Developing Air Defense Strategies Using Data Mining Techniques
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.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2021 �ttps://creativecommons.org/licenses/by-nc-sa/4.0/
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:
- Share — copy and redistribute the material in any medium or format
- 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.