Developing Air Defense Strategies Using Data Mining Techniques

Authors

  • Kinda Abu Kassem Tishreen University
  • Yamen Issa Tishreen University
  • Alaa Mehreze Tishreen University

Keywords:

Decision support system, Data Mining, Clustering algorithm, Air defense systems.

Abstract

   This paper discusses the development of air defense strategies by gathering information on battalions' action that communicates with the Headquarter and that is by designing a decision support system that processes the real-time information received by the Headquarter this is to help the leader in making the right decision, which needs accuracy, speed and complex calculations.

The radar center was relied upon as a source for air target information (Warplanes – missiles) the study was conducted for three different types of air defense battalions.

The system displays the results on the commander's screen, which includes the decision to select the appropriate battalion to deal with the air target and all information related to the combat work as it is stored in a database.

After the data collection process we designed a knowledge discovery model using data mining by applying the k-means cluster algorithm to the generated dataset ,Where several experiments were performed with different values of k in order to reach the lowest square error and a sufficient number of clusters so that we were able to obtain useful information.

The results of the cluster trials showed the effectiveness of the battalions, these results help the commanders to take measures that increase the effectiveness of the battalions and to develop an air defense works strategy.

Author Biographies

Kinda Abu Kassem, Tishreen University

Associate Professor, Department of Computer Engineering and Automatic Control, Faculty of Mechanical and Electrical Engineering,

Yamen Issa, Tishreen University

Assistant Professor, Department of Communication Engineering, Faculty of Mechanical and Electrical Engineering,

Alaa Mehreze, Tishreen University

Postgraduate Student (Master), Department of Computer Engineering and Automatic Control, Faculty of Mechanical and Electrical Engineering

Downloads

Published

2021-07-11

How to Cite

1.
ابو قاسم ك, عيسى ي, محرز ع. Developing Air Defense Strategies Using Data Mining Techniques. Tuj-eng [Internet]. 2021Jul.11 [cited 2024Dec.26];43(3). Available from: https://journal.tishreen.edu.sy/index.php/engscnc/article/view/10747

Issue

Vol. 43 No. 3 (2021): Tishreen University Journal of Research and Scientific Studies - Engineering Sciences Series

Section

Articles

License

Copyright (c) 2021 ttps://creativecommons.org/licenses/by-nc-sa/4.0/

Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

The authors retain the copyright and grant the right to publish in the magazine for the first time with the transfer of the commercial right to Tishreen University Journal for Research and Scientific Studies - Engineering Sciences Series

 Under a CC BY- NC-SA 04 license that allows others to share the work with of the work's authorship and initial publication in this journal. Authors can use a copy of their articles in their scientific activity, and on their scientific websites, provided that the place of publication is indicted in  Tishreen University Journal for Research and Scientific Studies - Engineering Sciences Series   .  The Readers have the right to send, print and subscribe to the initial version of the article, and the title of  Tishreen University Journal for Research and Scientific Studies - Engineering Sciences Series     Publisher

journal uses a CC BY-NC-SA license which mean

You are free to:

  • Adapt — remix, transform, and build upon the material
  •  
  • The licensor cannot revoke these freedoms as long as you follow the license terms.

 

  • Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • NonCommercial — You may not use the material for commercial purposes.
  • ShareAlike — If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.
  • No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.