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《Seismological Research of Northeast China》 2006-04
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THE MODELING OF MULTI-DIMENSION SEISMIC TIME SERIES BASED ON THE SUPPORT VECTOR MACHINE

WU An-xu1,LI Ping-an1,LU Ya-jun1,MU Hui-yong1,SU Xiao-fei1,LIU Xue-qian2 (1.Earthquake Administration of Beijing Municipality,Beijing 100080,China; 2.Earthquake Administration of Henan Province,Henan Zhengzhou 450016,China)  
Firstly,the regression method of support vector machine is introduced in this paper.Secondly,effective experiment is done by using of the emulation data.Lastly,regression model of seismic activity is established in Capital Circle.By contrasting and analyzing,we think that the result is fairly effective.It has shown that support vector machine method have ability of multi-dimension learning and forecast,and may be a new effective processing method in analyzing of deformation data.
【Key Words】: support vector machine seism time series regression forecast
【Fund】: 地震科学联合基金项(A07058)
【CateGory Index】: P315.7
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【Citations】
Chinese Journal Full-text Database 6 Hits
1 AN ZHEN-WEN; YANG CUI-HUA; WANG LIN-YING; CHEN LI-HUA(Institute of Geophysics, China Seismological Bureau, Beijing 100081, china);STUDIES ON THE MULTIFRACTALS OF TIME AND SPACE CLUSTERING OF EARTHQUAKES[J];Chinese Journal of Geophysics;2000-01
2 Wu Anxu1),Wu Peizhi1),Zhang Lifang1),Zhao Wenzhong1) and Wang Keying2) 1) Beijing Seismological Bureau, Beijing 100080, China 2) Institute of Geophysics, China Seismological Bureau, Beijing 100081, China;Combinatorial statistic forecast of seismic activity trend in Guanting reservoir and its around zone[J];Seismological and Geomagnetic Observation and Research;2003-01
3 An Zhenwen,Wang Linying and Zhu Chuanzhen(Institute of Geophysics,State Seismological Bureau);THE CHARACTERISTICS OF FRACTAL DIMENSION IN THE TEMPORAL-SPATIAL DISTRIBUTION OF EARTHQUAKES BEFORE AND AFTER THE OCCURRENCE OF A LARGE EARTHQUAKE[J];Acta Seismologica Sinica;1989-03
4 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
5 TAO Qing1,2, CAO Jin-de3, SUN De-min4 1(Institute of Automation, The Chinese Academy of Sciences, Beijing 100080, China); 2(1st Department, Artillery Academy of PLA of China, Hefei 230031, China); 3(Department of Applied Mathematics, Southwest Universit;A Regression Method Based on the Support Vectors for Classification[J];Journal of Software;2002-05
6 Chen Yongyi Yu Xiaoding Gao Xuehao (Training Center of China Meteorological Administration, Beijing 100081) Feng Hanzhong (Chengdu Meteorological Center, Chengdu 610071);A NEW METHOD FOR NON-LINEAR CLASSIFY AND NON-LINEAR REGRESSION Ⅰ: INTRODUCTION TO SUPPORT VECTOR MACHINE[J];Quarterly Journal of Applied Meteorology;2004-03
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Shi Zejin; Li Zhongquan(Dept. of Petroleum, Chengdu Institute of Technology) Ying Danlin(Geology Exploration and Development Institute of Sichuan Petroleum Administration);CORRELATION DIMENTIONAL CALCULATION OF SERIES DATA AND ITS SIGNIFICANCE[J];JOURNAL OF CHENGDU UNIVERSITY OF TECHNOLOGY;1996-02
2 Li Dongsheng(Seismological Bureau of Anhui Province)Lu Yuaazhong(Institute of Crustal Dynamics);DISCUSSION ON CHAOTIC THEORY AND EARTHQUAKE PREDICTION RESEARCH[J];Earthquake;1993-06
3 An Zhenwen (Institute of Geophysics State Seismological Bureau, Beijing 100081);THE APPLICATION OF FRACTALS AND CHAOTIC THEORY TO SEISMOLOGY[J];PROGRESS IN GEOPHYSICS;1994-02
4 CHEN TONG (Institute of Geophysics, Academia Sinica);APPLICATION OF ACOUSTIC EMISSION TECHNIQUES TO ROCK MECHANICS RESEARCH[J];Chinese Journal of Sinica;1977-04
