Simulation-Based Optimization on the System-of-Systems Model via Model Transformation and Genetic Algorithm: A Case Study of Network-Centric Warfare
Joint Authors
Kang, Bong Gu
Choi, Seon Han
Kwon, Se Jung
Lee, Jun Hee
Kim, Tag Gon
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-10-03
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Simulation of a system-of-systems (SoS) model, which consists of a combat model and a network model, has been used to analyze the performance of network-centric warfare in detail.
However, finding the combat model parameters satisfying the required combat power using simulation can take a long time for two reasons: (1) the prolonged execution time per simulation run and (2) the enormous number of simulation runs.
This paper proposes a simulation-based optimization method for the SoS-based simulation model to overcome these problems.
The method consists of two processes: (1) the transformation of the SoS-based model into an integrated model using the neural network to reduce the execution time and (2) the optimization of the integrated model using the genetic algorithm with ranking and selection to decrease the number of simulation runs.
The experimental result reveals that the proposed method significantly reduced the time for finding the optimal combat parameters with an acceptable level of accuracy.
American Psychological Association (APA)
Kang, Bong Gu& Choi, Seon Han& Kwon, Se Jung& Lee, Jun Hee& Kim, Tag Gon. 2018. Simulation-Based Optimization on the System-of-Systems Model via Model Transformation and Genetic Algorithm: A Case Study of Network-Centric Warfare. Complexity،Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1134155
Modern Language Association (MLA)
Kang, Bong Gu…[et al.]. Simulation-Based Optimization on the System-of-Systems Model via Model Transformation and Genetic Algorithm: A Case Study of Network-Centric Warfare. Complexity No. 2018 (2018), pp.1-15.
https://search.emarefa.net/detail/BIM-1134155
American Medical Association (AMA)
Kang, Bong Gu& Choi, Seon Han& Kwon, Se Jung& Lee, Jun Hee& Kim, Tag Gon. Simulation-Based Optimization on the System-of-Systems Model via Model Transformation and Genetic Algorithm: A Case Study of Network-Centric Warfare. Complexity. 2018. Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1134155
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134155