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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:
Laila Abdel Fattah Shawqi Ibrahim
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
Laila Abdel Fattah Shawqi Ibrahim, "Elite opposition-flower pollination algorithm for quadratic assignment problem", IOS press, 2017
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Laila Abdel Fattah Shawqi Ibrahim, "A comparative study of cuckoo search and flower pollination algorithm on solving global optimization problems", emerald insight, 2017
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Laila Abdel Fattah Shawqi Ibrahim, "Metaheuristic Algorithms: A Comprehensive Review", Elsevier, 2018
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Laila Abdel Fattah Shawqi Ibrahim, "A comprehensive study of cuckoo-inspired algorithms", Springer, 2018
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Laila Abdel Fattah Shawqi Ibrahim, "An improved nature inspired meta-heuristic algorithm for 1-D bin packing problems", Springer, 2018
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Department Related Publications
Heba Zaki Mohamed Abdallah Elfiqi, "A computational linguistic approach for the identification of translator stylometry using Arabic-English text", IEEE, 2011
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Heba Zaki Mohamed Abdallah Elfiqi, "Measuring Complexity of Mouse Brain Morphological Changes Using GeoEntropy", AIP Publishing, 2009
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Mohammed Abdel Basset Metwally Attia, "Training Feedforward Neural Networks Using Symbiotic Organisms Search Algorithm", Computational Intelligence and Neuroscience, 2016
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Mohammed Abdel Basset Metwally Attia, "Solving systems of nonlinear equations via conjugate direction flower pollination algorithm", inderscience, 2017
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Mustafa Khamis Baz Ramadan, "An Efficient method for choosing most suitable cloud storage provider reducing top security risks based on multi-criteria neutrosophic decision making", An Efficient method for choosing most suitable cloud storage provider reducing top security risks based on multi-criteria neutrosophic decision making, 2017
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