5 Zeng Zhengwen;Ma Jin;Liu Liqiang;Liu Tianchang(Institute of Geology,State Seismological Bureau,Beijing 100029);AE b-VALUE DYNAMIC FEATURES DURINE ROCKMASS FRACTURING AND THEIR SIGNIFICANCES[J];SEISMOLOGY AND GEOLOGY;1995-01
6 Qin Siqing;EXPERIMENT RESEARCH ON ACOUSTIC EMISSION IN THE PROCESS OF ROCK FRACTURING[J];Journal of Geological Hazards and Environment Preservation;1994-03
7 CHEN YONQ(Institute of Geophysics, State Seismological Bureau);ACOUSTIC EMISSION OF ROCKS UNDER TRIAXIAL COMPRESSION ALONG VARIOUS STRESS PATHS[J];Acta Seismologica Sinica;1981-01
8 LI Qiang(Earthquake Administration of Jiangsu Province,Nanjing 210014,China);Research on Anomaly of Recognization Earthquake Precursor Observation Chaotic Time Series with Multi-Scale Fractal Demension Method[J];Journal of Disaster Prevention and Mitigation Engineering;2007-02
9 WT4”FX]YIN Guang zhi, XIAN Xue fu, XU Jiang, WANG Hong tu (College of Civil Engineering,Chongqing University,Chongqing 400044,China) [WT5HZ];Research on Bifurcation and Chaos Characteristics of Meso-Scopic Fracture Process of Rock[J];JOURNAL OF CHONGQING UNIVERSITY(NATURAL SCIENCE EDITION);2000-02
10 ZHANG Yu~(1,2),REN Cheng-long~1(1.Institute of Vehicle Operation Engineering,Changsha Univ.of Science and Technology,Changsha 410076,China;2.Department of Mechanism,Nanjing Institute of Technology,Nanjing 210013,China);The Methods to Confirm the Dimension of Re-constructed Phase Space[J];Journal of National University of Defense Technology;2005-06
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Shi Chenggang Liu Xila(Department of Civil Engineering, Tsinghua University);APPLICATION OF NEURAL NETWORK TO EARTHQUAKE ENGINEERING[J];Earthquake Engineering and Engineering Vibration;1991-02
2 Gong Hongqing(Seismological Bureau of Tianjin City);SEISMIC TIME-DISTRIBUTION FEATURES AND ITS SIGNIFICANCE IN BEIJING-TIANJIN-TANGSHAN REGION[J];Earthquake;1989-02
3 CHEN PEI-SHAN LIN PANG-HUEI(Institute of Geophysics, Academia Sinica);AN APPLICATION OF STATISTICAL THEORY OF EXTREME VALUES TO MODERATE AND LONG INTERVAL EARTHQUAKE PREDICTION[J];Chinese Journal of Sinica;1973-01
4 AN ZHEN-WEN;YE ZHENG-REN;TENG CHUN-KAI;WANG LIN-YING;CHEN YAO1)(Institute of Geophysics, SSB , Beijing 100081, China)2)(Institute of Geophysics, Academia Simca , Beijing 100101, China);THE 1 /f NOISE BEHAVIOUR IN SEISMOGENIC SYSTEM[J];Chinese Journal of Geophysics;1997-03
5 Liu Jie Song Huizhen (Institute of Geology, China Seismological Bureau, Beijing 100029);ESTIMATION OF EARTHQUAKE RISK FOR NORTHERN NORTH CHINA BY NUMERICAL MODELING[J];SEISMOLOGY AND GEOLOGY;1999-03
6 Cai Huachang ; Zhang Sichang;Hu Zhan'an; Li Xiangchun; Sun Xiangrong; Jin Xueshen (Seismological Bureau of Hebei Province ,Shijiazhuang 050021);A STUDY ON 1720 SHACHENG EARTHQUAKE IN HEBEI PROVINCE[J];SEISMOLOGY AND GEOLOGY;1994-04
7 WANG WEI(Scismological Bureau of Anhui Province)LIU ZHENHUA(Chinese University of Science and Tcchnologe);THE STATISTICAL DISTRIBUTION OF TIME INTERVALS BETWEEN TWO SUCCESSIVE EARTHQUAKES AND ABNORMAL VARIATION OF THE D-VALUE, THE DEGREE OF SEISMIC DANGER PRIOR TO SEVERAL GREATER EARTHQUAKES IN NORTH CHINA[J];Acta Seismologica Sinica;1987-02
8 Shi Shaoxian, Shen Bin (Research Section for Synthetic Prediction, Seismological Bureau of Yunnan Province);APPLICATION OF CLUSTER ANALYSIS IN THE SYNTHETIC PREDICTION OF EARTHQUAKES[J];Journal of Seismological Research;1986-01
9 Liu Zhenrong (Scismological Bureau of Yunnan Province, Kunming);ON EARTHQUAKE RECURRENCE INTERVAL[J];Journal of Seismological Research;1990-02
10 Ski Shaoxian Fan Yang (Scismological Bureau of Yunnan Province, Kunming);APPLICATION OF THE MULTI-GRADE IDENTIFICATION APPROACH IN THE SYNTHETIC PREDICTION OF EARTHQUAKES[J];Journal of Seismological Research;1990-04
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