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FSRW: fuzzy logic-based whale optimization algorithm for trust-aware routing in IoT-based healthcare
Hui Xu1,2,3, Wei-Dong Liu4, Lu Li2
1Heilongjiang University of Chinese Medicine, Harbin, 150040, China.
This study introduces a secure routing protocol for Internet of Things (IoT) healthcare systems, enhancing network lifespan and efficiency. The novel approach improves data delivery and reduces energy consumption in connected health applications.
Area of Science:
- Internet of Things (IoT)
- Healthcare Technology
- Network Security
Background:
- The Internet of Things (IoT) offers significant potential in healthcare, particularly for managing chronic diseases and an aging population.
- Existing IoT healthcare systems face challenges related to security and efficient data routing.
- There is a growing need for robust and secure communication protocols in IoT-enabled healthcare.
Purpose of the Study:
- To propose a secure and efficient hierarchical routing protocol for IoT healthcare applications.
- To enhance the trustworthiness and reliability of data transmission in IoT healthcare networks.
- To improve the overall performance of IoT healthcare systems, including network lifespan and energy efficiency.
Main Methods:
- A hierarchical secure routing protocol combining a fuzzy logic system and the Whale Optimization Algorithm (WOA).
- Implementation of a fuzzy trust strategy to assess the trustworthiness of IoT devices.
- Development of a WOA-inspired clustering methodology with a fitness function evaluating potential cluster heads based on centrality, communication range, hop count, energy, and trustworthiness.
Main Results:
- The proposed method demonstrated superior performance compared to existing algorithms.
- Achieved a 47% increase in network lifespan.
- Showcased a 58% improvement in energy usage and a 17.7% enhancement in packet delivery ratio.
Conclusions:
- The novel routing protocol effectively addresses security and efficiency challenges in IoT healthcare.
- The integration of fuzzy logic and WOA significantly optimizes network performance.
- This approach offers a promising solution for secure and reliable data management in the evolving landscape of digital health.
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