An Empirical Study of Reliability Analysis for Platooning System-of-Systems

被引:2
|
作者
Hyun, Sangwon [1 ]
Liu, Lingjun [1 ]
Kim, Hansu [1 ]
Cho, Esther [1 ]
Bae, Doo-Hwan [1 ]
机构
[1] Korea Adv Inst Sci & Technol KAIST, Sch Comp, Daejeon, South Korea
关键词
Autonomous vehicle system; Platooning System-of-Systems; Cyber-Physical system; Empirical study; Simulation-based Reliability analysis; Benchmark dataset;
D O I
10.1109/QRS-C55045.2021.00079
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
As a type of advanced autonomous vehicle software, platooning system-of-systems (SoS) has received tremendous attention as a next-generation system. Platooning SoS can attain several benefits, such as increasing fuel efficiency and alleviating traffic congestion by grouping autonomous vehicles in chase proximity. Many studies have focused on analyzing the reliability of platooning SoS, as it is a safety-critical system. However, existing studies have two major limitations in their reliability analysis: (1) the studies did not fully cover the internal uncertainties of platooning SoS, such as heterogeneity; (2) they restricted external uncertainties by limiting the test scenarios to a single platoon, which could adversely affect the confidence of the analysis results. In addition, there exists no common fault dataset for the analysis of platooning SoS. Therefore, we provide an open datasel for platooning SoS by considering internal and external uncertainty factors during simulations. We empirically analyzed the execution logs of random platooning SoS scenarios in terms of reliability. We found 16 types of failure scenarios and root causes of the failures, as a result of the en pirical study. Further, we generated the benchmark dataset, PLTBench, by classifying all failed logs based on the detected failure cases. We provide all the artifacts and descriptions in our benchmark web page as well as example codes to utilize the PLTBench. The conclusions of this study can enrich the general failure scenarios and experimental data set of platooning SoS for future studies.
引用
收藏
页码:506 / 515
页数:10
相关论文
共 50 条
  • [21] Architectural framework for a system-of-systems
    Caffall, DS
    Michael, JB
    INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 1876 - 1881
  • [22] A "system-of-systems" risk approach
    Andrew, M
    Hampshire, E
    Webb, J
    QUALITY OF WORK AND PRODUCTS IN ENTERPRISES OF THE FUTURE, 2003, : 204 - 207
  • [23] System-of-Systems Platform Scoping
    Klein, John
    McGregor, John D.
    2013 4TH INTERNATIONAL WORKSHOP ON PRODUCT LINE APPROACHES IN SOFTWARE ENGINEERING (PLEASE), 2013, : 1 - 4
  • [24] EMERGING PERSPECTIVES ON SYSTEM-OF-SYSTEMS
    Madni, Azad M.
    JOURNAL OF INTEGRATED DESIGN & PROCESS SCIENCE, 2007, 11 (02) : 1 - 2
  • [25] Metanetwork Framework for Performance Analysis of Disaster Management System-of-Systems
    Fan, Chao
    Mostafavi, Ali
    IEEE SYSTEMS JOURNAL, 2020, 14 (01): : 1265 - 1276
  • [26] System-of-Systems Modeling, Analysis and Optimization of Hybrid Vehicular Traffic
    Sliwa, Benjamin
    Liebig, Thomas
    Vranken, Tim
    Schreckenberg, Michael
    Wietfeld, Christian
    2019 13TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON), 2019,
  • [27] Analysis on Measurement Method of Equipment Contribution Rate to the System-of-Systems
    Liu, Shuai
    Chen, Xiaowei
    Liao, Xuejun
    Zhang, Hongjiang
    PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020), 2020, : 1711 - 1714
  • [28] Towards a Unified Approach to System-of-Systems Risk Analysis Based on Systems Theory
    Axelsson, Jakob
    Axelsson, Jakob (jakob.axelsson@mdh.se), 1731, John Wiley and Sons Inc (30): : 1731 - 1745
  • [29] A System-of-Systems Approach for Improving Healthcare Systems
    Grigoroudis, Evangelos
    Kouikoglou, Vassilis S.
    Phillis, Yannis A.
    2012 WORLD AUTOMATION CONGRESS (WAC), 2012,
  • [30] Emergent disservices in interdependent systems and system-of-systems
    Fovino, Igor Nai
    Masera, Marcelo
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 590 - +