Formal foundations for situation awareness based on dependent type theory

被引:17
|
作者
Dapoigny, Richard [1 ]
Barlatier, Patrick [1 ]
机构
[1] Univ Savoie, Lab Comp Sci Syst Informat & Knowledge Proc, F-74944 Annecy Le Vieux, France
关键词
Situation awareness; Ontologies; Dependent types; Aggregation; Subsumption; Type inhabitation; ONTOLOGY;
D O I
10.1016/j.inffus.2012.02.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cognitive situation awareness has recently caught the attention of the information fusion community. Some approaches have developed formalizations that are both ontology-based and underpinned with Situation Theory. While the semantics of Situation Theory is very attractive from the cognitive point of view, the languages that are used to express knowledge and to reason with suffer from a number of limitations concerning both expressiveness and reasoning capabilities. In this paper we propose a more general formal foundation denoted S-DTT (Situation-based Dependent Type Theory) that is expressed with the language of the Extended Calculus of Constructions (ECC), a widely used theory in mathematical formalization and in software validation. Situation awareness relies on small blocks of knowledge called situation fragment types whose composition leads to a very expressive and unifying theory. The semantic part is provided by an ontology that is rooted in the S-DTT theory and, on which higher-order reasoning can be performed. The basis of the theory is summarized and its expressing power is illustrated with numerous examples. A scenario in the healthcare context for patient safety issues is detailed and a comparison with well-known approaches is discussed. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:87 / 107
页数:21
相关论文
共 50 条
  • [31] A formal account of opportunism based on the situation calculus
    Luo J.
    Meyer J.-J.
    AI & SOCIETY, 2017, 32 (4) : 527 - 542
  • [32] Knowledge Based Situation Awareness Process Based on Ontologies
    Burov, Yevhen
    COLINS 2021: COMPUTATIONAL LINGUISTICS AND INTELLIGENT SYSTEMS, VOL I, 2021, 2870
  • [33] Foundations of Mathematics in Polymorphic Type Theory
    M. Randall Holmes
    Topoi, 2001, 20 : 29 - 52
  • [34] Study of network security situation awareness model based on simple additive weight and grey theory
    Lai Jibao
    Wang Huiqiang
    Zhu Liang
    2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 1545 - 1548
  • [35] Cyber Situation Awareness: Modeling Detection of Cyber Attacks With Instance-Based Learning Theory
    Dutt, Varun
    Ahn, Young-Suk
    Gonzalez, Cleotilde
    HUMAN FACTORS, 2013, 55 (03) : 605 - 618
  • [36] Danger Theory Inspired Model for Network Security Situation Awareness
    Sun, Feixian
    2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL III, 2011, : 520 - 523
  • [37] Electromagnetic Situation Awareness Based on Improved STFrFT
    Mingqiu, Ren
    Ping, Jiang
    Huan, Qian
    Pan, Ai
    ICNC-FSKD 2023 - 2023 19th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery, 2023,
  • [38] Using probability and set theory to examine illustrations of situation awareness
    Hubbard, Todd P.
    International Journal of Applied Aviation Studies, 2008, 8 (01): : 36 - 56
  • [39] Danger Theory Inspired Model for Network Security Situation Awareness
    Sun, Feixian
    2010 SECOND INTERNATIONAL CONFERENCE ON E-LEARNING, E-BUSINESS, ENTERPRISE INFORMATION SYSTEMS, AND E-GOVERNMENT (EEEE 2010), VOL II, 2010, : 145 - 148
  • [40] A Comprehension Based Cognitive Model of Situation Awareness
    Baumann, Martin R. K.
    Krems, Josef F.
    DIGITAL HUMAN MODELING, PROCEEDINGS, 2009, 5620 : 192 - +