Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation

In this paper, a novel decoding kernel method based on Successive Parzen Windows Interference Cancellation (SPWIC) is proposed for the Non-Orthogonal Multiple Access (NOMA) uplink. The procedure leverages on the diversity in both angle and received power at a 3D antenna combined with a Parzen Window...

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Main Authors: Victor P. Gil Jimenez, Angel Navia Vazquez
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Open Journal of Vehicular Technology
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10786369/
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author Victor P. Gil Jimenez
Angel Navia Vazquez
author_facet Victor P. Gil Jimenez
Angel Navia Vazquez
author_sort Victor P. Gil Jimenez
collection DOAJ
description In this paper, a novel decoding kernel method based on Successive Parzen Windows Interference Cancellation (SPWIC) is proposed for the Non-Orthogonal Multiple Access (NOMA) uplink. The procedure leverages on the diversity in both angle and received power at a 3D antenna combined with a Parzen Windows based decoding to achieve better interference cancellation, providing the decoding process with robustness against multi-user interference and user discrimination. This is specially convenient in vehicular scenarios in crowded cities. We have evaluated SPWIC in various scenarios and concluded that it outperforms the standard Successive Interference Cancellation (SIC) approach even in Multiple-Input Multiple-Output (MIMO) cases such that up to 9 users can be allocated on the same resources -as long as they are not too close to each other-. Although it is proposed for mmWave, it can be directly adapted to lower frequencies.
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publishDate 2025-01-01
publisher IEEE
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series IEEE Open Journal of Vehicular Technology
spelling doaj-art-414a19e830114489a1acf7176d19d56c2025-01-07T00:03:03ZengIEEEIEEE Open Journal of Vehicular Technology2644-13302025-01-01626527510.1109/OJVT.2024.351346010786369Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference CancellationVictor P. Gil Jimenez0https://orcid.org/0000-0001-7029-1710Angel Navia Vazquez1https://orcid.org/0000-0002-6453-2378Department Teoría de la Señal y Comunicaciones, Universidad Carlos III de Madrid, Leganés (Madrid), SpainDepartment Teoría de la Señal y Comunicaciones, Universidad Carlos III de Madrid, Leganés (Madrid), SpainIn this paper, a novel decoding kernel method based on Successive Parzen Windows Interference Cancellation (SPWIC) is proposed for the Non-Orthogonal Multiple Access (NOMA) uplink. The procedure leverages on the diversity in both angle and received power at a 3D antenna combined with a Parzen Windows based decoding to achieve better interference cancellation, providing the decoding process with robustness against multi-user interference and user discrimination. This is specially convenient in vehicular scenarios in crowded cities. We have evaluated SPWIC in various scenarios and concluded that it outperforms the standard Successive Interference Cancellation (SIC) approach even in Multiple-Input Multiple-Output (MIMO) cases such that up to 9 users can be allocated on the same resources -as long as they are not too close to each other-. Although it is proposed for mmWave, it can be directly adapted to lower frequencies.https://ieeexplore.ieee.org/document/10786369/NOMASICparzen windowskernel methodsmulti-user interference3D antenna
spellingShingle Victor P. Gil Jimenez
Angel Navia Vazquez
Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation
IEEE Open Journal of Vehicular Technology
NOMA
SIC
parzen windows
kernel methods
multi-user interference
3D antenna
title Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation
title_full Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation
title_fullStr Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation
title_full_unstemmed Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation
title_short Uplink Non-Orthogonal Multiple Access (NOMA) Decoding Based on Successive Parzen Windows Interference Cancellation
title_sort uplink non orthogonal multiple access noma decoding based on successive parzen windows interference cancellation
topic NOMA
SIC
parzen windows
kernel methods
multi-user interference
3D antenna
url https://ieeexplore.ieee.org/document/10786369/
work_keys_str_mv AT victorpgiljimenez uplinknonorthogonalmultipleaccessnomadecodingbasedonsuccessiveparzenwindowsinterferencecancellation
AT angelnaviavazquez uplinknonorthogonalmultipleaccessnomadecodingbasedonsuccessiveparzenwindowsinterferencecancellation