Skip to main content
Erschienen in: Wireless Personal Communications 2/2022

20.08.2021

A Mathematical 3D Solution to Efficiently Locate Drones in 5G Wireless Networks

verfasst von: Mina Taghavi, Jamshid Abouei

Erschienen in: Wireless Personal Communications | Ausgabe 2/2022

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

One of the most important issues in wireless networks is the proper coverage of users as well as providing quality of service (QoS). The fifth generation of mobile networks is moving towards higher QoS with higher data rates, but this higher rate reduces the coverage of drone base stations (DBSs). The existence of natural and abnormal events around the world makes user coverage difficult on the mobile network. One solution to this problem is to use the unmanned aerial vehicle (UAV) as a mobile DBS. In the mobile network, the problem of optimizing DBSs positioning is the most important issue for covering users and guaranteeing the QoS. In this paper, finding the proper location of DBSs is modeled as a \({\varvec{P}}\)-median optimization problem, where \({\varvec{P}}\) is the number of DBSs available to cover users. Since this \({\varvec{P}}\)-median model requires a set of specific nominee points to select the location of DBSs, two methods are proposed to introduce these points. The optimal value of P for each method is also obtained by the heuristic algorithm. Finally, by solving the optimization problem, the optimal locations of DBSs are specified and the two methods are numerically evaluated.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Kouhdaragh, V., Verde, F., Gelli, G., & Abouei, J. (2020). On the application of machine learning to the design of UAV-based 5G radio access networks. Electronics, 9(4), 689.CrossRef Kouhdaragh, V., Verde, F., Gelli, G., & Abouei, J. (2020). On the application of machine learning to the design of UAV-based 5G radio access networks. Electronics, 9(4), 689.CrossRef
2.
Zurück zum Zitat Hajiakhondi-Meybodi, Z., Mohammadi, A., & Abouei, J. (2021). Deep reinforcement learning for trustworthy and time-varying connection scheduling in a coupled uav-based femtocaching architecture. IEEE Access, 9, 32263–32281.CrossRef Hajiakhondi-Meybodi, Z., Mohammadi, A., & Abouei, J. (2021). Deep reinforcement learning for trustworthy and time-varying connection scheduling in a coupled uav-based femtocaching architecture. IEEE Access, 9, 32263–32281.CrossRef
3.
Zurück zum Zitat A. Akarsu, T. Girici, Resilient Deployment of Drone Base Stations, In Proc. International Symposium on Networks, Computers and Communications, 2019. A. Akarsu, T. Girici, Resilient Deployment of Drone Base Stations, In Proc. International Symposium on Networks, Computers and Communications, 2019.
4.
Zurück zum Zitat Sun, X., Ansari, N., & Fierro, R. (2020). Jointly optimized 3D drone mounted base station deployment and user association in drone assisted mobile access networks. IEEE Transactions on Vehicular Technology, 69(2), 2195–2203.CrossRef Sun, X., Ansari, N., & Fierro, R. (2020). Jointly optimized 3D drone mounted base station deployment and user association in drone assisted mobile access networks. IEEE Transactions on Vehicular Technology, 69(2), 2195–2203.CrossRef
5.
Zurück zum Zitat E. Kalantari, M. Z. Shakir, H. Yanikomeroglu, and A. Yongacoglu, Backhaul-aware robust 3D drone placement in 5G+ wireless networks, In Proceedings IEEE International Conference on Communication Work, pp. 109–114, 2017. E. Kalantari, M. Z. Shakir, H. Yanikomeroglu, and A. Yongacoglu, Backhaul-aware robust 3D drone placement in 5G+ wireless networks, In Proceedings IEEE International Conference on Communication Work, pp. 109–114, 2017.
6.
