Joint Placement and Device Association of UAV Base Stations in IoT Networks

Drone base stations (DBSs) have received significant research interest in recent years. They provide a flexible and cost-effective solution to improve the coverage, connectivity, quality of service (QoS), and energy efficiency of large-area Internet of Things (IoT) networks. However, as DBSs are cos...

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Main Authors: Ashfaq Ahmed, Muhammad Awais, Tallha Akram, Selman Kulac, Musaed Alhussein, Khursheed Aurangzeb
Format: Article
Language:English
Published: MDPI AG 2019-05-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/19/9/2157
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author Ashfaq Ahmed
Muhammad Awais
Tallha Akram
Selman Kulac
Musaed Alhussein
Khursheed Aurangzeb
author_facet Ashfaq Ahmed
Muhammad Awais
Tallha Akram
Selman Kulac
Musaed Alhussein
Khursheed Aurangzeb
author_sort Ashfaq Ahmed
collection DOAJ
description Drone base stations (DBSs) have received significant research interest in recent years. They provide a flexible and cost-effective solution to improve the coverage, connectivity, quality of service (QoS), and energy efficiency of large-area Internet of Things (IoT) networks. However, as DBSs are costly and power-limited devices, they require an efficient scheme for their deployment in practical networks. This work proposes a realistic mathematical model for the joint optimization problem of DBS placement and IoT users’ assignment in a massive IoT network scenario. The optimization goal is to maximize the connectivity of IoT users by utilizing the minimum number of DBS, while satisfying practical network constraints. Such an optimization problem is NP-hard, and the optimal solution has a complexity exponential to the number of DBSs and IoT users in the network. Furthermore, this work also proposes a linearization scheme and a low-complexity heuristic to solve the problem in polynomial time. The simulations are performed for a number of network scenarios, and demonstrate that the proposed heuristic is numerically accurate and performs close to the optimal solution.
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spelling doaj.art-882a5436a8d54006b2e025876e8c336c2022-12-22T03:09:21ZengMDPI AGSensors1424-82202019-05-01199215710.3390/s19092157s19092157Joint Placement and Device Association of UAV Base Stations in IoT NetworksAshfaq Ahmed0Muhammad Awais1Tallha Akram2Selman Kulac3Musaed Alhussein4Khursheed Aurangzeb5Department of Electrical & Computer Engineering, COMSATS University Islamabad, Wah Campus, Wah Cantt 47040, PakistanDepartment of Electrical & Computer Engineering, COMSATS University Islamabad, Wah Campus, Wah Cantt 47040, PakistanDepartment of Electrical & Computer Engineering, COMSATS University Islamabad, Wah Campus, Wah Cantt 47040, PakistanDepartment of Electrical-Electronics Engineering, Faculty of Engineering, Duzce University, Konuralp, Duzce 81620, TurkeyComputer Engineering Department, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaComputer Engineering Department, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaDrone base stations (DBSs) have received significant research interest in recent years. They provide a flexible and cost-effective solution to improve the coverage, connectivity, quality of service (QoS), and energy efficiency of large-area Internet of Things (IoT) networks. However, as DBSs are costly and power-limited devices, they require an efficient scheme for their deployment in practical networks. This work proposes a realistic mathematical model for the joint optimization problem of DBS placement and IoT users’ assignment in a massive IoT network scenario. The optimization goal is to maximize the connectivity of IoT users by utilizing the minimum number of DBS, while satisfying practical network constraints. Such an optimization problem is NP-hard, and the optimal solution has a complexity exponential to the number of DBSs and IoT users in the network. Furthermore, this work also proposes a linearization scheme and a low-complexity heuristic to solve the problem in polynomial time. The simulations are performed for a number of network scenarios, and demonstrate that the proposed heuristic is numerically accurate and performs close to the optimal solution.https://www.mdpi.com/1424-8220/19/9/2157resource managementUnmanned aerial vehicles (UAVs)Aerial base stationsInternet of Things (IoTs)
spellingShingle Ashfaq Ahmed
Muhammad Awais
Tallha Akram
Selman Kulac
Musaed Alhussein
Khursheed Aurangzeb
Joint Placement and Device Association of UAV Base Stations in IoT Networks
Sensors
resource management
Unmanned aerial vehicles (UAVs)
Aerial base stations
Internet of Things (IoTs)
title Joint Placement and Device Association of UAV Base Stations in IoT Networks
title_full Joint Placement and Device Association of UAV Base Stations in IoT Networks
title_fullStr Joint Placement and Device Association of UAV Base Stations in IoT Networks
title_full_unstemmed Joint Placement and Device Association of UAV Base Stations in IoT Networks
title_short Joint Placement and Device Association of UAV Base Stations in IoT Networks
title_sort joint placement and device association of uav base stations in iot networks
topic resource management
Unmanned aerial vehicles (UAVs)
Aerial base stations
Internet of Things (IoTs)
url https://www.mdpi.com/1424-8220/19/9/2157
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AT muhammadawais jointplacementanddeviceassociationofuavbasestationsiniotnetworks
AT tallhaakram jointplacementanddeviceassociationofuavbasestationsiniotnetworks
AT selmankulac jointplacementanddeviceassociationofuavbasestationsiniotnetworks
AT musaedalhussein jointplacementanddeviceassociationofuavbasestationsiniotnetworks
AT khursheedaurangzeb jointplacementanddeviceassociationofuavbasestationsiniotnetworks