Advanced Search

Indexed by SCI、CA、РЖ、PA、CSA、ZR、etc .

Volume 24 Issue 2
Apr 2013
Turn off MathJax
Article Contents
Jyh-Woei Lin. Taiwan' Chi-Chi Earthquake Precursor Detection Using Nonlinear Principal Component Analysis to Multi-Channel Total Electron Content Records. Journal of Earth Science, 2013, 24(2): 244-253. doi: 10.1007/s12583-013-0325-2
Citation: Jyh-Woei Lin. Taiwan' Chi-Chi Earthquake Precursor Detection Using Nonlinear Principal Component Analysis to Multi-Channel Total Electron Content Records. Journal of Earth Science, 2013, 24(2): 244-253. doi: 10.1007/s12583-013-0325-2

Taiwan' Chi-Chi Earthquake Precursor Detection Using Nonlinear Principal Component Analysis to Multi-Channel Total Electron Content Records

doi: 10.1007/s12583-013-0325-2
More Information
  • Corresponding author: Jyh-Woei Lin, pgjw11966@gmail.com
  • Received Date: 10 Dec 2011
  • Accepted Date: 15 Mar 2012
  • Publish Date: 01 Apr 2013
  • This research uses eigenvalue characteristics of nonlinear principal component analysis (NLPCA) and principal component analysis (PCA) to investigate total electron content (TEC) anomalies associated with Taiwan's Chi-Chi earthquake of 21 September 1999 (LT) (Mw=7.6). The transforms are used for ionospheric TEC from 01 August to 20 September 1999 (local time) using data from 13 GPS receivers. The data were collected at 22°N–26°N Lat. and 120°E–122°E Long.. Applying the NLPCA to the multi-channel total electron content records of GPS receivers, the earthquake-associated TEC anomalies were represented by large principal eigenvalues of NLPCA (> 0.5 in a normalized set) on 14 August and 17, 18, and 20 September, with allowance given for the Dst index, which was quiet for the study period. Comparisons were then made with other researchers who also found TEC anomalies on September 17, 18, and 19 associated with the Chi-Chi earthquake, which cannot be detected by PCA. Consideration is also given for reported ground level geomagnetic field activity that occurred between mid-August and late October, leading up to and including the Chi-Chi and Chia-Yi earthquakes, which are associated with the same series of faults. It is possible that Aug. 14 is representative of an earthquake-associated TEC anomaly. This is an interesting result given how much earlier than the earthquake it occurred.

     

