Ontology-Based Fault Tree Analysis Algorithms in a Fuzzy Environment for Autonomous Ships

被引:19
作者
Sahin, Bekir [1 ]
Yazidi, Anis [2 ]
Roman, Dumitru [3 ]
Soylu, Ahmet [2 ]
机构
[1] Norwegian Univ Sci & Technol NTNU Gjovik, Dept Comp Sci, N-2815 Gjovik, Norway
[2] OsloMet Oslo Metropolitan Univ, Dept Informat Technol Artificial Intelligence, N-0167 Oslo, Norway
[3] SINTEF, N-0314 Oslo, Norway
关键词
Fault trees; Marine vehicles; Probability; Logic gates; Safety; Ontologies; Reliability; Ontology; rules; fault tree analysis; fuzzy sets; autonomous ships; model development; MODEL; ACCESS; SYSTEM; FFTA;
D O I
10.1109/ACCESS.2021.3061929
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study deals with fault tree analysis algorithms based on an ontology-based approach in a fuzzy environment. We extend fuzzy fault tree analysis by embedding ontology-based fault tree structures. The ontology-based approach allows conducting advanced analyses grounded on rich domain knowledge. Two approaches as the conventional approach and rule-based method are applied for the calculations of failure probability and analysis of the fault tree. Collision and grounding of an autonomous ship are investigated in two scenarios. The structural design, probability calculations, and sensitivity analyses prove that the proposed system is applicable, robust, accurate and reliable. Thus, the propounded ontology-based fault tree algorithms fill a gap in safety engineering by its capability of comprehensiveness.
引用
收藏
页码:40915 / 40932
页数:18
相关论文
共 46 条
  • [1] Error-Based Wind Power Prediction Technique Based on Generalized Factors Analysis with Improved Power System Reliability
    Akhtar, Iram
    Kirmani, Sheeraz
    [J]. IETE JOURNAL OF RESEARCH, 2022, 68 (06) : 4232 - 4243
  • [2] Strategic management approach for port state control The Black Sea Memorandum of Understanding detention analysis
    Akpinar, Hatice
    Sahin, Bekir
    [J]. MARITIME BUSINESS REVIEW, 2020, 5 (03) : 279 - 290
  • [3] Application of fuzzy logic to fault tree and event tree analysis of the risk for cargo liquefaction on board ship
    Akyuz, Emre
    Arslan, Ozcan
    Turan, Osman
    [J]. APPLIED OCEAN RESEARCH, 2020, 101 (101)
  • [4] Allal A.A., 2017, P 126 IIER INT C, P16
  • [5] Application of fuzzy bow-tie risk analysis to maritime transportation: The case of ship collision during the STS operation
    Arici, Seher Suendam
    Akyuz, Emre
    Arslan, Ozcan
    [J]. OCEAN ENGINEERING, 2020, 217
  • [6] An ontology-based methodology for hazard identification and causation analysis
    Aziz, Abdul
    Ahmed, Salim
    Khan, Faisal I.
    [J]. PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2019, 123 : 87 - 98
  • [7] BANDA OV, 2018, P 13 INT MAR DES C I, P853
  • [8] Basnet S, 2018, REVIEW AND COMPARISO
  • [9] The use of ontologies for enhancing the use of accident information
    Batres, Rafael
    Fujihara, Shinya
    Shimada, Yukiyasu
    Fuchino, Testuo
    [J]. PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2014, 92 (02) : 119 - 130
  • [10] A framework to identify factors influencing navigational risk for Maritime Autonomous Surface Ships
    Fan, Cunlong
    Wrobel, Krzysztof
    Montewka, Jakub
    Gil, Mateusz
    Wan, Chengpeng
    Zhang, Di
    [J]. OCEAN ENGINEERING, 2020, 202