Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA

Fatemeh Banaeizadeh; Michel Barbeau; Joaquin Garcia-Alfaro; Venkata Srinivas Kothapalli; Evangelos Kranakis

doi:10.1109/LATINCOM56090.2022.10000584

Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA

Fatemeh Banaeizadeh
, Michel Barbeau
, Joaquin Garcia-Alfaro
, Venkata Srinivas Kothapalli
, Evangelos Kranakis

Carleton University, School of Computer Science
Ericsson Canada Inc.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Citations (Scopus)

Abstract

Ground users suffer from severe uplink interference originating from high altitude Unmanned Aerial Vehicle (UAV) line-of-sight channels. Using multi-Armed bandit, we propose a method aiming to find the best resource block and transmit power level for a UAV dynamically paired with a ground user using Non-Orthogonal Multiple Access (NOMA). It is done according to the UAV's location. It results in mitigating the UAV-uplink interference on its co-channel ground user and maximizing the sum of their data rate in the shared resource block. Performance is evaluated via simulating three exploration-exploitation strategies, namely, epsilon-greedy, upper confidence bound and Thompson sampling.

Original language	English
Title of host publication	2022 IEEE Latin-American Conference on Communications, LATINCOM 2022
Editors	Igor M. Moraes, Miguel Elias M. Campista, Yacine Ghamri-Doudane, Costa Luis Henrique M. K. Costa, Marcelo G. Rubinstein
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665482257
DOIs	https://doi.org/10.1109/LATINCOM56090.2022.10000584
Publication status	Published - 1 Jan 2022
Event	14th IEEE Latin-American Conference on Communications, LATINCOM 2022 - Rio de Janeiro, Brazil Duration: 30 Nov 2022 → 2 Dec 2022

Publication series

Name	2022 IEEE Latin-American Conference on Communications, LATINCOM 2022

Conference

Conference	14th IEEE Latin-American Conference on Communications, LATINCOM 2022
Country/Territory	Brazil
City	Rio de Janeiro
Period	30/11/22 → 2/12/22

Keywords

Multi-Armed Bandit
Non-Orthogonal Multiple Access
Unmanned Aerial Vehicle
Uplink Interference

Access to Document

10.1109/LATINCOM56090.2022.10000584

Cite this

Banaeizadeh, F., Barbeau, M., Garcia-Alfaro, J., Kothapalli, V. S., & Kranakis, E. (2022). Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA. In I. M. Moraes, M. E. M. Campista, Y. Ghamri-Doudane, C. Luis Henrique M. K. Costa, & M. G. Rubinstein (Eds.), 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022 (2022 IEEE Latin-American Conference on Communications, LATINCOM 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/LATINCOM56090.2022.10000584

Banaeizadeh, Fatemeh ; Barbeau, Michel ; Garcia-Alfaro, Joaquin et al. / Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA. 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022. editor / Igor M. Moraes ; Miguel Elias M. Campista ; Yacine Ghamri-Doudane ; Costa Luis Henrique M. K. Costa ; Marcelo G. Rubinstein. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 IEEE Latin-American Conference on Communications, LATINCOM 2022).

@inproceedings{e90063c2322248348c5f87914b19b8ea,

title = "Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA",

abstract = "Ground users suffer from severe uplink interference originating from high altitude Unmanned Aerial Vehicle (UAV) line-of-sight channels. Using multi-Armed bandit, we propose a method aiming to find the best resource block and transmit power level for a UAV dynamically paired with a ground user using Non-Orthogonal Multiple Access (NOMA). It is done according to the UAV's location. It results in mitigating the UAV-uplink interference on its co-channel ground user and maximizing the sum of their data rate in the shared resource block. Performance is evaluated via simulating three exploration-exploitation strategies, namely, epsilon-greedy, upper confidence bound and Thompson sampling.",

keywords = "Multi-Armed Bandit, Non-Orthogonal Multiple Access, Unmanned Aerial Vehicle, Uplink Interference",

author = "Fatemeh Banaeizadeh and Michel Barbeau and Joaquin Garcia-Alfaro and Kothapalli, \{Venkata Srinivas\} and Evangelos Kranakis",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 14th IEEE Latin-American Conference on Communications, LATINCOM 2022 ; Conference date: 30-11-2022 Through 02-12-2022",

year = "2022",

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day = "1",

doi = "10.1109/LATINCOM56090.2022.10000584",

language = "English",

series = "2022 IEEE Latin-American Conference on Communications, LATINCOM 2022",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

editor = "Moraes, \{Igor M.\} and Campista, \{Miguel Elias M.\} and Yacine Ghamri-Doudane and \{Luis Henrique M. K. Costa\}, Costa and Rubinstein, \{Marcelo G.\}",

booktitle = "2022 IEEE Latin-American Conference on Communications, LATINCOM 2022",