  • loading
  • Bolt, B. A., 1999. Seiamology: Resources for Teachers. Earthquake (4th Edition). W. H. Freeman and Company, New York. 366
    Chen, Y. I., Liu, J. Y., Tsai, Y. B., et al., 2004, Statistical Tests for Pre-Earthquake Ionospheric Anomaly. TAO, 15(3): 385–396 http://tao.cgu.org.tw/media/k2/attachments/v153p385.pdf
    Cybenko, G., 1989. Approximation by Superpositions of a Sigmoidal Function. Math. Control Signal & Sys. , 2: 303–314
    Davies, K., 1990. Ionospheric Radio. Peter Peregrinus Ltd., London. 580
    Freund, F. T., 2000. Time-Resolved Study of Charge Generation and Propagation in Igneous Rocks. J. Geophys. Res. , 105: 11001–11019 doi: 10.1029/1999JB900423
    Freund, F. T., Kulahci, I. C., Gyr, G., et al., 2009. Air Ionization at Rock Surfaces and Pre-Earthquake Signals. J. Atmos. Sol. Terr. Phys. , 71(17–18): 1824–1834, doi: 10.1016/j.jastp.2009.07.013
    Garcia, R., Crespon, F., Ducic, V., et al., 2005. Three-Dimensional Ionospheric Tomography of Post-Seismic Perturbations Produced by the Denali Earthquake from GPS Data. Geophys. J. Int. , 163: 1049–1064, doi:0.1111/j.1365-246X.2005.02775.x
    Hayakawa, M., 2007. VLF/LF Radio Sounding of Ionospheric Perturbations Associated with Earthquakes. Sensors, 7(7): 1141–1158, doi: 10.3390/s7071141
    Hegai, V. V., Kim, V. P., Liu, J. Y., 2006. The Ionospheric Effect of Atmospheric Gravity Waves Excited Prior to Strong Earthquake. Advance in Space Research, 37: 653–659 doi: 10.1016/j.asr.2004.12.049
    Heki, K., Otsuka, Y., Choosakul, N., et al., 2006. Detection of Ruptures of Andaman Fault Segments in the 2004 Great Sumatra Earthquake with Coseismic Ionospheric Disturbances. J. Geophys. Res. , 111(B09313): 11, doi:10.1029/2005JB004202, 2006
    Hsiao, C. C., Liu, J. Y., Oyama, K. I., et al., 2010. Seismo-Ionospheric Precursor of the 2008 Mw 7.9 Wenchuan Earthquake Observed by FORMOSAT-3/COSMIC. GPS Solutions, 14(1): 83–89, doi: 10.1007/s10291-009-0129-0
    Jhuang, H. K., Ho, Y. Y., Kakinami, Y., et al., 2010. Seismo-Ionospheric Anomalies of the GPS-TEC Appear before the 12 May 2008 Magnitude 8.0 Wenchuan Earthquake. Int. J. Remote Sens. , 31(13): 3579–3587, doi: 10.1080/01431161003727796
    Kakinami, Y., Liu, J. Y., Tsai, L. C., et al., 2010. Ionospheric Electron Content Anomalies Detected by a FORMOSAT-3/COSMIC Empirical Model before and after the Wenchuan Earthquake. Int. J. Remote Sens. , 31(13): 3571–3578, doi: 10.1080/01431161003727788
    Kramer, M. A., 1991. Nonlinear Principal Component Analysis Using Autoassociative Neural Networks. AIChE Journal, 37(2): 233–243 doi: 10.1002/aic.690370209
    Li, J., Shen, W., 2011. Investigation of the Co-Seismic Gravity Field Variations Caused by the 2004 Sumatra-Andaman Earthquake Using Monthly GRACE Data. Journal of Earth Science, 22(2): 280–291, doi: 10.1007/s12583-011-0181-x
    Lin, J. W., 2010a. Ionospheric Total Electron Content (TEC) Anomalies Associated with Earthquakes through Karhunen-Loéve Transform (KLT). Terr. Atmos. Ocean. Sci. , 21(2): 253–265, doi: 10.3319/TAO.2009.06.11.01(T)
    Lin, J. W., 2010b. Two-Dimensional Ionospheric Total Electron Content Map (TEC) Seismo-Ionospheric Anomalies through Image Processing Using Principal Component Analysis. Advances in Space Research, 45: 1301–1310, doi: 10.1016/j.asr.2010.01.029
    Lin, J. W., 2012. Potential Reasons for Ionospheric Anomalies Immediately Prior to China's Wenchuan Earthquake on 12 May 2008 Detected by Nonlinear Principal Component Analysis. International Journal of Applied Earth Observations and Geoinformation, 14: 178–191, doi: 10.1016/j.jag.2011.09.011
    Liperovskaya, E. V., Meister, C. V., Parrot, M., et al., 2006. On Es-Spread Effects in the Ionosphere Connected to Earthquakes. Natural Hazard and Earth System Sciences, 6(5): 741–744 doi: 10.5194/nhess-6-741-2006
    Liu, J. Y., Chen, Y. I., Chuo, Y. J., et al., 2006. A Statistical Investigation of Pre-Earthquake Ionospheric Anomaly. J. Geophys. Res. , 111(A05304): 5, doi:10.1029/2005JA 011333
    Liu, J. Y., Chen, Y. I., Chuo, Y. J., et al., 2001. Variations of Ionospheric Total Electron Content during the Chi-Chi Earthquake. Geophysical Research Letters, 28(7): 1383–1386 doi: 10.1029/2000GL012511
    Liu, Z. Z., Gao, Y., 2004. Ionospheric TEC Predictions over a Local Area GPS Reference Network. GPS Solutions, 8(1): 23–29, doi: 10.1007/s10291-004-0082-x
