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دوازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
A Novel Service Deployment Policy in Fog Computing Considering The Degree of Availability and Fog Landscape Utilization Using Multiobjective Evolutionary Algorithms
Authors :
Maryam Eslami
1
Mehdi Sakhaei-nia
2
1- دانشگاه بوعلی سینا
2- دانشگاه بوعلی سینا
Keywords :
Internet of Things, Fog Computing, Service Deployment, Multiobjective Evolutionary Algorithms, Service Availability
Abstract :
Fog computing is a promising paradigm for real-time and mission-critical Internet of Things (IoT) applications. Regarding the high distribution, heterogeneity, and limitation of fog resources, applications should be placed in a distributed manner to fully utilize these resources. In this paper, we propose a linear formulation for assuring the different availability requirements of application services while maximizing the utilization of fog resources. We also compare three multiobjective evolutionary algorithms, namely MOPSO, NSGA-II, and MOEA/D for a trade-off between the mentioned optimization goals. The evaluation results in the iFogSim simulator demonstrate the efficiency of all three algorithms and a generally better behavior of MOPSO algorithm in terms of obtained objective values, application deadline satisfaction, and execution time.
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