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Wang Yan, Cao Fengjuan, Wang Liang, Zhang Bo, Zhai Lina. 2016: Comprehensive index analyses on seismic activity parameters based on data mining for MS≥5.0 earthquakes in northeast China and North China. Acta Seismologica Sinica, 38(6): 906-913. DOI: 10.11939/jass.2016.06.010
Citation: Wang Yan, Cao Fengjuan, Wang Liang, Zhang Bo, Zhai Lina. 2016: Comprehensive index analyses on seismic activity parameters based on data mining for MS≥5.0 earthquakes in northeast China and North China. Acta Seismologica Sinica, 38(6): 906-913. DOI: 10.11939/jass.2016.06.010
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Comprehensive index analyses on seismic activity parameters based on data mining for MS≥5.0 earthquakes in northeast China and North China

  • Earthquake Administration of Liaoning Province, Shenyang 110034, China

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  • Received Date: January 14, 2016
  • Revised Date: June 30, 2016
  • Published Date: October 31, 2016
    Graphical Abstract
    • Abstract
  • According to the data characteristics of seismic activity parameters, taking the MS5.3 Horqin, Inner Mongolia earthquake in 2013 for a typical case, the present paper introduces principal component analysis method and factor analysis method to reduce the dimension of parameter variables on the condition of information loss as little as possible, and extracts the comprehensive index. The result shows that the comprehensive index W had been changed significantly two years before the earthquake. Furthermore, by conducting factor analysis on Horqin earthquake, several single factor comprehensive indices with physical meanings are extracted, not only eliminating the inconsistency caused by the overlapping of information, but also achieving the refinement of the comprehensive index. In further research, the principal component analysis result about the eleven seismic activity parameters (N, b, η, A(b), Mf, AC, C, D, E, Rm, Y) of 29 earthquakes with MS≥5.0 in northeast China and North China shows that comprehensive index W of principal component analysis had obvious precursor changes in 1-2 years before the earthquakes. This suggests that the index W can be taken as a precursory in earthquake prediction research.
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    • References (16)
  • 国家地震局预测预防司. 1997.测震学分析预报方法[M].北京:地震出版社: 49-116.

    Department of Prediction and Prevention, State Seismological Bureau. 1997. Analysis and Prediction Methods of Seismometry[M]. Beijing: Seismological Press: 49-116 (in Chinese).
    韩渭宾. 2003.地震活动性参数分类及其相关性初步研究[J].四川地震, (3): 1-5. http://www.cnki.com.cn/Article/CJFDTOTAL-SCHZ200303001.htm

    Han W B. 2003. Primary study on the classifying among the seismicity parameters and their correlativity[J]. Earthquake Research in Sichuan, (3): 1-5 (in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-SCHZ200303001.htm
    华爱军, 刘西林, 刁守中, 李红. 2001.华北地区中等、大地震前算法复杂性AC值异常变化特征[J].内陆地震, 15 (4): 326-330.

    Hua A J, Liu X L, Diao S Z, Li H. 2001. Abnormal characteristics of arithmetic complexity AC value before moderate, strong earthquakes in North China[J]. Inland Earthquake, 15 (4): 326-330 (in Chinese).
    李永振. 2011.主成分分析法在辽宁地区地震预测中的应用[J].西北地震学报, 33 (1): 76-79. http://www.cnki.com.cn/Article/CJFDTOTAL-ZBDZ201101015.htm

    Li Y Z. 2011. Application of primary components analysis method to earthquake prediction in Liaoning Province[J]. Northwestern Seismological Journal, 33 (1): 76-79 (in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-ZBDZ201101015.htm
    陆远忠, 阎利军, 郭若眉. 1999.用于中短期地震预报的一些地震活动性参量相关性讨论[J].地震, 19 (1): 11-18. http://www.cnki.com.cn/Article/CJFDTOTAL-DIZN199901001.htm

