Hybrid Levenberg–Marquardt and LSBoosting Ensemble Algorithms for Optimal Signal Attenuation Modeling and Coverage Analysis

ABSTRACT This paper proposes and engages the Levenberg–Marquardt algorithm method via regression to optimally model and predict real‐time signal strength values acquired via telecom software investigation tools in LTE cellular networks. To further improve the Levenberg–Marquardt method, which is som...

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Bibliographic Details

Published in:	International journal of communication systems Vol. 38; no. 8
Main Authors:	Isabona, Joseph, Imoize, Agbotiname Lucky, Lee, Cheng‐Chi
Format:	Journal Article
Language:	English
Published:	Chichester Wiley Subscription Services, Inc 25.05.2025
Subjects:	Algorithms cell coverage area Cellular communication fringe cell coverage Levenberg–Marquardt algorithm LSBoost ensemble Optimization path loss Prediction models Regression models Signal analysis signal path loss model Signal strength Software Wireless networks
ISSN:	1074-5351, 1099-1131
Online Access:	Get full text
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