Systematic analysis and review of path optimization techniques in WSN with mobile sink

Bhatt, 2019, Application of fruit fly optimization algorithm for single-path routing in wireless sensor network for node capture attack, 129 Sun, 2017, An improved routing algorithm based on ant colony optimization in wireless sensor networks, IEEE Commun. Lett., 21, 1317, 10.1109/LCOMM.2017.2672959 Radhika, 2018, An enhanced energy efficient routing method for mobile sink using ant colony optimisation based clustering in WSN, 1 Ghorbel, 2019, Joint position and travel path optimization for energy efficient wireless data gathering using unmanned aerial vehicles, IEEE Trans. Veh. Technol., 68, 2165, 10.1109/TVT.2019.2893374 Sandhya Rani, 2015, Mitigation of energy depletion in wireless ad-hoc sensor networks through path optimization, Int. J. Comput. Netw. Appl., 2 Ren, 2015, 1738 Verma, 2021, Wireless sensor network path optimization using sensor node coverage area calculation approach, Wirel. Pers. Commun., 116 Chen, 2019, A greedy constructing tree algorithm for shortest path in perpetual wireless recharging wireless sensor network, J. Supercomput., 75, 5930, 10.1007/s11227-019-02897-4 Zou, 2018, Wireless sensor network routing method based on improved ant colony algorithm, J. Ambient Intell. Humaniz. Comput., 4 Masooda, 2019, Energy efficient software defined networking algorithm for wireless sensor networks, Transp. Res. Procedia, 40 Qing Wan, Ming-Jiang Weng, Song Liu, Optimization of wireless sensor networks based on differential evolution algorithm, 15, (1) (2019). Sahoo, 2020, ANT Colony optimization based optimal path selection and data gathering in WSN, 113 Li, 2017, Energy optimization of ant colony algorithm in wireless sensor network, Int. J. Distrib. Sens. Netw., 13, 10.1177/1550147717704831 Kouroshnezhad, 2018, Mixed-integer linear programming approach for energy-constrained mobile anchor path planning in wireless sensor networks localization, Ad Hoc Netw., 87 Yang, 2018 Pourkabirian, 2007, Energy-aware, delay-constrained routing in wireless sensor networks through genetic algorithm, 1 Wang, 2020, Charging path optimization for wireless rechargeable sensor network, Peer-to-Peer Netw. Appl., 14 Just, 2020, UAV path optimization for precision agriculture wireless sensor networks, Sensors, 20, 10.3390/s20216098 Hung, 2021, The motivation of Vietnamese students to study in Taiwan under the background of the new southbound policy, Sch. Adm., 131, 157 N.T. Hung, Deciphering the increased popularity of Vietnamese students’ choice of Asian countries for overseas studies: The influence of motivation for studying abroad on career planning and decision-making process of Vietnamese students in Taiwan, in: proceeding of: The International Conference on Higher Education in Vietnam and Asia: Similarities and Possibilities of Cooperation (IHESP), 2020. Tang, 2017, Virtual grid margin optimization and energy balancing scheme for mobile sinks in wireless sensor networks, Multimedia Tools Appl., 76, 16929, 10.1007/s11042-016-3596-7 Tian, 2016, Wireless sensor network node optimal coverage based on improved genetic algorithm and binary ant colony algorithm, EURASIP J. Wireless Commun. Networking, 1, 104, 10.1186/s13638-016-0605-5 Praveen, 2018, Path optimization algorithm in wireless sensor network with obstacle, Indones. J. Electr. Eng. Comput. Sci., 9 Yang, 2010, Improving network lifetime with mobile wireless sensor networks, Comput. Commun., 33, 409, 10.1016/j.comcom.2009.11.010 Zhang, 2019 Wang, 2017, Particle swarm optimization based clustering algorithm with mobile sink for WSN, Future Gener. Comput. Syst., 76, 452, 10.1016/j.future.2016.08.004 