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Earthquake prediction based on community division

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  • Xu, Yanjie
  • Ren, Tao
  • Liu, Yiyang
  • Li, Zhe

Abstract

In time-space influence domain, two directed weighted earthquake network are structured based on the earthquake number and the maximum magnitude of Southern California. The earthquake prediction method is proposed based on the minimum edge weight. By CNM (community detection method) community division algorithm, the network is divided into several communities and the top 10 communities can be selected according to the number of nodes. Finally, we compare the accuracy of the divided network with the network without community division. The simulation results show that the community division can improve the accuracy of the earthquake prediction.

Suggested Citation

  • Xu, Yanjie & Ren, Tao & Liu, Yiyang & Li, Zhe, 2018. "Earthquake prediction based on community division," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 506(C), pages 969-974.
    • Handle: RePEc:eee:phsmap:v:506:y:2018:i:c:p:969-974
    DOI: 10.1016/j.physa.2018.05.035
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    References listed on IDEAS

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    1. S. Abe & N. Suzuki, 2007. "Dynamical evolution of clustering in complex network of earthquakes," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 59(1), pages 93-97, September.
    2. Jie Zhang & Haijiang Zhang & Enhong Chen & Yi Zheng & Wenhuan Kuang & Xiong Zhang, 2014. "Real-time earthquake monitoring using a search engine method," Nature Communications, Nature, vol. 5(1), pages 1-9, December.
    3. He, Xuan & Zhao, Hai & Cai, Wei & Li, Guang-Guang & Pei, Fan-Dong, 2015. "Analyzing the structure of earthquake network by k-core decomposition," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 421(C), pages 34-43.
    4. Min Lin & Xing Xing Fan & Gang Wang & Gang Zhao, 2016. "Network structure entropy and its dynamical evolution for recurrence networks from earthquake magnitude time series," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 89(5), pages 1-7, May.
    5. Abe, Sumiyoshi & Suzuki, Norikazu, 2009. "Violation of the scaling relation and non-Markovian nature of earthquake aftershocks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(9), pages 1917-1920.
    6. Abe, Sumiyoshi & Suzuki, Norikazu, 2009. "Scaling relation for earthquake networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(12), pages 2511-2514.
    7. Abe, Sumiyoshi & Suzuki, Norikazu, 2004. "Small-world structure of earthquake network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 337(1), pages 357-362.
    8. Zhang, Ya & Zhao, Hai & He, Xuan & Pei, Fan-Dong & Li, Guang-Guang, 2016. "Bayesian prediction of earthquake network based on space–time influence domain," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 445(C), pages 138-149.
    9. Abe, Sumiyoshi & Pastén, Denisse & Suzuki, Norikazu, 2011. "Finite data-size scaling of clustering in earthquake networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(7), pages 1343-1349.
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    Cited by:

    1. Wenjuan Sun & Paolo Bocchini & Brian D. Davison, 2020. "Applications of artificial intelligence for disaster management," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 103(3), pages 2631-2689, September.

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