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Routing protocol based on bacterial foraging optimization and type-2 fuzzy logic for wireless sensor networks","author":"Alla"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"1957","DOI":"10.1002\/wcm.2468","article-title":"Cross-layer optimized routing in wireless sensor networks with duty cycle and energy harvesting","volume":"15","author":"Han","year":"2015","journal-title":"Wirel Commun Mob Comput"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"301","DOI":"10.3390\/s22010301","article-title":"Towards hybrid energy-efficient power management in wireless sensor networks","volume":"22","author":"Ch\u00e9our","year":"2022","journal-title":"Sensors"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"16963","DOI":"10.1007\/s11227-023-05317-w","article-title":"A distributed prediction\u2013compression-based mechanism for energy saving in IoT networks","volume":"79","author":"Hussein","year":"2023","journal-title":"J Supercomput"},{"key":"ref20","doi-asserted-by":"crossref","first-page":"102872","DOI":"10.1016\/j.adhoc.2022.102872","article-title":"An energy-balanced unequal clustering approach for circular wireless sensor networks","volume":"132","author":"Zhao","year":"2022","journal-title":"Ad Hoc Netw"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"1539","DOI":"10.3390\/electronics10131539","article-title":"An overview of machine learning-based energy-efficient routing algorithms in wireless sensor networks","volume":"10","author":"Ding","year":"2021","journal-title":"Electronics"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"133215","DOI":"10.1109\/ACCESS.2021.3113298","article-title":"Recurrent neural network-based optimal sensing duty cycle control method for wireless sensor networks","volume":"9","author":"Choi","year":"2021","journal-title":"IEEE Access"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"2607","DOI":"10.1007\/s11277-019-06698-z","article-title":"Distributed topology control algorithm based on load balancing evaluation model in wireless sensor networks","volume":"109","author":"Chen","year":"2019","journal-title":"Wirel Pers Commun"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s13638-019-1509-y","article-title":"Research on routing optimization of WSNs based on improved LEACH protocol","volume":"2019","author":"Liang","year":"2019","journal-title":"EURASIP J Wirel Commun Netw"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"4492","DOI":"10.1109\/JSYST.2020.3010868","article-title":"A social welfare theory-based energy-efficient cluster head election scheme for WSNs","volume":"15","author":"Lin","year":"2020","journal-title":"IEEE Syst J"},{"key":"ref26","unstructured":"Martey AS. Improving and implementing a cluster head to normal ratio protocol with artificial intelligence to increase the lifetime of wireless sensor networks [master\u2019s thesis]. Johannesburg, South Africa: University Of Johannesburg; 2023."},{"key":"ref27","first-page":"382","article-title":"Energy-efficient communication protocols for wireless IoT networks","volume":"13","author":"Umare","year":"2024","journal-title":"Front Health Inform"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1007\/s13198-022-01796-x","article-title":"FEEC: fuzzy based energy efficient clustering protocol for WSN","volume":"14","author":"Rai","year":"2023","journal-title":"Int J Syst Assur Eng Manag"},{"key":"ref29","series-title":"Proceedings of the 2019 8th International Conference on Modeling Simulation and Applied Optimization (ICMSAO); 2019 Apr 15\u201317","article-title":"A survey of applications of artificial neural networks in wireless sensor networks","author":"Aliyu"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.compag.2011.12.008","volume":"82","author":"Nadimi","year":"2012","journal-title":"Comput Electron Agric"},{"key":"ref31","series-title":"Proceedings of the SENSORS, 2010 IEEE; 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