Tang, 2018, An equilibrium strategy-based routing optimization algorithm for wireless sensor networks, Sensors Hedges, 2019, A continuum model for route optimization in large-scale inhomogeneous multi-hop wireless networks, IEEE Trans. Commun. Moh’d Alia, 2017, Dynamic relocation of mobile base station in wireless sensor networks using a cluster-based harmony search algorithm, Inform. Sci., 385, 76 Gao, 2010, Efficient data collection in wireless sensor networks with path-constrained mobile sinks, IEEE Trans. Mob. Comput., 10, 592, 10.1109/TMC.2010.193 A. Ciancio, S. Pattem, A. Ortega, B. Krishnamachari, Energy-efficient data representation and routing for wireless sensor networks based on a distributed wavelet compression algorithm, in: Proceedings of the 5th International Conference on Information Processing in Sensor Networks, 2006, pp. 309–316. Wang, 2010, Energy-efficient route optimization for adaptive MPSK-based wireless sensor networks, EURASIP J. Wireless Commun. Networking, 2 Naidu, 2015, Mitigation of energy depletion in wireless ad-hoc sensor networks through path optimization, Int. J. Comput. Netw. Appl., 1, 01 Singh, 2012, Energy-aware cluster head selection using particle swarm optimization and analysis of packet retransmissions in WSN, Proc. Technol., 4, 171, 10.1016/j.protcy.2012.05.025 Lu, 2018, Mobile sink-based path optimization strategy in wireless sensor networks using artificial bee colony algorithm, IEEE Access, 7, 11668, 10.1109/ACCESS.2018.2885534 Arti, 2019, Path optimization with artificial bee colony algorithm in WSN, Int. J. Sci., 6 Alghamdi, 2018, Secure and energy efficient path optimization technique in wireless sensor networks using DH method, IEEE Access, 6, 53576, 10.1109/ACCESS.2018.2865909 X. Zhu, Y. Zhang, Wireless sensor network path optimization based on particle swarm algorithm, in: Proceedings of IEEE International Conference on Computer Science and Automation Engineering, Vol. 3, 2011, pp. 534–537. Sun, 2010, WSN path optimization based on fusion of improved ant colony algorithm and genetic algorithm, J. Comput. Inf. Syst., 6, 1591 C. Maity, C. Garg, S. Behera, Adaptive Cluster Head characterization in LEACH protocol for power optimization in WSN, in: Proceedings of ASCNT 2011. Jiang, 2018, An effective hybrid routing algorithm in WSN: Ant colony optimization in combination with hop count minimization, Sensors, 18, 1020, 10.3390/s18041020 Ghafoor, 2014, An efficient trajectory design for mobile sink in a wireless sensor network, Comput. Electr. Eng., 40, 2089, 10.1016/j.compeleceng.2014.07.018 Deepika, 2016, Path optimization of mobile sink for energy efficient data transmission, Int. Res. J. Eng. Technol. (IRJET), 3 Sun, 2010, Path optimization wireless sensor network based on ant colony algorithm, J. Chem. Pharm. Res., 6, 2086 Mamalis, 2014 Dhamdhere, 2014, Robust data collection in wireless sensor networks with mobile sinks, Int. J. Comput. Sci. Inf. Technol., 5, 4999 Pang, 2020, The method of data collection based on multiple mobile nodes for wireless sensor network, IEEE Access, 8, 14704, 10.1109/ACCESS.2020.2966652 Kumar, 2012, Energy efficiency and network lifetime maximation in wireless sensor networks using improved ant colony optimization, Procedia Eng., 38, 3797, 10.1016/j.proeng.2012.06.435 Ren, 2018, Bee-based reliable data collection for mobile wireless sensor network, 1 Kaur, 2017 Hong, 2010, SNAIL: an IP-based wireless sensor network approach to the internet of things, IEEE Wirel. Commun., 17, 34, 10.1109/MWC.2010.5675776 Vijayashree, 2019, Energy efficient data collection with multiple mobile sink using artificial bee colony algorithm in large-scale WSN, Automatika, 60, 