A Fault Detection Method Based on Clustering Algorithm for Internet of Things
2023 China Automation Congress (CAC)(2023)
摘要
In recent years, the Internet of Things (IoT) has experienced fast-paced technological advancements, connecting numerous smart devices and sensors and enabling seamless data exchange between them. However, due to software and hardware failures, it's inevitable that many sensors will fail, which can seriously affect the availability of IoT. To address this issue, we propose a fault detection method based on the clustering algorithm in this paper. This method divides sensors into different clusters, and the cluster head can determine the status of sensors based on data from neighboring sensors within the same group. Our simulation experiments demonstrate that this fault detection method has better performance in terms of detection accuracy and false positive rate.
更多查看译文
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要