    Lu Y Z, Yan L J, Guo R M. 1999. Discussion about correlation of some seismological parameters in medium-and short-term earthquake prediction[J]. Earthquake, 19 (1): 11-18 (in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-DIZN199901001.htm
    王炜, 林命週, 赵利飞, 马钦忠. 2006a.地震活动参数约简的因子分析方法[J].西北地震学报, 28 (4): 303-308. http://www.cnki.com.cn/Article/CJFDTOTAL-ZBDZ200604002.htm

    Wang W, Lin M Z, Zhao L F, Ma Q Z. 2006a. Factor analysis method for reducing seismicity parameters[J]. Northwestern Seismological Journal, 28 (4): 303-308 (in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-ZBDZ200604002.htm
    王炜, 刘悦, 李国正, 吴耿锋, 马钦忠, 赵利飞, 林命週. 2006b.我国大陆强震预测的支持向量机方法[J].地震学报, 28 (1): 29-36. http://www.dzxb.org/Magazine/Show?id=26517

    Wang W, Liu Y, Li G Z, Wu G F, Ma Q Z, Zhao L F, Lin M Z. 2006b. Support Vector Machine method for forecasting future strong earthquakes in Chinese mainland[J]. Acta Seismologica Sinica, 28 (1): 29-36 (in Chinese). http://www.dzxb.org/Magazine/Show?id=26517
    王岩, 邵媛媛, 曹凤娟, 郭晓燕. 2016.基于因子分析的地震综合指数在辽宁地区地震预测中的应用[J].防灾减灾学报, 32 (1): 1-7. http://www.cnki.com.cn/Article/CJFDTOTAL-DDYJ201601001.htm

    Wang Y, Shao Y Y, Cao F J, Guo X Y. 2016. Application of comprehensive index to earthquake prediction of Liaoning using factor analysis method[J]. Journal of Disaster Prevention and Reduction, 32 (1): 1-7 (in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-DDYJ201601001.htm
    中国地震局监测预报司. 2002.强地震中短期预报方法及其效能研究[M].北京:地震出版社: 45-87.

    Department of Monitoring and Prediction, China Earthquake Administration. 2002. Study on Medium-and Short-Term Forecast Methods and Their Efficiency[M]. Beijing: Seismological Press: 45-87 (in Chinese).
    中国地震局监测预报司. 2007.中国大陆地震序列研究[M].北京:地震出版社: 20-24.

    Department of Monitoring and Prediction, China Earthquake Administration. 2007. Researches on Earthquake Sequences of Chinese Mainland[M]. Beijing: Seismological Press: 20-24 (in Chinese).
    Bartlett M S. 1937. Properties of sufficiency and statistical tests[J]. Proc R Soc A, 160 (901): 268-282. doi: 10.1098/rspa.1937.0109
    Gunopulos D, Das G. 2001. Time series similarity measures and time series indexing[J]. Acm Sigmod Record, 31 (2): 624. https://www.researchgate.net/publication/221213566_Time_Series_Similarity_Measures_and_Time_Series_Indexing
    Hill B D. 2011. The Sequential Kaiser-Meyer-Olkin Procedure as an Alternative for Determining the Number of Factors in Common-Factor Analysis: A Monte Carlo Simulation[D]. Stillwater, Oklahoma State: Oklahoma State University: 40-43. https://www.coursehero.com/file/16648753/online-learning-2016-olc-conference-special-issuepdf/
    Hotelling H. 1933. Analysis of a complex of statistical variables into principal components[J]. J Educ Psychol, 24 (6): 417-441. doi: 10.1037/h0071325
    Kaiser H F. 1960. The application of electronic computers to factor analysis[J]. Educ Psychol Measur, 20 (1): 141-151. doi: 10.1177/001316446002000116
    Moghaddam B. 2002. Principal manifolds and probabilistic subspaces for visual recognition[J]. IEEE Trans Pattern Anal Mach Intell, 24 (6): 780-788. doi: 10.1109/TPAMI.2002.1008384
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