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Energy-Aware Metaheuristic algorithm for Industrial Internet of Things task scheduling problems in fog computing applications
Faculty
Computer Science
Year:
2020
Type of Publication:
ZU Hosted
Pages:
Authors:
Doaa El-Shahat Barakat Mohammed
Staff Zu Site
Abstract In Staff Site
Journal:
IEEE Internet of Things Journal IEEE
Volume:
Keywords :
Energy-Aware Metaheuristic algorithm , Industrial Internet , Things
Abstract:
In Industrial Internet of Things applications (IIoT), fog computing has soared as a means to improve the quality of services provided to users through cloud computing, which has become overwhelmed by the massive flow of data. Transmitting all these amounts of data to the cloud and coming back with a response can cause high latency and requires high network bandwidth. The availability of sustainable energy sources for fog computing servers is one of the difficulties that the service providers can face in IIoT applications. The most important factor contributing to energy consumption on fog servers is task scheduling. In this paper, we suggest an energy-aware metaheuristic algorithm based on a Harris Hawks Optimization algorithm based on a Local Search strategy (HHOLS) for Task Scheduling in Fog Computing (TSFC) to improve the quality of services provided to the users in IIoT applications. At first, we describe the high virtualized layered fog computing model taking into account its heterogeneous architecture. The normalization and scaling phase aids the standard Harris hawks algorithm to solve the TSFC, which is discrete. Moreover, the swap mutation ameliorates the quality of the solutions due to its ability to balance the workloads among all virtual machines. For further improvements, a local search strategy is integrated with HHOLS. We compare HHOLS with other metaheuristics using various performance metrics, such as energy consumption, makespan, cost, flow time, and emission rate of carbon dioxide. The proposed algorithm gives superior results in comparison with other algorithms.
Author Related Publications
Doaa El-Shahat Barakat Mohammed, "Solving 0–1 knapsack problem by binary flower pollination algorithm", Springer, 2018
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Doaa El-Shahat Barakat Mohammed, "A modified flower pollination algorithm for the multidimensional knapsack problem: human-centric decision making", Springer, 2017
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Doaa El-Shahat Barakat Mohammed, "Integrating the whale algorithm with Tabu search for quadratic assignment problem: A new approach for locating hospital departments", Elsevier, 2018
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Doaa El-Shahat Barakat Mohammed, "A hybrid whale optimization algorithm based on local search strategy for the permutation flow shop scheduling problem", North-Holland, 2018
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Doaa El-Shahat Barakat Mohammed, "A modified nature inspired meta-heuristic whale optimization algorithm for solving 0–1 knapsack problem", Springer Berlin Heidelberg, 2017
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Department Related Publications
Mohammed Abdel Basset Metwally Attia, "Discrete greedy flower pollination algorithm for spherical traveling salesman problem", Springer, 2019
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Mohammed Abdel Basset Metwally Attia, "A New Hybrid Flower Pollination Algorithm for Solving Constrained Global Optimization Problems", Natural Sciences Publishing Cor., 2014
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Saber Mohamed, "Training and Testing a Self-Adaptive Multi-Operator Evolutionary Algorithm for Constrained Optimization", ELSEVEIR, 2015
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Saber Mohamed, "An Improved Self-Adaptive Differential Evolution Algorithm for Optimization Problems", IEEE, 2013
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Saber Mohamed, "Differential Evolution with Dynamic Parameters Selection for Optimization Problems", IEEE, 2014
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