Energy-harvesting aided unmanned aerial vehicles for reliable ground user localization and communications under Lognormal-Nakagami-m fading channels
Energy-harvesting aided unmanned aerial vehicles for reliable ground user localization and communications under Lognormal-Nakagami-m fading channels
In this paper, we propose a wireless localization system based on energy-harvesting aided unmanned aerial vehicles (UAV). Our proposed system consists of a ground station (GS), a UAV, and multiple users located on the ground, in which both the ground station and all the ground users (GUs) want to know the locations of the ground users. To this end, the UAV first harvests energy from the GS, and then broadcasts signals to the GUs for localization. Each GU will estimate its location, and then transmits data, including its location information, to the GS with the help of the UAV. The links between nodes experience both large-scale lognormal shadowing and small-scale Nakagami-m fading. We first derive the Cramer-Rao lower bound (CRLB) under spatially correlated shadowing for localization performance evaluation. Next, we analyze the system throughput under delay-limited and delay-tolerant transmission modes. To derive exact closed-form expressions as well as high signal-to-noise ratio (SNR) approximations of the performance metrics, we consider a mixture gamma distribution approximation for the probability density functions (PDF) of the composite fading channels. We evaluate the impact of several key system parameters such as the number of waypoints and the altitude of the UAV, correlated shadowing and energy-harvesting time both on the localization performance and on the achievable throughput. Simulations are provided to validate the theoretical analysis.
Cramer-Rao lower bound, Lognormal-Nakagami-m fading, energy harvesting, localization, throughput, unmanned aerial vehicle (UAV)
1632-1647
Le, Ngoc Phuc
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Tran, Le Chung
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Huang, Xiaojing
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Dutkiewicz, Eryk
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Ritz, Christian
ae182409-f9e6-43fb-b8ae-ed1190c7cb60
Phung, Son Lam
7ca3cabf-c020-440f-9a93-8932c923e123
Bouzerdoum, Abdesselam
1f138478-5639-4a8c-a8dc-91d74a0f3141
Franklin, Daniel
f7264f70-d22f-4e19-8b88-8d847f397226
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
February 2021
Le, Ngoc Phuc
d3ad7ffd-cb7c-4466-899c-8d577df50aa6
Tran, Le Chung
bf97ba73-8790-41d6-ab9f-1323296c0558
Huang, Xiaojing
dda503f6-c404-45f4-8129-dbf223d7cd1c
Dutkiewicz, Eryk
33cff246-4a0b-4beb-b808-aa4996d9aad2
Ritz, Christian
ae182409-f9e6-43fb-b8ae-ed1190c7cb60
Phung, Son Lam
7ca3cabf-c020-440f-9a93-8932c923e123
Bouzerdoum, Abdesselam
1f138478-5639-4a8c-a8dc-91d74a0f3141
Franklin, Daniel
f7264f70-d22f-4e19-8b88-8d847f397226
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
Le, Ngoc Phuc, Tran, Le Chung, Huang, Xiaojing, Dutkiewicz, Eryk, Ritz, Christian, Phung, Son Lam, Bouzerdoum, Abdesselam, Franklin, Daniel and Hanzo, Lajos
(2021)
Energy-harvesting aided unmanned aerial vehicles for reliable ground user localization and communications under Lognormal-Nakagami-m fading channels.
IEEE Transactions on Vehicular Technology, 70 (2), , [9340608].
(doi:10.1109/TVT.2021.3054987).
Abstract
In this paper, we propose a wireless localization system based on energy-harvesting aided unmanned aerial vehicles (UAV). Our proposed system consists of a ground station (GS), a UAV, and multiple users located on the ground, in which both the ground station and all the ground users (GUs) want to know the locations of the ground users. To this end, the UAV first harvests energy from the GS, and then broadcasts signals to the GUs for localization. Each GU will estimate its location, and then transmits data, including its location information, to the GS with the help of the UAV. The links between nodes experience both large-scale lognormal shadowing and small-scale Nakagami-m fading. We first derive the Cramer-Rao lower bound (CRLB) under spatially correlated shadowing for localization performance evaluation. Next, we analyze the system throughput under delay-limited and delay-tolerant transmission modes. To derive exact closed-form expressions as well as high signal-to-noise ratio (SNR) approximations of the performance metrics, we consider a mixture gamma distribution approximation for the probability density functions (PDF) of the composite fading channels. We evaluate the impact of several key system parameters such as the number of waypoints and the altitude of the UAV, correlated shadowing and energy-harvesting time both on the localization performance and on the achievable throughput. Simulations are provided to validate the theoretical analysis.
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EH UAV Localization two-column
- Accepted Manuscript
More information
Accepted/In Press date: 21 January 2021
e-pub ahead of print date: 29 January 2021
Published date: February 2021
Additional Information:
Publisher Copyright:
© 1967-2012 IEEE.
Keywords:
Cramer-Rao lower bound, Lognormal-Nakagami-m fading, energy harvesting, localization, throughput, unmanned aerial vehicle (UAV)
Identifiers
Local EPrints ID: 446523
URI: http://eprints.soton.ac.uk/id/eprint/446523
ISSN: 0018-9545
PURE UUID: a2475544-2073-4060-a66c-8eaff5a6f6a4
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Date deposited: 12 Feb 2021 17:30
Last modified: 18 Mar 2024 05:13
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Contributors
Author:
Ngoc Phuc Le
Author:
Le Chung Tran
Author:
Xiaojing Huang
Author:
Eryk Dutkiewicz
Author:
Christian Ritz
Author:
Son Lam Phung
Author:
Abdesselam Bouzerdoum
Author:
Daniel Franklin
Author:
Lajos Hanzo
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