Hybrid optimized using grey wolf-flower pollination for wireless sensor network routing

International Journal of Information Technology - Tập 15 - Trang 2263-2271 - 2023
R. Ramya1, K. Padmapriya2
1Department of Electronics and Communication Engineering, Annamalai University, Chidambaram, India
2Department of Electronics and Communication Engineering, Government College of Engineering (Deputed – Annamalai Univerity, Chidambaram), Tirunelveli, India

Tóm tắt

Establishing energy efficient communication with minimum delay in wireless sensor networks (WSN) is a challenging task. Routing protocols are evolved to meet the WSN communication challenges. Optimal path selection for data transmission enhances the network lifetime and quality of services. Various optimization models have evolved so far for WSN routing. However, due to high convergence time and cost, there is a gap towards developing a better model to attain efficient routing. A hybrid optimization model using grey wolf optimization and flower pollination optimization algorithm is presented in this research work to select optimal route for data transmission. In the proposed network structure, the cluster heads are selected using Type 2 fuzzy logic and optimal paths are selected using a hybrid optimization algorithm considering the energy, delay, lifetime and delay parameters. The performance of proposed hybrid optimization is validated through simulation analysis and compared with existing optimization algorithms. The proposed routing model exhibits better performances attaining of minimum delay, energy consumption, and maximum throughput.

Tài liệu tham khảo

Xu Y (2021) Simulation of optimal selection algorithm for wireless sensor cluster head node Bayesian statistical network. J Intell Fuzzy Syst. https://doi.org/10.3233/JIFS-219093 Yadav A, Kumar S, Vijendra S (2018) Network life time analysis of WSNs using particle swarm optimization. Procedia Comput Sci 132:805–815 Sun Y, Dong W, Chen Y (2017) An improved routing algorithm based on ant colony optimization in wireless sensor networks. IEEE Commun Lett 21(6):1317–1320 Martinaa M, Santhi B, Raghunathan A (2020) An energy-efficient and novel populated cluster aware routing protocol (PCRP) for wireless sensor networks (WSN). J Intell Fuzzy Syst 39(6):8529–8542 Xu C, Xiong Z, Zhao G, Yu S (2019) An energy-efficient region source routing protocol for lifetime maximization in WSN. IEEE Access 7:135277–135289 Sharma R, Singh U (2021) Fuzzy based energy efficient clustering for designing WSN-based smart parking systems. Int J Inf Technol 13:2381–2387 Tunca C, Isik S, Donmez MY, Ersoy C (2015) Ring routing: an energy-efficient routing protocol for wireless sensor networks with a mobile sink. IEEE Trans Mob Comput 14(9):1947–1960 Mansourkiaie F, Ahmed MH (2016) Optimal and near-optimal cooperative routing and power allocation for collision minimization in wireless sensor networks. IEEE Sens J 16(5):1398–1411 Liu H-H, Jia-Jang Su, Chou C-F (2017) On energy-efficient straight-line routing protocol for wireless sensor networks. IEEE Syst J 11(4):2374–2382 Sirdeshpande N, Udupi V (2017) Fractional lion optimization for cluster head-based routing protocol in wireless sensor network. J Franklin Inst 354(11):4457–4480 Chang Y, Tang H, Li B, Yuan X (2017) Distributed joint optimization routing algorithm based on the analytic hierarchy process for wireless sensor networks. IEEE Commun Lett 21(12):2718–2721 Sharma D, Bhondekar AP (2018) Traffic and energy aware routing for heterogeneous wireless sensor networks. IEEE Commun Lett 22(8):1608–1611 Huarui Wu, Zhu H, Miao Y (2018) An energy efficient cluster-head rotation and relay node selection scheme for farmland heterogeneous wireless sensor networks. Wireless Pers Commun 101:1639–1655 Gambhir A, Payal A, Arya R (2018) Performance analysis of artificial bee colony optimization-based clustering protocol in various scenarios of WSN. Procedia Computer Science 132:183–188 Li X, Keegan B, Mtenzi F, Weise T, Tan M (2019) Energy-efficient load balancing ant based routing algorithm for wireless sensor networks. IEEE Access 7:113182–113196 Sun Z, Wei M, Gang Qu (2019) Secure routing protocol based on multi-objective ant-colony-optimization for wireless sensor networks. Appl Soft Comput 77:366–375 Rambabu B, Venugopal Reddy A, Janakiraman S (2019) Hybrid artificial bee colony and monarchy butterfly optimization algorithm (HABC-MBOA)-based cluster head selection for WSNs. J King Saud Univ Comput Inf Sci 34(5):1895–1905 Bhardwaj R, Kumar D (2019) Multi-objective fractional particle lion algorithm for the energy aware routing in the WSN. Pervasive Mob Comput 58:1–16 Xiuwu Yu, Qin L, Renrong X (2019) Uneven clustering routing algorithm based on glowworm swarm optimization. Ad Hoc Netw 93:1–8 Agarkhed J, Kadrolli V, Patil S (2020) Fuzzy based multi-level multi-constraint multi-path reliable routing in wireless sensor network. Int J Inf Technol 12:1133–1146 Han Y, Li G, Xu R, Su J, Li J, Wen G (2020) Clustering the wireless sensor networks: a meta-heuristic approach. IEEE Access 8:214551–214564 Malisetti NR, Pamula VK (2020) Performance of Quasi oppositional butterfly optimization algorithm for cluster head selection in WSNs. Procedia Comput Sci 171:1953–1960 Wang M, Wang S, Zhang B (2020) APTEEN routing protocol optimization in wireless sensor networks based on combination of genetic algorithms and fruit fly optimization algorithm. Ad Hoc Netw 102:1–7 Al Mazaideh M, Levendovszky J (2021) Multi-hop routing algorithm for WSNs based on compressive sensing and multiple objective genetic algorithm. J Commun Netw 23(2):138–147 Devika G, Ramesh D, Karegowda AG (2021) Energy optimized hybrid PSO and wolf search based LEACH. Int J Inf Technol 13:21–732 Gajala QS, Kumar SS (2021) Novel hybridized crow whale optimization and QoS based bipartite coverage routing for secure data transmission in wireless sensor networks. J Intell Fuzzy Syst 41(1):2085–2099 Gulganwa P, Jain S (2022) EES-WCA: energy efficient and secure weighted clustering for WSN using machine learning approach. Int J Inf Technol 14:135–144 Quoc DN, Liu N, Guo D (2022) A hybrid fault-tolerant routing based on Gaussian network for wireless sensor network. J Commun Netw 24(1):37–46 Yao Y-D, Li X, Cui Y-P, Deng L, Wang C (2022) Game theory and coverage optimization based Multihop routing protocol for network lifetime in wireless sensor networks. IEEE Sens J 22(13):13739–13752 Guo J, Gao H, Liu Z, Huang F, Zhang J, Li X, Ma J (2023) ICRA: an intelligent clustering routing approach for UAV ad hoc networks. IEEE Trans Intell Transp Syst 24(2):2447–2460