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Published on: December 15, 2023
Distributed Fault Detection Based on Credibility and Cooperation for WSNs in Smart Grids.
Sujie Shao1, Shaoyong Guo2, Xuesong Qiu3
1State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China. buptssj@bupt.edu.cn.
This study introduces a new distributed fault detection method for wireless sensor networks (WSNs) in smart grids. The approach enhances accuracy and efficiency by using sensor credibility and neighbor cooperation, reducing data congestion.
Area of Science:
- Electrical Engineering
- Computer Science
- Network Security
Background:
- Wireless sensor networks (WSNs) are crucial for monitoring and data collection in smart grids.
- Accurate and timely fault detection in WSNs is essential for reliable smart grid operations.
- Existing fault detection methods may suffer from inefficiency and high data congestion.
Purpose of the Study:
- To propose a novel distributed fault detection mechanism for WSNs in smart grids.
- To enhance the accuracy and efficiency of fault detection in WSNs.
- To reduce transmission overhead and data congestion.
Main Methods:
- Developed a credibility model for sensors based on temporal data correlation.
- Implemented a cooperative fault diagnosis strategy involving neighbor sensors.
- Optimized the timing of fault diagnosis requests to minimize overhead.
- Classified neighbor diagnosis results to improve fault judgment accuracy.
Main Results:
- The proposed mechanism achieves a high fault detection ratio.
- It requires a small number of fault diagnoses.
- The method effectively reduces data congestion probability.
- Simulation results validate the mechanism's performance.
Conclusions:
- The novel distributed fault detection mechanism is effective for WSNs in smart grids.
- Credibility and cooperation enhance fault detection accuracy and efficiency.
- The mechanism offers a promising solution for reliable smart grid monitoring.
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