Landslide-Induced Seismic Signal Clustering With Outlier Removal

被引:1
|
作者
Li, Jiangfeng [1 ]
Zhao, Xiaotong [2 ]
Du, Bowen [2 ]
机构
[1] China Univ Min & Technol, Artificial Intelligence Res Inst, Xuzhou 221008, Peoples R China
[2] Tongji Univ, Sch Software Engn, Shanghai 201804, Peoples R China
基金
中国国家自然科学基金; 上海市自然科学基金;
关键词
Consensus clustering; landslide-induced (micro)seismic analysis; outlier removal; unsupervised machine learning; CLASSIFICATION;
D O I
10.1109/LGRS.2023.3327044
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Seismic clustering is a vital technique in seismology for identifying patterns in seismic events and providing insights into geological processes. However, its application to ongoing landslide-induced signals and impact of outliers have not received much research attention. This letter presents a novel consensus clustering strategy with outlier removal for landslide-induced seismic signals. The proposed approach incorporates a parameter setting method to improve clustering accuracy and robustness. Experimental results demonstrate that the proposed approach outperforms the state-of-the-art clustering methods.
引用
收藏
页码:1 / 5
页数:5
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