Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks

Emre Gures; Ibraheem Shayea; Mustafa Ergen; Ayman A. El-Saleh

doi:10.1109/MTTW56973.2022.9942604

Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks

Emre Gures
, Ibraheem Shayea
, Mustafa Ergen
, Ayman A. El-Saleh

Istanbul Technical University
A'Sharqiyah University

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

19 Atıf (Scopus)

Özet

The promising emergence of heterogeneous networks (HetNets) composed of Long-Term Evolution-Advanced (LTE-A) macro cells and fifth-generation (5G) small cells is envisioned as a paradigm shift in modern wireless communications due to their capability of operating in millimeter-wave (mmWave) bands. However, there are significant variabilities between these two different cell types in terms of the transmission power levels, system capacity, coverage areas and deployment densities. Also, the random distribution of users in different directions of movement causes an uneven distribution of traffic load between cells. In this study, we suggest a fuzzy logic-based algorithm for adjusting the handover (HO) margin (HOM) in HetNets by leveraging cell load and radio channel quality. In addition, a two-step model of target cell determination is presented that takes into account the load level of the cells and the reference signal received power (RSRP). The performance of the suggested algorithm is compared with selected existing load balancing algorithms. The simulation findings depict that the suggested algorithm improves load balancing, increases throughput and reduces call dropping ratio (CDR).

Orijinal dil	İngilizce
Ana bilgisayar yayını başlığı	Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022
Editörler	Deniss Kolosovs
Yayınlayan	Institute of Electrical and Electronics Engineers Inc.
Sayfalar	210-215
Sayfa sayısı	6
ISBN (Elektronik)	9781665464390
DOI'lar	https://doi.org/10.1109/MTTW56973.2022.9942604
Yayın durumu	Yayınlandı - 2022
Etkinlik	2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022 - Riga, Latvia Süre: 5 Eki 2022 → 7 Eki 2022

Yayın serisi

Adı	Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022
Ülke/Bölge	Latvia
Şehir	Riga
Periyot	5/10/22 → 7/10/22

Bibliyografik not

Publisher Copyright:
© 2022 IEEE.

Finansman

This work was supported in part by the 2232 International Fellowship for Outstanding Researchers Program of the Scientific and Technological Research Council of Turkey (TÜBİTAK), Istanbul Technical University (ITU), under Project 118C276.

Finansörler	Finansör numarası
Türkiye Bilimsel ve Teknolojik Araştırma Kurumu
Istanbul Teknik Üniversitesi	118C276

Belgeye Erişim

10.1109/MTTW56973.2022.9942604

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

Gures, E., Shayea, I., Ergen, M., & El-Saleh, A. A. (2022). Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks. In D. Kolosovs (Ed.), Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022 (pp. 210-215). (Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/MTTW56973.2022.9942604

Gures, Emre ; Shayea, Ibraheem ; Ergen, Mustafa et al. / Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks. Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022. editör / Deniss Kolosovs. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 210-215 (Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022).

@inproceedings{bd046745d0d846fea5f681fb1c28873b,

title = "Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks",

abstract = "The promising emergence of heterogeneous networks (HetNets) composed of Long-Term Evolution-Advanced (LTE-A) macro cells and fifth-generation (5G) small cells is envisioned as a paradigm shift in modern wireless communications due to their capability of operating in millimeter-wave (mmWave) bands. However, there are significant variabilities between these two different cell types in terms of the transmission power levels, system capacity, coverage areas and deployment densities. Also, the random distribution of users in different directions of movement causes an uneven distribution of traffic load between cells. In this study, we suggest a fuzzy logic-based algorithm for adjusting the handover (HO) margin (HOM) in HetNets by leveraging cell load and radio channel quality. In addition, a two-step model of target cell determination is presented that takes into account the load level of the cells and the reference signal received power (RSRP). The performance of the suggested algorithm is compared with selected existing load balancing algorithms. The simulation findings depict that the suggested algorithm improves load balancing, increases throughput and reduces call dropping ratio (CDR).",

keywords = "5G mobile communication, Load balancing, heterogeneous network, millimeter wave communication, mobility management",

author = "Emre Gures and Ibraheem Shayea and Mustafa Ergen and El-Saleh, \{Ayman A.\}",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022 ; Conference date: 05-10-2022 Through 07-10-2022",

year = "2022",

doi = "10.1109/MTTW56973.2022.9942604",

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series = "Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022",

