Earthquake Detection at the Edge: IoT Crowdsensing Network

被引:12
作者
Bassetti, Enrico [1 ]
Panizzi, Emanuele [1 ]
机构
[1] Sapienza Univ Rome, Dept Comp Sci, I-00161 Rome, Italy
关键词
earthquake early warnings; crowdsensing; edge computing; Internet of Things;
D O I
10.3390/info13040195
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
State-of-the-art Earthquake Early Warning systems rely on a network of sensors connected to a fusion center in a client-server paradigm. The fusion center runs different algorithms on the whole data set to detect earthquakes. Instead, we propose moving computation to the edge, with detector nodes that probe the environment and process information from nearby probes to detect earthquakes locally. Our approach tolerates multiple node faults and partial network disruption and keeps all data locally, enhancing privacy. This paper describes our proposal's rationale and explains its architecture. We then present an implementation that uses Raspberry, NodeMCU, and the Crowdquake machine learning model.
引用
收藏
页数:15
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