Towards a Model-Based Multi-Layered Approach to Describe Traffic Scenarios on a Technical Level

被引:4
|
作者
Reiher, David [1 ]
Hahn, Axel [1 ]
机构
[1] Carl von Ossietzky Univ Oldenburg, Dept Comp Sci, Grp Syst Anal & Optimizat, Ammerlander Heerstr 114-118, D-26129 Oldenburg, Germany
关键词
scenario-based testing; verification and validation; highly automated traffic systems; simulation; distributed simulation; scenario modeling; meta-modeling;
D O I
10.3390/jmse9060673
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Highly automated vehicles are increasingly gaining the public's attention. To achieve broad acceptance for the deployment of such vehicles, it is necessary to ensure their functionality and safety. One approach that has become popular in research is the scenario-based approach. However, manual testing of such complex systems is impractical and time-consuming. Using simulations to run and evaluate such scenarios appears to be the most viable approach. This, in turn, raises new challenges, especially in modeling the scenarios to be tested simulatively and incorporating the system under test as part of these. Since existing solutions do not solve these challenges satisfactorily-due to the strict separation of scenario and simulation model, among other reasons-this work addresses the need for a standardized, holistic, and extensible approach for modeling traffic scenarios to be executed simulatively. Requirements for such an approach are identified with focus on its application in simulation- and scenario-based verification and validation. Based on these, a model-based multi-layered approach is proposed. The foundations of this are then implemented utilizing a Meta Object Facility based heavyweight extension of the Unified Modeling Language metamodel. The resulting metamodel is used to demonstrate the applicability of the proposed approach by modeling a maritime traffic scenario.
引用
收藏
页数:30
相关论文
共 50 条
  • [41] Colour Vision Model-Based Approach for Segmentation of Traffic Signs
    Gao, Xiaohong
    Hong, Kunbin
    Passmore, Peter
    Podladchikova, Lubov
    Shaposhnikov, Dmitry
    [J]. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2008, 2008 (1)
  • [42] Colour Vision Model-Based Approach for Segmentation of Traffic Signs
    Xiaohong Gao
    Kunbin Hong
    Peter Passmore
    Lubov Podladchikova
    Dmitry Shaposhnikov
    [J]. EURASIP Journal on Image and Video Processing, 2008
  • [43] How to Leverage a Multi-layered Transformer Language Model for Text Clustering: an Ensemble Approach
    Ait-Saada, Mira
    Role, Francois
    Nadif, Mohamed
    [J]. PROCEEDINGS OF THE 30TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT, CIKM 2021, 2021, : 2837 - 2841
  • [44] PTZ CAMERA-BASED ADAPTIVE PANORAMIC AND MULTI-LAYERED BACKGROUND MODEL
    Xue, Kang
    Ogunmakin, Gbolabo
    Liu, Yue
    Vela, Patricio A.
    Wang, Yongtian
    [J]. 2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011,
  • [45] An Approach to Complement Model-Based Vehicle Development by Implementing Future Scenarios
    Raulf, Christian
    Proff, Moritz
    Huth, Tobias
    Vietor, Thomas
    [J]. WORLD ELECTRIC VEHICLE JOURNAL, 2021, 12 (03)
  • [46] Buckling analysis of multi-layered graphene sheets based on a continuum mechanics model
    A. A. Jandaghian
    O. Rahmani
    [J]. Applied Physics A, 2017, 123
  • [47] Towards model-based functional hazard assessment at aircraft level
    Maitrehenry, S.
    Metge, S.
    Ait-Ameur, Y.
    Bieber, P.
    [J]. ADVANCES IN SAFETY, RELIABILITY AND RISK MANAGEMENT, 2012, : 2402 - 2409
  • [48] Multi-layered graph-based model for social engineering vulnerability assessment
    Jaafor, Omar
    Birregah, Babiga
    [J]. PROCEEDINGS OF THE 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2015), 2015, : 1480 - 1488
  • [49] Buckling analysis of multi-layered graphene sheets based on a continuum mechanics model
    Jandaghian, A. A.
    Rahmani, O.
    [J]. APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING, 2017, 123 (05):
  • [50] Multi-layered bird beaks: a finite-element approach towards the role of keratin in stress dissipation
    Soons, Joris
    Herrel, Anthony
    Genbrugge, Annelies
    Adriaens, Dominique
    Aerts, Peter
    Dirckx, Joris
    [J]. JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2012, 9 (73) : 1787 - 1796