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Banaeizadeh, F, Barbeau, M, Garcia-Alfaro, J, Kothapalli, VS & Kranakis, E 2022, Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA. in IM Moraes, MEM Campista, Y Ghamri-Doudane, C Luis Henrique M. K. Costa & MG Rubinstein (eds), 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022. 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022, Institute of Electrical and Electronics Engineers Inc., 14th IEEE Latin-American Conference on Communications, LATINCOM 2022, Rio de Janeiro, Brazil, 30/11/22. https://doi.org/10.1109/LATINCOM56090.2022.10000584

Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA. / Banaeizadeh, Fatemeh; Barbeau, Michel; Garcia-Alfaro, Joaquin et al.
2022 IEEE Latin-American Conference on Communications, LATINCOM 2022. ed. / Igor M. Moraes; Miguel Elias M. Campista; Yacine Ghamri-Doudane; Costa Luis Henrique M. K. Costa; Marcelo G. Rubinstein. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 IEEE Latin-American Conference on Communications, LATINCOM 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA

AU - Banaeizadeh, Fatemeh

AU - Barbeau, Michel

AU - Garcia-Alfaro, Joaquin

AU - Kothapalli, Venkata Srinivas

AU - Kranakis, Evangelos

PY - 2022/1/1

Y1 - 2022/1/1

N2 - Ground users suffer from severe uplink interference originating from high altitude Unmanned Aerial Vehicle (UAV) line-of-sight channels. Using multi-Armed bandit, we propose a method aiming to find the best resource block and transmit power level for a UAV dynamically paired with a ground user using Non-Orthogonal Multiple Access (NOMA). It is done according to the UAV's location. It results in mitigating the UAV-uplink interference on its co-channel ground user and maximizing the sum of their data rate in the shared resource block. Performance is evaluated via simulating three exploration-exploitation strategies, namely, epsilon-greedy, upper confidence bound and Thompson sampling.

AB - Ground users suffer from severe uplink interference originating from high altitude Unmanned Aerial Vehicle (UAV) line-of-sight channels. Using multi-Armed bandit, we propose a method aiming to find the best resource block and transmit power level for a UAV dynamically paired with a ground user using Non-Orthogonal Multiple Access (NOMA). It is done according to the UAV's location. It results in mitigating the UAV-uplink interference on its co-channel ground user and maximizing the sum of their data rate in the shared resource block. Performance is evaluated via simulating three exploration-exploitation strategies, namely, epsilon-greedy, upper confidence bound and Thompson sampling.

KW - Multi-Armed Bandit

KW - Non-Orthogonal Multiple Access

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KW - Uplink Interference

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DO - 10.1109/LATINCOM56090.2022.10000584

M3 - Conference contribution

AN - SCOPUS:85146637553

T3 - 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022

BT - 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022

A2 - Moraes, Igor M.

A2 - Campista, Miguel Elias M.

A2 - Ghamri-Doudane, Yacine

A2 - Luis Henrique M. K. Costa, Costa

A2 - Rubinstein, Marcelo G.

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 14th IEEE Latin-American Conference on Communications, LATINCOM 2022

Y2 - 30 November 2022 through 2 December 2022

ER -

Banaeizadeh F, Barbeau M, Garcia-Alfaro J, Kothapalli VS, Kranakis E. Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA. In Moraes IM, Campista MEM, Ghamri-Doudane Y, Luis Henrique M. K. Costa C, Rubinstein MG, editors, 2022 IEEE Latin-American Conference on Communications, LATINCOM 2022. Institute of Electrical and Electronics Engineers Inc. 2022. (2022 IEEE Latin-American Conference on Communications, LATINCOM 2022). doi: 10.1109/LATINCOM56090.2022.10000584

Uplink Interference Management in Cellular-Connected UAV Networks Using Multi-Armed Bandit and NOMA

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