FSRW: fuzzy logic-based whale optimization algorithm for trust-aware routing in IoT-based healthcare

被引:4
|
作者
Xu, Hui [1 ,2 ,3 ]
Liu, Wei-dong [2 ]
Li, Lu [2 ]
Yao, Deng-ju [3 ]
Ma, Lin [2 ]
机构
[1] Heilongjiang Univ Chinese Med, Harbin 150040, Peoples R China
[2] Heilongjiang Prov Big Data Ctr Govt Affairs, Harbin 150028, Peoples R China
[3] Harbin Univ Sci & Technol, Harbin 150006, Peoples R China
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
Internet of Things; Healthcare; Routing; Fuzzy logic; Whale optimization algorithm;
D O I
10.1038/s41598-024-66392-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The Internet of Things (IoT) is an extensive system of interrelated devices equipped with sensors to monitor and track real world objects, spanning several verticals, covering many different industries. The IoT's promise is capturing interest as its value in healthcare continues to grow, as it can overlay on top of challenges dealing with the rising burden of chronic disease management and an aging population. To address difficulties associated with IoT-enabled healthcare, we propose a secure routing protocol that combines a fuzzy logic system and the Whale Optimization Algorithm (WOA) hierarchically. The suggested method consists of two primary approaches: the fuzzy trust strategy and the WOA-inspired clustering methodology. The first methodology plays a critical role in determining the trustworthiness of connected IoT equipment. Furthermore, a WOA-based clustering framework is implemented. A fitness function assesses the likelihood of IoT devices acting as cluster heads. This formula considers factors such as centrality, range of communication, hop count, remaining energy, and trustworthiness. Compared with other algorithms, the proposed method outperformed them in terms of network lifespan, energy usage, and packet delivery ratio by 47%, 58%, and 17.7%, respectively.
引用
收藏
页数:18
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