Zurück zum Zitat Taghavi, M., & Abouei, J. (2019). Two-dimensional drone base station placement in cellular networks using MINLP model. International Journal of Electronics and Telecommunications, 65(4), 701–706. Taghavi, M., & Abouei, J. (2019). Two-dimensional drone base station placement in cellular networks using MINLP model. International Journal of Electronics and Telecommunications, 65(4), 701–706.
7.
Zurück zum Zitat Bor-Yaliniz, I., Szyszkowicz, S. S., & Yanikomeroglu, H. (2018). Environment-aware drone-base-station placements in modern metropolitans. IEEE Wireless Communications Letters, 7(3), 372–372.CrossRef Bor-Yaliniz, I., Szyszkowicz, S. S., & Yanikomeroglu, H. (2018). Environment-aware drone-base-station placements in modern metropolitans. IEEE Wireless Communications Letters, 7(3), 372–372.CrossRef
8.
Zurück zum Zitat R. I. Bor-Yaliniz, A. El-Keyi, and H. Yanikomeroglu, Efficient 3-D placement of an aerial base station in next generation cellular networks, In Proceedings of IEEE International Conference on Communication, pp. 1–5, 2016. R. I. Bor-Yaliniz, A. El-Keyi, and H. Yanikomeroglu, Efficient 3-D placement of an aerial base station in next generation cellular networks, In Proceedings of IEEE International Conference on Communication, pp. 1–5, 2016.
9.
Zurück zum Zitat Yang, P., Cao, X., Yin, C., Xiao, Z., Xi, X., & Wu, D. (2017). Proactive drone-cell deployment: overload relief for a cellular network under flash crowd traffic. IEEE Transactions on Intelligent Transportation Systems, 18(10), 2877–2892.CrossRef Yang, P., Cao, X., Yin, C., Xiao, Z., Xi, X., & Wu, D. (2017). Proactive drone-cell deployment: overload relief for a cellular network under flash crowd traffic. IEEE Transactions on Intelligent Transportation Systems, 18(10), 2877–2892.CrossRef
10.
Zurück zum Zitat V. Sharma, M. Bennis, and R. Kumar, UAV-assisted heterogeneous networks for capacity enhancement, In Proceedings of IEEE Communication Letter, 20(6), 1207–1210, 2016 V. Sharma, M. Bennis, and R. Kumar, UAV-assisted heterogeneous networks for capacity enhancement, In Proceedings of IEEE Communication Letter, 20(6), 1207–1210, 2016
11.
Zurück zum Zitat Mozaffari, M., Saad, W., Bennis, M., & Debbah, M. (2016). Efficient deployment of multiple unmanned aerial vehicles for optimal wireless coverage. IEEE Communications Letters, 20(8), 1647–1650.CrossRef Mozaffari, M., Saad, W., Bennis, M., & Debbah, M. (2016). Efficient deployment of multiple unmanned aerial vehicles for optimal wireless coverage. IEEE Communications Letters, 20(8), 1647–1650.CrossRef
12.
Zurück zum Zitat Chen, M., Mozaffari, M., Saad, W., Yin, C., Debbah, M., & Hong, C. S. (2017). Caching in the sky: Proactive deployment of cache-enabled unmanned aerial vehicles for optimized quality-of-experience. IEEE Journal of Selected Areas in Communication, 35(5), 1046–1061.CrossRef Chen, M., Mozaffari, M., Saad, W., Yin, C., Debbah, M., & Hong, C. S. (2017). Caching in the sky: Proactive deployment of cache-enabled unmanned aerial vehicles for optimized quality-of-experience. IEEE Journal of Selected Areas in Communication, 35(5), 1046–1061.CrossRef
13.
Zurück zum Zitat Sharma, V., Bennis, M., & Kumar, R. (2016). UAV assisted heterogeneous networks for public safety communications. IEEE Communications Letters, 20(6), 329–334.CrossRef Sharma, V., Bennis, M., & Kumar, R. (2016). UAV assisted heterogeneous networks for public safety communications. IEEE Communications Letters, 20(6), 329–334.CrossRef
14.
Zurück zum Zitat M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, Optimal transport theory for power-efficient deployment of unmanned aerial vehicles, In Proceedings of IEEE Communications, pp. 1–6, 2016 M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, Optimal transport theory for power-efficient deployment of unmanned aerial vehicles, In Proceedings of IEEE Communications, pp. 1–6, 2016
15.
