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200 1 _aIoT Workflow Scheduling Using Intelligent Arithmetic Optimization Algorithm in Fog Computing
_fA. M. Mokhamed Elsaed (Mohamed Abd Elaziz), L. Abualigah, I. R. Ali, I. Attiya
203 _aText
_celectronic
300 _aTitle screen
320 _a[References: 43 tit.]
330 _aInstead of the cloud, the Internet of things (IoT) activities are offloaded into fog computing to boost the quality of services (QoSs) needed by many applications. However, the availability of continuous computing resources on fog computing servers is one of the restrictions for IoT applications since transmitting the large amount of data generated using IoT devices would create network traffic and cause an increase in computational overhead. Therefore, task scheduling is the main problem that needs to be solved efficiently. This study proposes an energy-aware model using an enhanced arithmetic optimization algorithm (AOA) method called AOAM, which addresses fog computing’s job scheduling problem to maximize users’ QoSs by maximizing the makespan measure. In the proposed AOAM, we enhanced the conventional AOA searchability using the marine predators algorithm (MPA) search operators to address the diversity of the used solutions and local optimum problems. The proposed AOAM is validated using several parameters, including various clients, data centers, hosts, virtual machines, tasks, and standard evaluation measures, including the energy and makespan. The obtained results are compared with other state-of-the-art methods; it showed that AOAM is promising and solved task scheduling effectively compared with the other comparative methods.
461 _tComputational Intelligence and Neuroscience
463 _tVol. 2021
_v[9114113, 14 p.]
_d2021
610 1 _aэлектронный ресурс
610 1 _aтруды учёных ТПУ
610 1 _aоблачные вычисления
610 1 _aпередача данных
701 1 _aMokhamed Elsaed (Mohamed Abd Elaziz)
_bA. M.
_cSpecialist in the field of informatics and computer technology
_cProfessor of Tomsk Polytechnic University
_f1987-
_gAkhmed Mokhamed
_2stltpush
_3(RuTPU)RU\TPU\pers\46943
701 1 _aAbualigah
_bL.
_gLaith
701 1 _aAli
_bI. R.
_gIbrahim Rehab
701 1 _aAttiya
_bI.
_gIbrahim
712 0 2 _aНациональный исследовательский Томский политехнический университет
_bИнженерная школа информационных технологий и робототехники
_bОтделение информационных технологий
_h7951
_2stltpush
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801 2 _aRU
_b63413507
_c20220422
_gRCR
856 4 _uhttps://doi.org/10.1155/2021/9114113
942 _cCF