    Lorne, B., Perrier, F., Avouac, J. P., 1999. Streaming Potential Measurements 2. Relationship between Electrical and Hydraulic Flow Patterns from Rock Samples during Deformation. J. Geophys. Res. , 104(B8): 17879–17896, doi:10. 1029/1999JB900155
    Nishihashi, M., Hattori, K., Jhuang, H. K., et al., 2009, Possible Spatial Extent of Ionospheric GPS-TEC and NmF2 Anomalies Related to the 1999 Chi-Chi and Chia-Yi Earthquakes in Taiwan. Terrestrial, Atmospheric and Oceanic Sciences, 20: 779–789 doi: 10.3319/TAO.2009.01.22.01(T)
    Pulinets, S. A., 2004. Ionospheric Precursors of Earthquakes: Recent Advances in Theory and Practical Applications. TAO, 15(3): 413–435 http://lib.gig.ac.cn/local/ejournal/TAO/TAO2004/TAO-2004-15(3)-413-435.pdf
    Pulinets, S., Boyarchuk, K., 2004. Ionospheric Precursors of Earthquakes. Springer-Verlag, Berlin, Heidelberg. 315
    Pulinets, S. A., Gaivoronska, T. B., Leyva Contreras, A., et al., 2004. Correlation Analysis Technique Revealing Ionospheric Precursors of Earthquakes. Natural Hazard and Earth System Sciences, 4: 697–702 doi: 10.5194/nhess-4-697-2004
    Shen, W., Wang, D., Hwang, C., 2011. Anomalous Signals Prior to Wenchuan Earthquake Detected by Superconducting Gravimeter and Broadband Seismometers Records. Journal of Earth Science, 22(5): 640–651, doi: 10.1007/s12583-011-0215-4
    Tsai, Y. B., Liu, J. Y., Ma, K. F., et al., 2006. Precursory Phenomena Associated with 1999 Chi-Chi Earthquake in Taiwan as Identified under the iSTEP Program. Phys. Chem. Earth, 31: 365–377, doi: 10.1016/j.pce.2006.02.035
    Uyeda, S., Kamogawa, M., Tanaka, H., 2009. Analysis of Electrical Activity and Seismicity in the Natural Time Domain for the Volcanic-Seismic Swarm Activity in 2000 in the Izu Island Region. Japan J. Geophys. Res. , 114(B02310): 10, doi: 10.1029/2007JB005332
    Varotsos, P., Alexopoulos, K., 1984a. Physical Properties of the Variations of the Electric Field of the Earth Preceding Earthquakes. Tectonophysics, 110: 73–98 doi: 10.1016/0040-1951(84)90059-3
    Varotsos, P., Alexopoulos, K., 1984b. Physical Properties of the Variations of the Electric Field of the Earth Preceding Earthquakes, Ⅱ. Determination of Epicenter and Magnitude. Tectonophysics, 110(1–2): 99–125 http://www.sciencedirect.com/science/article/pii/0040195187900333
    Varotsos, P., Lazaridou, M., 1991. Latest Aspects of Earthquake Prediction in Greece Based on Seismic Electric Signals. Tectonophysics, 188: 321–347 doi: 10.1016/0040-1951(91)90462-2
    Varotsos, P., Sarlis, N., Lazaridou, M., et al., 1998. Transmission of Stress Induced Electric Signals in Dielectric Media. J. Appl. Phys. , 83(1): 60–70, doi: 10.1063/1.366702
    Varotsos, P. A., Sarlis, N. V., Skordas, E. S., 2002. Long-Range Correlations in the Electric Signals that Precede Rupture. Phys. Rev. E, 66(011902), doi: 10.1103/PhysRevE.66.011902
    Varotsos, P. A., Sarlis, N. V., Skordas, E. S., et al., 2005. Natural Entropy Fluctuations Discriminate Similar Looking Electric Signals Emitted from Systems of Different Dynamics. Phys. Rev. E, 71(011110): 11, doi: 10.1103/PhysRevE.71.011110
    Varotsos, P. A., Sarlis, N. V., Skordas, E. S., et al., 2006a. Entropy of Seismic Electric Signals: Analysis in Natural Time under Time Reversal. Phys. Rev. E, 73(031114): 8, doi: 10.1103/PhysRevE.73.031114
    Varotsos, P. A., Sarlis, N. V., Skordas, E. S., et al., 2006b. Attempt to Distinguish Long-Range Temporal Correlations from the Statistics of the Increments by Natural Time Analysis. Phys. Rev. E, 74(021123), doi:10.1103/Phys RevE.74.021123
    Voitov, G. I., Dobrovolsky, I. P., 1994. Chemical and Isotopic-Carbon Instabilities of the Native Gas Flows in Seismically Active Regions. Izvestiya Earth Science, 3: 20–31 http://www.researchgate.net/publication/291981990_Chemical_and_isotopic-carbon_instabilities_of_the_native_gas_flows_in_seismically_active_regions
    Yen, H. Y., Chen, C. H., Yeh, Y. H., et al., 2004. Geomagnetic Fluctuations during the 1999 Chi-Chi Earthquake in Taiwan. Earth Planets Space, 56: 39–45 doi: 10.1186/BF03352489
    Yue, L. F., Suppe, J., Hung, J. H., 2005. Structural Geology of a Classic Thrust Belt Earthquake: The 1999 Chi-Chi Earthquake Taiwan (Mw=7.6). Journal of Structural Geology, 27(11): 2058–2083, doi: 10.1016/j.jsg.2005.05.020
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(4)

    Article Metrics

    Article views(474) PDF downloads(35) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return