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Erschienen in: Journal of Network and Systems Management 4/2023

01.10.2023

A Lightweight Energy-Efficient Technique for QoS Enhancement in Urban VFC for Intelligent Transportation System

verfasst von: Deep Chandra Binwal, Rajeev Tiwari, Monit Kapoor

Erschienen in: Journal of Network and Systems Management | Ausgabe 4/2023

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Abstract

Resource optimization, and quality of service (QoS) improvement, for real-time latency-sensitive applications, are the two major challenges in vehicular fog computing (VFC), due to constraint resources, and the temporal relevance of the results of queries. In this research work, a multi-objective optimization model is presented to optimize the latency, and resource utilization in VFC. A heuristic-based algorithm, the lightweight energy-efficient algorithm for quality-of-service (LEAQoS) to solve the MOO model and a novel concept of adaptive capacity tuning for the dynamic workload (ACT-DW) is proposed for optimizing the resource consumption and latency. The proposed technique enables dynamic resource provisioning in VFC, to process all the dynamically generated latency-sensitive requests at vehicular fog nodes (VFN). A novel and nature-inspired concept of publisher–subscriber at static fog nodes is proposed in this research work for the processing of algorithms, to conserve the scarce VFN resources for the processing of latency-sensitive requests. The simulation results on real-world data prove a significant improvement in latency, resource consumption, and QoS satisfaction ratio as compared to the state-of-the-art competing works. This proves the suitability and practical applicability of the proposed technique for latency-sensitive applications in VFC.

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Metadaten
Titel
A Lightweight Energy-Efficient Technique for QoS Enhancement in Urban VFC for Intelligent Transportation System
verfasst von
Deep Chandra Binwal
Rajeev Tiwari
Monit Kapoor
Publikationsdatum
01.10.2023
Verlag
Springer US
Erschienen in
Journal of Network and Systems Management / Ausgabe 4/2023
Print ISSN: 1064-7570
Elektronische ISSN: 1573-7705
DOI
https://doi.org/10.1007/s10922-023-09759-8

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