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

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Gures, E, Shayea, I , Ergen, M & El-Saleh, AA 2022, Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks. in D Kolosovs (ed.), Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022. Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022, Institute of Electrical and Electronics Engineers Inc., pp. 210-215, 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022, Riga, Latvia, 5/10/22. https://doi.org/10.1109/MTTW56973.2022.9942604

Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks. / Gures, Emre; Shayea, Ibraheem ; Ergen, Mustafa et al.
Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022. ed. / Deniss Kolosovs. Institute of Electrical and Electronics Engineers Inc., 2022. p. 210-215 (Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022).

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

TY - GEN

T1 - Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks

AU - Gures, Emre

AU - Shayea, Ibraheem

AU - Ergen, Mustafa

AU - El-Saleh, Ayman A.

PY - 2022

Y1 - 2022

N2 - The promising emergence of heterogeneous networks (HetNets) composed of Long-Term Evolution-Advanced (LTE-A) macro cells and fifth-generation (5G) small cells is envisioned as a paradigm shift in modern wireless communications due to their capability of operating in millimeter-wave (mmWave) bands. However, there are significant variabilities between these two different cell types in terms of the transmission power levels, system capacity, coverage areas and deployment densities. Also, the random distribution of users in different directions of movement causes an uneven distribution of traffic load between cells. In this study, we suggest a fuzzy logic-based algorithm for adjusting the handover (HO) margin (HOM) in HetNets by leveraging cell load and radio channel quality. In addition, a two-step model of target cell determination is presented that takes into account the load level of the cells and the reference signal received power (RSRP). The performance of the suggested algorithm is compared with selected existing load balancing algorithms. The simulation findings depict that the suggested algorithm improves load balancing, increases throughput and reduces call dropping ratio (CDR).

AB - The promising emergence of heterogeneous networks (HetNets) composed of Long-Term Evolution-Advanced (LTE-A) macro cells and fifth-generation (5G) small cells is envisioned as a paradigm shift in modern wireless communications due to their capability of operating in millimeter-wave (mmWave) bands. However, there are significant variabilities between these two different cell types in terms of the transmission power levels, system capacity, coverage areas and deployment densities. Also, the random distribution of users in different directions of movement causes an uneven distribution of traffic load between cells. In this study, we suggest a fuzzy logic-based algorithm for adjusting the handover (HO) margin (HOM) in HetNets by leveraging cell load and radio channel quality. In addition, a two-step model of target cell determination is presented that takes into account the load level of the cells and the reference signal received power (RSRP). The performance of the suggested algorithm is compared with selected existing load balancing algorithms. The simulation findings depict that the suggested algorithm improves load balancing, increases throughput and reduces call dropping ratio (CDR).

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KW - Load balancing

KW - heterogeneous network

KW - millimeter wave communication

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DO - 10.1109/MTTW56973.2022.9942604

M3 - Conference contribution

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T3 - Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022

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EP - 215

BT - Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022

A2 - Kolosovs, Deniss

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022

Y2 - 5 October 2022 through 7 October 2022

ER -

Gures E, Shayea I , Ergen M, El-Saleh AA. Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks. In Kolosovs D, editör, Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 210-215. (Proceedings of 2022 Workshop on Microwave Theory and Techniques in Wireless Communications, MTTW 2022). doi: 10.1109/MTTW56973.2022.9942604

Fuzzy Logic-Based Load Balancing Algorithm in Heterogeneous Networks

Özet

Yayın serisi

???event.eventtypes.event.conference???

Bibliyografik not

Finansman

Belgeye Erişim

Diğer Dosyalar ve Linkler

Parmak izi

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