Energy Efficient Clustering and Sink Mobility Protocol Using Hybrid Golden Jackal and Improved Whale Optimization Algorithm for Improving Network Longevity in WSNs
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作者:
S B Lenin
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Department of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering CollegeDepartment of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering College
S B Lenin
[1
]
R Sugumar
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机构:
Department of CSE, FET-Jain UniversityDepartment of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering College
R Sugumar
[2
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J S Adeline Johnsana
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机构:
Department of Artificial Intelligence and Data Science, Sri Indu College of Engineering and TechnologyDepartment of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering College
J S Adeline Johnsana
[3
]
N Tamilarasan
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机构:
Department of Electronics and Communications Engineering, Sri Indu College of Engineering and TechnologyDepartment of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering College
N Tamilarasan
[4
]
R Nathiya
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Department of Electronics and Communications Engineering, Dhanalakshmi SrinivasanDepartment of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering College
R Nathiya
[5
]
机构:
[1] Department of Electronics and Communications Engineering, Sri Manakula Vinayagar Engineering College
[2] Department of CSE, FET-Jain University
[3] Department of Artificial Intelligence and Data Science, Sri Indu College of Engineering and Technology
[4] Department of Electronics and Communications Engineering, Sri Indu College of Engineering and Technology
[5] Department of Electronics and Communications Engineering, Dhanalakshmi Srinivasan
Reliable Cluster Head(CH) selectionbased routing protocols are necessary for increasing the packet transmission efficiency with optimal path discovery that never introduces degradation over the transmission reliability. In this paper, Hybrid Golden Jackal, and Improved Whale Optimization Algorithm(HGJIWOA) is proposed as an effective and optimal routing protocol that guarantees efficient routing of data packets in the established between the CHs and the movable sink. This HGJIWOA included the phases of Dynamic Lens-Imaging Learning Strategy and Novel Update Rules for determining the reliable route essential for data packets broadcasting attained through fitness measure estimation-based CH selection. The process of CH selection achieved using Golden Jackal Optimization Algorithm(GJOA) completely depends on the factors of maintainability, consistency, trust, delay, and energy. The adopted GJOA algorithm play a dominant role in determining the optimal path of routing depending on the parameter of reduced delay and minimal distance. It further utilized Improved Whale Optimisation Algorithm(IWOA) for forwarding the data from chosen CHs to the BS via optimized route depending on the parameters of energy and distance. It also included a reliable route maintenance process that aids in deciding the selected route through which data need to be transmitted or re-routed. The simulation outcomes of the proposed HGJIWOA mechanism with different sensor nodes confirmed an improved mean throughput of 18.21%,sustained residual energy of 19.64% with minimized end-to-end delay of 21.82%, better than the competitive CH selection approaches.
机构:
Mansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, EgyptMansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, Egypt
Magdy, Omnia
Abd Elaziz, Mohamed
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机构:
Zagazig Univ, Fac Sci, Dept Math, Zagazig 44519, Egypt
Galala Univ, Fac Comp Sci & Engn, Suez 435611, Egypt
Ajman Univ, Artificial Intelligence Res Ctr AIRC, Ajman, U Arab Emirates
Lebanese Amer Univ, Dept Elect & Comp Engn, Byblos, Lebanon
Middle East Univ, MEU Res Unit, Amman, JordanMansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, Egypt
Abd Elaziz, Mohamed
Elgarayhi, Ahmed
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机构:
Mansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, EgyptMansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, Egypt
Elgarayhi, Ahmed
Ewees, Ahmed A.
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机构:
Damietta Univ, Dept Comp, Dumyat 34517, EgyptMansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, Egypt
Ewees, Ahmed A.
Sallah, Mohammed
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机构:
Mansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, Egypt
Univ Bisha, Coll Sci, Dept Phys, POB 344, Bisha 61922, Saudi ArabiaMansoura Univ, Fac Sci, Phys Dept, Appl Math Phys Res Grp, Mansoura 35516, Egypt