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
相关论文
共 50 条
  • [31] Changes in vegetation composition and structure following landslide-induced disturbance in the Himalaya
    Arora, Jaya
    Manish, Kumar
    Nautiyal, Dinesh Chandra
    Lakhanpaul, Suman
    Pandit, Maharaj Krishan
    JOURNAL OF ASIA-PACIFIC BIODIVERSITY, 2024, 17 (04) : 704 - 711
  • [32] A case study for the landslide-induced catastrophic hazards in Taiwan Tuchang Tribute
    Chen, C. Y.
    Lee, W. C.
    LANDSLIDES AND ENGINEERED SLOPES: FROM THE PAST TO THE FUTURE, VOLS 1 AND 2, 2008, : 313 - +
  • [33] Modeling a possible holocenic landslide-induced tsunami at Stromboli volcano, Italy
    Tinti, S
    Bortolucci, E
    Romagnoli, C
    PHYSICS AND CHEMISTRY OF THE EARTH PART B-HYDROLOGY OCEANS AND ATMOSPHERE, 1999, 24 (05): : 423 - 429
  • [34] Establishment of dynamic model of a flow-like landslide-induced surge
    Guo J.
    Shen W.
    Li T.
    Shen Y.
    Lei Y.
    Shuikexue Jinzhan/Advances in Water Science, 2019, 30 (02): : 273 - 281
  • [35] Prevention and Control Methods for Typical Landslide-Induced Waves in the Baihetan Reservoir
    Dong, Xingchen
    Huang, Bolin
    Qin, Panpan
    Hu, Lei
    Hu, Liuyang
    Wang, Xun
    GEOTECHNICAL AND GEOLOGICAL ENGINEERING, 2024, 42 (07) : 6655 - 6669
  • [36] Numerical investigation of a potential landslide-induced tsunami at the Suofengying reservoir in China
    Kafle, Laxman
    Xu, Wen-Jie
    Nagel, Thomas
    LANDSLIDES, 2024, 21 (05) : 1083 - 1093
  • [37] A numerical investigation of the 1783 landslide-induced catastrophic tsunami in Scilla, Italy
    Filippo Zaniboni
    Alberto Armigliato
    Stefano Tinti
    Natural Hazards, 2016, 84 : 455 - 470
  • [38] Simulating landslide-induced tsunamis in the Yangtze River at the Three Gorges in China
    Jinge Wang
    Shun Wang
    Aijun Su
    Wei Xiang
    Chengren Xiong
    Philipp Blum
    Acta Geotechnica, 2021, 16 : 2487 - 2503
  • [39] ESTIMATING LANDSLIDE-INDUCED RIVERBED ROUGHNESS VARIATION BY USING LIDAR DATA
    Yang, Mon-Shieh
    Wu, Ming-Chee
    Liu, Jin-King
    JOURNAL OF MARINE SCIENCE AND TECHNOLOGY-TAIWAN, 2014, 22 (04): : 424 - 429
  • [40] Landslide-induced changes of soil physicochemical properties in Xitou, Central Taiwan
    Cheng, Chih-Hsin
    Hsiao, Sheng-Che
    Huang, Yu-Sheng
    Hung, Chih-Yu
    Pai, Chuang-Wen
    Chen, Chiou-Pin
    Menyailo, Oleg V.
    GEODERMA, 2016, 265 : 187 - 195