555, 10.1080/00051144.2019.1666548 Yue, 2016, Optimization-based artificial bee colony algorithm for data collection in large-scale mobile wireless sensor networks, J. Sensors Dongyao, 2016, Adaptive multi-path routing based on an improved leapfrog algorithm, Inform. Sci., 367, 615, 10.1016/j.ins.2016.07.021 Wang, 2012, An energy-efficient competitive clustering algorithm for wireless sensor networks using mobile sink, Int. J. Grid Distrib. Comput., 5, 79 Salarian, 2013, An energy-efficient mobile-sink path selection strategy for wireless sensor networks, IEEE Trans. Veh. Technol., 63, 2407, 10.1109/TVT.2013.2291811 Wang, 2018, An improved ant colony optimization-based approach with mobile sink for wireless sensor networks, J. Supercomput., 74, 6633, 10.1007/s11227-017-2115-6 B.Y. Kushal, M. Chitra, Cluster based routing protocol to prolong network lifetime through mobile sink in WSN, in: proceedings of IEEE International Conference on Recent Trends in Electronics, Information & Communication Technology (RTEICT), 2016, pp. 1287–1291. H. Chen, Z. Lv, R. Tang, Y. Tao, Clustering energy-efficient transmission protocol for wireless sensor networks based on ant colony path optimization, in: Proceedings of International Conference on Computer, Information and Telecommunication Systems (CITS), 2017, pp. 15–19. Zhang, 2019, Dynamic path planning design for mobile sink with burst traffic in a region of WSN, Wirel. Commun. Mob. Comput., 10.1155/2019/2435712 Kumar, 2019, Energy aware localized routing in rendezvous point based mobile sink strategy for wireless sensor networks, 1 M. Prabha, S.S. Darly, B.J. Rabi, Energy conservative mobile sink path routing for wireless sensor networks, in: Proceedings of International Conference on Smart Structures and Systems (ICSSS), 2019, pp. 1–6. Wang, 2019, Energy efficient routing algorithm with mobile sink support for wireless sensor networks, Sensors, 19, 1494, 10.3390/s19071494 J. Siriwardana, S.K. Halgamuge, Fast shortest path optimization inspired by shuttle streaming of physarum polycephalum, in: Proceedings of IEEE Congress on Evolutionary Computation, 2012, pp. 1–8. Chen, 2015, Lifetime optimization algorithm with mobile sink nodes for wireless sensor networks based on location information, Int. J. Distrib. Sens. Netw., 11, 10.1155/2015/857673 D. Sharma, S. Kulkarni, Network lifetime enhancement using improved honey bee optimization based routing protocol for WSN, in: Proceedings of Second International Conference on Inventive Communication and Computational Technologies (ICICCT), 2018, pp. 913–918. Xiao, 2013, The optimization algorithm of wireless sensor network node based on improved ant colony, Sensors Transducers, 155, 54 Baroudi, 2019, Ticket-based QoS routing optimization using genetic algorithm for WSN applications in smart grid, J. Ambient Intell. Humaniz. Comput., 10, 1325, 10.1007/s12652-018-0906-0 Wang, 2011, A balanced energy consumption solution for wireless sensor networks with failure clusters, 415 Kashuba, 2015, 282 Wu, 2019, 1 Fan Chao, Zhiqin He, Aiping Pang, Hongbo Zhou, Junjie Ge, Path optimization of mobile sink node in wireless sensor network water monitoring system, Complexity, Vol. 2019, 5781620, 10 pages. Wang, 2020, Optimal coverage multi-path scheduling scheme with multiple mobile sinks for WSNs, Comput. Mater. Contin., 62 Suriya Prabaa, 2020, Krill herd based TSP approach for mobile sink path optimization in large scale wireless sensor networks, J. Intell. Fuzzy Systems, 38, 6571, 10.3233/JIFS-179737 Dinh, 2010 Boucetta, 2015 Zhang, 2019, Ant colony optimization algorithm based on mobile sink data collection in industrial wireless sensor networks, J. Wirel. Commun. Netw.