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Securing Smart Healthcare Cyber-Physical Systems against Blackhole and Greyhole Attacks Using a Blockchain-Enabled
Mannan Javed1, Noshina Tariq1, Muhammad Ashraf1
1Department of Avionics Engineering, Air University, Islamabad 44000, Pakistan.
This study introduces Gini-index and blockchain-based Blackhole/Greyhole RPL (GBG-RPL) to detect and mitigate cyber threats in smart health monitoring systems. GBG-RPL significantly enhances security and efficiency, reducing packet loss and energy consumption.
Area of Science:
- Cyber-Physical Systems Security
- Network Intrusion Detection
- Blockchain Applications
Background:
- Cyber-physical systems (CPSs) are increasingly vital in critical sectors like healthcare, demanding robust security against threats.
- Blackhole and greyhole attacks threaten CPS availability and integrity, with current methods often failing to distinguish malicious from legitimate behavior.
Purpose of the Study:
- To introduce a novel technique, Gini-index and blockchain-based Blackhole/Greyhole RPL (GBG-RPL), for efficient blackhole and greyhole attack detection and mitigation in smart health monitoring CPSs.
- To enhance the security, integrity, and reliability of monitored data within CPSs.
Main Methods:
- Leveraging the Gini index for anomaly detection.
- Utilizing blockchain technology for enhanced security and a resilient framework.
- Implementing the GBG-RPL technique in smart health monitoring CPSs.
Main Results:
- GBG-RPL achieved a 7.18% reduction in packet loss ratio and improved residual energy utilization by 11.97%.
- Demonstrated a 10.65% improvement in attack detection rate and an 18.88% faster average detection time.
- Optimized network management with a 21.65% reduction in message overhead and a 28.34% decrease in end-to-end delay.
Conclusions:
- GBG-RPL offers significant improvements in reliability, efficiency, and security for smart health monitoring CPSs.
- The integration of Gini index and blockchain provides a robust defense against sophisticated cyber threats.
- The proposed method outperforms existing techniques like BCPS-RPL in key performance metrics.
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