Proposal of a Context-aware Task Scheduling Algorithm for the Fog Paradigm

被引:1
作者
Barros, Celestino [1 ]
Rocio, Vitor [2 ,3 ]
Sousa, Andre [6 ]
Paredes, Hugo [3 ,4 ]
Teixeira, Olavo [5 ]
机构
[1] Univ Cape Verde, Fac Sci & Technol, Praia, Cape Verde
[2] Open Univ Portugal, Vila Real, Portugal
[3] INESC TEC, Vila Real, Portugal
[4] Univ Tras os Montes & Alto Douro, Vila Real, Portugal
[5] Univ Cape Verde, Fac Sci & Technol, Praia, Cape Verde
[6] Crit TechWorks, Porto, Portugal
来源
2022 SEVENTH INTERNATIONAL CONFERENCE ON FOG AND MOBILE EDGE COMPUTING, FMEC | 2022年
关键词
Context awareness; fog computing paradigm; task scheduling; scheduling in fog paradigm;
D O I
10.1109/FMEC57183.2022.10062802
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Application execution requests in cloud architecture and fog paradigm are generally heterogeneous in terms of contexts at the device and application level. The scheduling of requests in these architectures is an optimization problem with multiple constraints. Despite numerous efforts, task scheduling in these architectures and paradigms still presents some enticing challenges that make us question how tasks are routed between different physical devices, fog, and cloud nodes. The fog is defined as an extension of the cloud, which provides processing, storage, and network services near the edge network, and due to the density and heterogeneity of devices, the scheduling is very complex, and, in the literature, we still find few studies. Trying to bring innovative contributions in these areas, in this paper, we propose a solution to the context-aware task-scheduling problem for fog paradigm. In our proposal, different context parameters are normalized through Min-Max normalization, requisition priorities are defined through the application of the Multiple Linear Regression (MLR) technique and scheduling is performed using Multi-Objective Non-Linear Programming Optimization (MONLIP) technique. The results obtained from simulations in the iFogSim toolkit, show that our proposal performs better compared to the non-context-aware proposals.
引用
收藏
页码:63 / 70
页数:8
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