Situation awareness modeling for emergency management on offshore platforms

被引:15
|
作者
Danial, Syed Nasir [1 ]
Smith, Jennifer [1 ]
Khan, Faisal [1 ]
Veitch, Brian [1 ]
机构
[1] Mem Univ Newfoundland, C RISE, Fac Engn & Appl Sci, St John, NF, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Situations; Situation modeling; Situation awareness; Markov Logic Networks Application; Agent situation awareness; VISUAL DOMINANCE; RECOGNITION; DECISION; ATTENTION; ONTOLOGY; KNOWLEDGE; SAFETY; EVENT;
D O I
10.1186/s13673-019-0199-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Situation awareness is the first and most important step in emergency management. It is a dynamic step involving evolving conditions and environments. It is an area of active research. This study presents a Markov Logic Network to model SA focusing on fire accidents and emergency evacuation. The model has been trained using empirical data obtained from case studies. The case studies involved human participants who were trained for responding to emergencies involving fire and smoke using a virtual environment. The simulated (queried) and empirical findings are reasonably consistent. The proposed model enables implementing an agent that exploits environmental cues and cognitive states to determine the type of emergency currently being faced. Considering each emergency type as a situation, the model can be used to develop a repertoire of situations for agents so that the repertoire can act as an agent's experience for later decision-making.
引用
收藏
页数:26
相关论文
共 50 条
  • [21] Situation awareness and virtual globes: Applications for disaster management
    Tomaszewski, Brian
    COMPUTERS & GEOSCIENCES, 2011, 37 (01) : 86 - 92
  • [22] A situation awareness model for information security risk management
    Webb, Jeb
    Ahmad, Atif
    Maynard, Sean B.
    Shanks, Graeme
    COMPUTERS & SECURITY, 2014, 44 : 1 - 15
  • [23] Management at the Edge of Situation Awareness During Patient Telemonitoring
    Ardito, Carmelo
    Di Noia, Tommaso
    Fasciano, Corrado
    Lofu, Domenico
    Macchiarulo, Nicola
    Mallardi, Giulio
    Pazienza, Andrea
    Vitulano, Felice
    AIXIA 2020 - ADVANCES IN ARTIFICIAL INTELLIGENCE, 2021, 12414 : 372 - 387
  • [24] A tour of BeAware - A situation awareness framework for control centers
    Baumgartner, Norbert
    Mitsch, Stefan
    Mueller, Andreas
    Retschitzegger, Werner
    Salfinger, Andrea
    Schwinger, Wieland
    INFORMATION FUSION, 2014, 20 : 155 - 173
  • [25] Situation Awareness Measures for Simulated Submarine Track Management
    Loft, Shayne
    Bowden, Vanessa
    Braithwaite, Janelle
    Morrell, Daniel B.
    Huf, Samuel
    Durso, Francis T.
    HUMAN FACTORS, 2015, 57 (02) : 298 - 310
  • [26] Measuring situation awareness in emergency settings: a systematic review of tools and outcomes
    Cooper, Simon
    Porter, Joanne
    Peach, Linda
    OPEN ACCESS EMERGENCY MEDICINE, 2014, 6 : 1 - 7
  • [27] Situation awareness and workload in aviation
    Wickens, CD
    CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE, 2002, 11 (04) : 128 - 133
  • [28] A core ontology for situation awareness
    Matheus, CJ
    Kokar, MM
    Baclawski, K
    FUSION 2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE OF INFORMATION FUSION, VOLS 1 AND 2, 2003, : 545 - 552
  • [29] Modeling of Biological Immune System Mapped on Situation Awareness Model
    Banirostam, Touraj
    Parvar, Hossein
    4TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT 2013), THE 3RD INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY INFORMATION TECHNOLOGY (SEIT-2013), 2013, 19 : 1088 - 1093
  • [30] Situation awareness as judgment I: Statistical modeling and quantitative measurement
    Kirlik, Alex
    Strauss, Richard
    INTERNATIONAL JOURNAL OF INDUSTRIAL ERGONOMICS, 2006, 36 (05) : 463 - 474