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Grid quorum‐based spatial coverage in mobile wireless sensor networks using nature‐inspired firefly algorithm
Faculty
Computer Science
Year:
2019
Type of Publication:
ZU Hosted
Pages:
Authors:
Khalid Aly Eldrandaly Mohamed Saeed Eldrandaly
Staff Zu Site
Abstract In Staff Site
Journal:
Expert Systems John Wiley & Sons
Volume:
Keywords :
Grid quorum‐based spatial coverage , mobile wireless
Abstract:
Optimization and design of mobile wireless sensor networks (MWSNs) must assure adequate spatial coverage of the site. The spatial coverage optimization aims to enrich discoverability of MWSN by specifying mobile sensors geographical locations in order to maximize their coverage. In this paper, an enhanced metaheuristic algorithm called “firefly algorithm with crossover and detection phases” is introduced for optimizing the area coverage percentage of MWSN. The proposed algorithm is tested on many datasets with different criterions and compared with other algorithms including differential evolution, whale optimization algorithm, and flower pollination algorithm. The experimental results are analysed with one‐way ANOVA test. In addition, the proposed algorithm is compared with particle swarm optimization, and the results are analysed with Wilcoxon signed‐rank test. The overall analysis results prove the prosperity and efficient exploration of the proposed algorithm.
Author Related Publications
Khalid Aly Eldrandaly Mohamed Saeed Eldrandaly, "An Expert GIS-Based ANP-OWA Decision Making Framework for Tourism Development Site Selection", MECS Publisher, 2014
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Khalid Aly Eldrandaly Mohamed Saeed Eldrandaly, "A Modified Artificial Bee Colony Algorithm for Solving Least-Cost Path Problem in Raster GIS", Natural Sciences Publishing Corporation., 2015
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Khalid Aly Eldrandaly Mohamed Saeed Eldrandaly, "A COM-based Spatial Decision Support System for Industrial Site Selection", GIDA, 2003
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Khalid Aly Eldrandaly Mohamed Saeed Eldrandaly, "Integrating GIS and MCDM Using COM Technology", Zarqa University., 2005
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Khalid Aly Eldrandaly Mohamed Saeed Eldrandaly, "A COM-based expert system for selecting the suitable map projection in ArcGIS", Elsevier Limited., 2006
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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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