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
相关论文
共 50 条
  • [31] Trust aware fuzzy clustering based reliable routing in Manet
    Edwin Singh, C.
    Sharon Priya, S.
    Muthu Kumar, B.
    Saravanan, K.
    Neelima, A.
    Gireesha, B.
    Measurement: Sensors, 2024, 33
  • [32] A Fuzzy Logic-Based Routing for Delay-Tolerant Heterogeneous Networks
    Huang, Chenn-Jung
    Shen, Hung-Yen
    Liao, Jia-Jian
    Hu, Kai-Wen
    Yang, Dian-Xiu
    Chen, Chun-Hua
    Chuang, Yi-Ta
    2009 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING ( GRC 2009), 2009, : 254 - +
  • [33] Restoration and fuzzy logic-based formation of multipath routing protocol in MANET
    Amrendra Singh Yadav
    Nitin Rakesh
    Ankit Vidyarthi
    Rabindra Kumar Barik
    Ayushi Singhal
    Dharmender Singh Kushwaha
    International Journal of System Assurance Engineering and Management, 2023, 14 : 117 - 132
  • [34] Fuzzy Logic-Based Approach for Location Identification and Routing in the Outdoor Environment
    Singh, Saravjeet
    Singh, Jaiteg
    Sehra, Sukhjit Singh
    Shah, Babar
    Ali, Farman
    Kwak, Daehan
    IEEE ACCESS, 2023, 11 : 65517 - 65529
  • [35] Restoration and fuzzy logic-based formation of multipath routing protocol in MANET
    Yadav, Amrendra Singh
    Rakesh, Nitin
    Vidyarthi, Ankit
    Barik, Rabindra Kumar
    Singhal, Ayushi
    Kushwaha, Dharmender Singh
    INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT, 2023, 14 (SUPPL 1) : 117 - 132
  • [36] A cluster-based trust-aware routing protocol for mobile ad hoc networks
    Safa, Haidar
    Artail, Hassan
    Tabet, Diana
    WIRELESS NETWORKS, 2010, 16 (04) : 969 - 984
  • [37] An Energy-Aware and Predictive Fuzzy Logic-Based Routing Scheme in Flying Ad Hoc Networks (FANETs)
    Lee, Sang-Woong
    Ali, Saqib
    Yousefpoor, Mohammad Sadegh
    Yousefpoor, Efat
    Lalbakhsh, Pooia
    Javaheri, Danial
    Rahmani, Amir Masoud
    Hosseinzadeh, Mehdi
    IEEE ACCESS, 2021, 9 : 129977 - 130005
  • [38] Congestion Aware Algorithm using Fuzzy Logic to Find an Optimal Routing Path for IoT Networks
    Shreyas, J.
    Singh, Hemant
    Bhutani, Jatin
    Pandit, Sanjay
    Srinidhi, N. N.
    Kumar, Dilip S. M.
    PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND KNOWLEDGE ECONOMY (ICCIKE' 2019), 2019, : 141 - 145
  • [39] TCFACO: Trust-aware collaborative filtering method based on ant colony optimization
    Parvin, Hashem
    Moradi, Parham
    Esmaeili, Shahrokh
    EXPERT SYSTEMS WITH APPLICATIONS, 2019, 118 : 152 - 168
  • [40] A Novel Fuzzy Logic-Based Improved Cuckoo Search Algorithm
    Gopal, Krishna
    Das, Arunita
    Galvez, Jorge
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2022, 13 (01)