and Leo Laine. 2018. "Automated Speed and Lane Change Decision Making Using Deep Reinforcement Learning." IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC 2018-Novem: 2148--55.
[9]
IPG Automotive. 2019. "CarMaker | IPG Automotive." https://ipg-automotive.com/products-services/simulation-software/carmaker/. Accessed January 17, 2019.
[10]
Krajzewicz, Daniel, Georg Hertkorn, Peter Wagner, and Christian Rössel. 2002. "SUMO (Simulation of Urban MObility) - an Open-Source Traffic Simulation." In 4th Middle East Symposium on Simulation and Modelling, 4:183--87.
[11]
Lee, David N. 1976. "A Theory of Visual Control of Braking Based on Information about Time-to-Collision." Perception 5 (4): 437--59.
[12]
Luttkus, Lennart. 2019. "Chair of Mechatronics - University of Augsburg - YouTube." https://www.youtube.com/channel/UCWk1RO51V3ck72Ee5HvXPkQ/featured. Accessed February 5, 2019.
[13]
MathWorks. 2019. "Simulink - Simulation Und Model-Based Design - MATLAB." https://de.mathworks.com/products/simulink.html. Accessed January 17, 2019.
[14]
Menzel, Till, Gerrit Bagschik, and Markus Maurer. 2018. "Scenarios for Development, Test and Validation of Automated Vehicles." IEEE Intelligent Vehicles Symposium, Proceedings 2018-June: 1821--27.
[15]
Mullins, Galen E, Paul G Stankiewicz, and Satyandra K Gupta. 2017. "Automated Generation of Diverse and Challenging Scenarios for Test and Evaluation of Autonomous Vehicles." 2017 IEEE International Conference on Robotics and Automation (ICRA), 1443--50.
[16]
O'Kelly, Matthew, Aman Sinha, Hongseok Namkoong, John Duchi, and Russ Tedrake. 2018. "Scalable End-to-End Autonomous Vehicle Testing via Rare-Event Simulation." Conference on Neural Information Processing Systems (NeurIPS 2018) 32 (NeurIPS).
[17]
Pütz, Andreas, Adrian Zlocki, Julian Bock, and Lutz Eckstein. 2017. "System Validation of Highly Automated Vehicles with a Database of Relevant Traffic Scenarios." In 12th ITS European Congress.
[18]
Shah, Shital, Debadeepta Dey, Chris Lovett, and Ashish Kapoor. 2017. "AirSim: High-Fidelity Visual and Physical Simulation for Autonomous Vehicles." Field and Service Robotics Conference 2017 (FSR 2017), May, 1--14.
[19]
VIRES Simulationstechnologie. 2018. "VIRES Simulationstechnologie GmbH." https://vires.com/. Accessed January 17, 2019.
  1. A simulation based interaction analysis of automated vehicles

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    SummerSim '19: Proceedings of the 2019 Summer Simulation Conference
    July 2019
    714 pages
    • General Chair:
    • Umut Durak

    Sponsors

    Publisher

    Society for Computer Simulation International

    San Diego, CA, United States

    Publication History

    Published: 22 July 2019

    Check for updates

    Author Tags

    1. MultiEGO vehicle simulation
    2. criticality assessment
    3. release of autonomous vehicles
    4. vehicle interaction

    Qualifiers

    • Research-article

    Conference

    SummerSim '19
    Sponsor:
    SummerSim '19: 2019 Summer Simulation Conference
    July 22 - 24, 2019
    Berlin, Germany

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • 0
      Total Citations
    • 138
      Total Downloads
    • Downloads (Last 12 months)14
    • Downloads (Last 6 weeks)1
    Reflects downloads up to 22 Sep 2024

    Other Metrics

    Citations

    View Options

    Get Access

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media