Base station allocation for users with overlapping coverage in wirelessly networked disaster areas

Yu Wang, Michael Conrad Meyer, Junbo Wang

研究成果: Conference contribution

抜粋

After major disasters, temporary deployable cellular networks are often used to construct an emergency communication network. These networks do not have the same level of performance as a typical fog or cloud network, and in order to serve the users in a way that is sustainable, utilization of optimization algorithms must be considered. We proposed using a genetic algorithm (GA) to optimally allocate these users in the overlapping areas to a base station so that the system could provide an improved user experience. We tested our proposed algorithm against a greedy algorithm, a random algorithm, and allocating users to the closest MBS. The greedy algorithm outperformed the two other baseline algorithms, but the proposed algorithm was able to reduce the average and worst-case delay of the system by 80% compared to the greedy algorithm. The genetic algorithm had completely settled by 150 generations. This algorithm provided such an advantage that it warrants deeper study.

元の言語English
ホスト出版物のタイトルProceedings - IEEE 17th International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, DASC-PiCom-CBDCom-CyberSciTech 2019
出版者Institute of Electrical and Electronics Engineers Inc.
ページ954-960
ページ数7
ISBN(電子版)9781728130248
DOI
出版物ステータスPublished - 2019 8
イベント17th IEEE International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, DASC-PiCom-CBDCom-CyberSciTech 2019 - Fukuoka, Japan
継続期間: 2019 8 52019 8 8

出版物シリーズ

名前Proceedings - IEEE 17th International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, DASC-PiCom-CBDCom-CyberSciTech 2019

Conference

Conference17th IEEE International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, DASC-PiCom-CBDCom-CyberSciTech 2019
Japan
Fukuoka
期間19/8/519/8/8

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Networks and Communications
  • Hardware and Architecture
  • Information Systems and Management
  • Information Systems
  • Safety, Risk, Reliability and Quality
  • Control and Optimization

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  • これを引用

    Wang, Y., Meyer, M. C., & Wang, J. (2019). Base station allocation for users with overlapping coverage in wirelessly networked disaster areas. : Proceedings - IEEE 17th International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, DASC-PiCom-CBDCom-CyberSciTech 2019 (pp. 954-960). [8890266] (Proceedings - IEEE 17th International Conference on Dependable, Autonomic and Secure Computing, IEEE 17th International Conference on Pervasive Intelligence and Computing, IEEE 5th International Conference on Cloud and Big Data Computing, 4th Cyber Science and Technology Congress, DASC-PiCom-CBDCom-CyberSciTech 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/DASC/PiCom/CBDCom/CyberSciTech.2019.00175