Advanced search ?

Object

Single Linkage Weighted Steepest Gradient Adaboost Cluster-Based D2D in 5G Networks, Journal of Telecommunications and Information Technology, 2023, nr 1
Download

Title: Single Linkage Weighted Steepest Gradient Adaboost Cluster-Based D2D in 5G Networks, Journal of Telecommunications and Information Technology, 2023, nr 1

Creator:

Varadala, Sridhar ; Roslin, S. Emalda

Date:

2023, nr 1

Resource Type:

artykuł

Group publication title:

2023, nr 1, JTIT-artykuły

Description:

Efficiency of data transmissions with minimum latency levels and better resource utilization is a challenging issue in 5 G device-to-device (D 2D) environments. A novel technique referred to as single linkage steepest gradient gentle AdaBoost cluster-based device (SLSGAC) is introduced to improve device-to-device communications with minimum latency. The proposed technique uses the ensemble clustering approach to group mobile devices by constructing a set of weak clusters, based on the Minkowski single linkage clustering technique. In the weak clustering process, residual energy, bandwidth and SINR are estimated, and mobile devices are grouped based on the Minkowski distance measure. Results of the weak clustering process are combined to provide the final ensemble’s clustering output by applying the steepest gradient function to minimize the error rate. For each cluster, a head is selected from among the group members to improve the data transmission rate and minimize latency. Simulations are conducted comparing the proposed technique with the existing methods based on such metrics as energy efficiency, data delivery ratio, packet loss rate, throughput and latency.

Publisher:

Instytut Łączności - Państwowy Instytut Badawczy

Format:

application/pdf

Resource Identifier:

oai:bc.itl.waw.pl:2268 ; ISSN 1509-4553, on-line: ISSN 1899-8852

DOI:

10.26636/jtit.2023.167222

eISSN:

1899-8852

Source:

Journal of Telecommunications and Information Technology

Language:

ang

Rights Management:

Biblioteka Naukowa Instytutu Łączności

Subject and keywords:

5G networks D2D communication Minkowski single linkage clustering

Object collections:

Last modified:

Jun 6, 2024

In our library since:

May 9, 2023

Number of object content hits:

40

All available object's versions:

https://bc.itl.waw.pl/publication/2578

Show description in RDF format:

RDF

Show description in OAI-PMH format:

OAI-PMH

Edition name Date
Varadala, Sridhar; Roslin, S. Emalda, Single Linkage Weighted Steepest Gradient Adaboost Cluster-Based D2D in 5G Networks, Journal of Telecommunications and Information Technology, 2023, nr 1 Jun 6, 2024

Objects Similar
LEES: a Hybrid Lightweight Elliptic ElGamal-Schnorr-Based Cryptography for Secure D2D Communications, Journal of Telecommunications and Information Technology, 2021, nr 2

Prabhakar, M. Ara, Tabassum Ambareen, Javeria

2021, nr 2
artykuł
Energy Efficiency in 5G Communications – Conventional to Machine Learning Approaches, Journal of Telecommunications and Information Technology, 2020, nr 4

Shahid, Muhammad Khalil Eyob, Aman Ahmed, Irfan Debretsion, Filmon Faisal, Tarig

2020, nr 4
artykuł
Political and Economic Contexts of Implementing 5G in Poland and in Selected European Countries, Journal of Telecommunications and Information Technology, 2021, nr 2

Soler, Urszula

2021, nr 2
artykuł
Security Verification in the Context of 5G Sensor Networks, Journal of Telecommunications and Information Technology, 2021, nr 2

Remlein, Piotr Stachowiak, Urszula

2021, nr 2
artykuł
More
×

Citation

Citation style:

Contact details

Address

Instytut Łączności – Państwowy Instytut Badawczy ul. Szachowa 1 04-894 Warszawa

Phone

(+48) 5128 696

E-Mail

biblioteka@il-pib.pl

Visit us!

This page uses 'cookies'. More information