Zurück zum Zitat Al-Hourani, A., Kandeepan, S., & Lardner, S. (2014). Optimal LAP altitude for maximum coverage. IEEE Wireless Communication Letters, 3(6), 569–572.CrossRef Al-Hourani, A., Kandeepan, S., & Lardner, S. (2014). Optimal LAP altitude for maximum coverage. IEEE Wireless Communication Letters, 3(6), 569–572.CrossRef
16.
Zurück zum Zitat E. Kalantari, I. Bor-Yaliniz, A. Yongacoglu, and H. Yanikomeroglu, User association and bandwidth allocation for terrestrial and aerial base stations with backhaul considerations, In: Proceedings of IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, pp. 1–6, 2018. E. Kalantari, I. Bor-Yaliniz, A. Yongacoglu, and H. Yanikomeroglu, User association and bandwidth allocation for terrestrial and aerial base stations with backhaul considerations, In: Proceedings of IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, pp. 1–6, 2018.
17.
Zurück zum Zitat Z. Zhu, L. Li, and W. Zhou, QoS-Aware 3D Deployment of UAV Base Stations, In: Proceedings of International Conference on Wireless Communications and Signal Processing, 2018. Z. Zhu, L. Li, and W. Zhou, QoS-Aware 3D Deployment of UAV Base Stations, In: Proceedings of International Conference on Wireless Communications and Signal Processing, 2018.
18.
Zurück zum Zitat Zhang, L., & Ansari, N. (2019). Optimizing the deployment and throughput of DBSs for uplink communications. IEEE Open Journal of Vehicular Technology, 1, 18–28.CrossRef Zhang, L., & Ansari, N. (2019). Optimizing the deployment and throughput of DBSs for uplink communications. IEEE Open Journal of Vehicular Technology, 1, 18–28.CrossRef
19.
Zurück zum Zitat A. Tawfiq, J. Abouei, and K. N. Plataniotis, Cyclic orthogonal codes in CDMA-based asynchronous wireless body area networks, In: Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012, pp. 1593–1596. A. Tawfiq, J. Abouei, and K. N. Plataniotis, Cyclic orthogonal codes in CDMA-based asynchronous wireless body area networks, In: Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012, pp. 1593–1596.
20.
Zurück zum Zitat X. Zhou, S. Durrani, J. Guo, H. Yanikomeroglu, Underlay Drone Cell for Temporary Events: Impact of Drone Height and Aerial Channel Environments, IEEE Internet of Things Journal, 6(2), 2019. X. Zhou, S. Durrani, J. Guo, H. Yanikomeroglu, Underlay Drone Cell for Temporary Events: Impact of Drone Height and Aerial Channel Environments, IEEE Internet of Things Journal, 6(2), 2019.
21.
Zurück zum Zitat Ergen, M. (2009). Mobile broadband: including WiMAX and LTE. Berlin: Springer Science+Business Media.CrossRef Ergen, M. (2009). Mobile broadband: including WiMAX and LTE. Berlin: Springer Science+Business Media.CrossRef
22.
Zurück zum Zitat T. K. Vu, et al, Joint Path Selection and Rate Allocation Framework for 5G Self-Backhauled mm-wave Networks, IEEE Transactions on Wireless Communications, 19, (2019). T. K. Vu, et al, Joint Path Selection and Rate Allocation Framework for 5G Self-Backhauled mm-wave Networks, IEEE Transactions on Wireless Communications, 19, (2019).
23.
Zurück zum Zitat M. Mozaffari, W. Saad, M. Bennis, M. Debbah, Unmanned aerial vehicle with underlaid device-to-device communications: Performance and tradeoffs, IEEE Transactions on Wireless Communications, pp. 3949–3963, 2016 M. Mozaffari, W. Saad, M. Bennis, M. Debbah, Unmanned aerial vehicle with underlaid device-to-device communications: Performance and tradeoffs, IEEE Transactions on Wireless Communications, pp. 3949–3963, 2016
Metadaten
Titel
A Mathematical 3D Solution to Efficiently Locate Drones in 5G Wireless Networks
verfasst von
Mina Taghavi
Jamshid Abouei
Publikationsdatum
20.08.2021
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 2/2022
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-021-08959-2

Weitere Artikel der Ausgabe 2/2022

Wireless Personal Communications 2/2022 Zur Ausgabe

Neuer Inhalt