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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
Abdul Wahid Ibrahim Mahmoud Khamis, "Cameraphone Recognition of Arabic Fingerspelling", International Journal of Computer Science and Information Technology & Security (IJCSITS), 2013
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Mohammed Abdel Basset Metwally Attia, "A hybrid flower pollination algorithm for solving ill-conditioned set of equations", Int. J. Bio-Inspired Computation, 2016
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Zaher Awad Aboelenieen Elhendy, "NEW APPROACH TO IMAGE EDGE DETECTION BASED ON QUANTUM ENTROPY", JOURNAL OF RUSSIAN LASER RESEARCH, 2016
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Ibrahiem Mahmoud Mohamed Elhenawy, "A hybrid whale optimization algorithm based on local search strategy for the permutation flow shop scheduling problem", North-Holland, 2018
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Mohammed Abdel Basset Metwally Attia, "A hybrid whale optimization algorithm based on local search strategy for the permutation flow shop scheduling problem", North-Holland, 2018
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