Communication Analysis of Network-Centric Warfare via Transformation of System of Systems Model into Integrated System Model Using Neural Network
Joint Authors
Kang, Bong Gu
Kim, Tag Gon
Seo, Kyung-Min
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-06-24
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
Communication system in the network-centric warfare (NCW) has been analyzed from the perspective of the system of systems (SoS), which consists of a combat system and a network system so that the two reflect each other’s effects.
However, this paradoxically causes a prolonged execution time.
To solve this problem, this paper proposes an advanced integrated modeling method for the communication analysis in the NCW via the transformation of the SoS, which reduces the simulation execution time while ensuring the accuracy of the communication effects.
The proposed models mainly cover interentity traffic and intraentity mobility developed in the form of feed-forward neural networks to guarantee two-way interactions between the combat system and the network system.
Because they are characterized as discrete events, the proposed models are designed with the discrete-event system specification (DEVS) formalism.
The experimental results show that the proposed transformation reduced an error by 6.40% compared to the existing method and reduced the execution time 3.78-fold compared to the SoS-based NCW simulation.
American Psychological Association (APA)
Kang, Bong Gu& Seo, Kyung-Min& Kim, Tag Gon. 2018. Communication Analysis of Network-Centric Warfare via Transformation of System of Systems Model into Integrated System Model Using Neural Network. Complexity،Vol. 2018, no. 2018, pp.1-16.
https://search.emarefa.net/detail/BIM-1134994
Modern Language Association (MLA)
Kang, Bong Gu…[et al.]. Communication Analysis of Network-Centric Warfare via Transformation of System of Systems Model into Integrated System Model Using Neural Network. Complexity No. 2018 (2018), pp.1-16.
https://search.emarefa.net/detail/BIM-1134994
American Medical Association (AMA)
Kang, Bong Gu& Seo, Kyung-Min& Kim, Tag Gon. Communication Analysis of Network-Centric Warfare via Transformation of System of Systems Model into Integrated System Model Using Neural Network. Complexity. 2018. Vol. 2018, no. 2018, pp.1-16.
https://search.emarefa.net/detail/BIM-1134994
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134994