Resource allocation algorithm for LTE networks using fuzzy based adaptive priority and effective bandwidth estimation
In this paper, we propose a scheme to allocate resource blocks for the Long Term Evolution (LTE) downlink based on the estimation of the effective bandwidths of traffic flows, where users’ priorities are adaptively computed using fuzzy logic. The effective bandwidth of each user traffic flow that is...
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Published in | Wireless networks Vol. 24; no. 2; pp. 423 - 437 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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01.02.2018
Springer Nature B.V |
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Abstract | In this paper, we propose a scheme to allocate resource blocks for the Long Term Evolution (LTE) downlink based on the estimation of the effective bandwidths of traffic flows, where users’ priorities are adaptively computed using fuzzy logic. The effective bandwidth of each user traffic flow that is estimated through the parameters of the adaptive
β
-Multifractal Wavelet Mode modeling, is used to attain their quality of service (QoS) parameters. The proposed allocation scheme aims to guarantee the QoS parameters of users respecting the constraints of modulation and code schemes (modulation and coding scheme) of the LTE downlink transmission. The proposed algorithm considers the average channel quality and the adaptive estimation of effective bandwidth to decide about the scheduling of available radio resources. The efficiency of the proposed scheme is verified through simulations and compared to other algorithms in the literature in terms of parameters such as: system throughput, required data rate not provided, fairness index, data loss rate and network delay. |
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AbstractList | In this paper, we propose a scheme to allocate resource blocks for the Long Term Evolution (LTE) downlink based on the estimation of the effective bandwidths of traffic flows, where users’ priorities are adaptively computed using fuzzy logic. The effective bandwidth of each user traffic flow that is estimated through the parameters of the adaptive β-Multifractal Wavelet Mode modeling, is used to attain their quality of service (QoS) parameters. The proposed allocation scheme aims to guarantee the QoS parameters of users respecting the constraints of modulation and code schemes (modulation and coding scheme) of the LTE downlink transmission. The proposed algorithm considers the average channel quality and the adaptive estimation of effective bandwidth to decide about the scheduling of available radio resources. The efficiency of the proposed scheme is verified through simulations and compared to other algorithms in the literature in terms of parameters such as: system throughput, required data rate not provided, fairness index, data loss rate and network delay. In this paper, we propose a scheme to allocate resource blocks for the Long Term Evolution (LTE) downlink based on the estimation of the effective bandwidths of traffic flows, where users’ priorities are adaptively computed using fuzzy logic. The effective bandwidth of each user traffic flow that is estimated through the parameters of the adaptive β -Multifractal Wavelet Mode modeling, is used to attain their quality of service (QoS) parameters. The proposed allocation scheme aims to guarantee the QoS parameters of users respecting the constraints of modulation and code schemes (modulation and coding scheme) of the LTE downlink transmission. The proposed algorithm considers the average channel quality and the adaptive estimation of effective bandwidth to decide about the scheduling of available radio resources. The efficiency of the proposed scheme is verified through simulations and compared to other algorithms in the literature in terms of parameters such as: system throughput, required data rate not provided, fairness index, data loss rate and network delay. |
Author | Vieira, Flávio Henrique Teles Abrahão, Diego Cruz |
Author_xml | – sequence: 1 givenname: Diego Cruz surname: Abrahão fullname: Abrahão, Diego Cruz email: diegoabrahao@outlook.com organization: School of Electrical, Mechanical and Computer Engineering, Federal University of Goiás – sequence: 2 givenname: Flávio Henrique Teles surname: Vieira fullname: Vieira, Flávio Henrique Teles organization: School of Electrical, Mechanical and Computer Engineering, Federal University of Goiás |
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CitedBy_id | crossref_primary_10_3390_electronics9071071 crossref_primary_10_1007_s11276_020_02257_8 crossref_primary_10_1016_j_comnet_2018_09_008 crossref_primary_10_1007_s00034_019_01056_7 crossref_primary_10_1016_j_eswa_2023_120421 crossref_primary_10_1007_s11082_023_05295_6 crossref_primary_10_1007_s10586_023_04214_4 crossref_primary_10_1002_dac_3829 |
Cites_doi | 10.1109/TNET.2010.2068308 10.14209/sbrt.2013.235 10.1109/WCL.2012.033012.120146 10.1109/21.52552 10.14209/sbrt.2004.302 10.1109/VETECS.2000.851593 10.1007/s00158-007-0222-3 10.1109/WiMOB.2011.6085383 10.1109/90.502236 10.1016/0165-0114(88)90113-3 10.1109/VTCFall.2013.6692323 10.1109/TSMC.1985.6313399 10.1109/CJECE.2015.2417858 10.1109/18.761337 10.1109/ICCNC.2016.7440569 |
ContentType | Journal Article |
Copyright | Springer Science+Business Media New York 2016 Wireless Networks is a copyright of Springer, (2016). All Rights Reserved. |
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Keywords | MWM QoS Bandwidth effective Scheduling Fuzzy LTE Modeling |
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SubjectTerms | Algorithms Bandwidths Communications Engineering Computer Communication Networks Computer simulation Data loss Electrical Engineering Engineering Fuzzy logic IT in Business Mobile communication systems Modulation Networks Parameter estimation Resource allocation Resource scheduling Traffic flow Wavelet analysis Wireless communications Wireless networks |
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Title | Resource allocation algorithm for LTE networks using fuzzy based adaptive priority and effective bandwidth estimation |
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