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2018 | Supplement | Buchkapitel

Ordinary Kriging and Spatial Autocorrelation Identification to Predict Peak Ground Acceleration in Banda Aceh City, Indonesia

verfasst von : Rokhana D. Bekti, Edy Irwansyah, Bayu Kanigoro, Theodorick

Erschienen in: Applied Computational Intelligence and Mathematical Methods

Verlag: Springer International Publishing

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Abstract

Peak ground acceleration (PGA) is a measure of earthquake acceleration in the ground. The prediction information about PGA is important to minimize the effect of earthquake. The method for prediction is Ordinary Kriging. It is geostatistic method used to predict data in certain locations which have autocorrelation. The sample data used in this research are PGA in Meuraxa, Banda Aceh 2006. The steps of research methodology consist of autocorrelations identify by Moran’s I and LISA, build semivariograms, and prediction by Ordinary Kriging. The results is Ordinary Kriging can be applied to predict PGA. It was shown by evaluate of mean and MSE value. According to mean value of three prediction, all models (Gaussian, Spherical, and Exponential) have mean 0,3534; 0,3584; and 0,3555 which approaches the actual PGA mean 0.34. According to MSE value, it can be seen that all models have small MSE or relatively closed to zero.

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Literatur
2.
Zurück zum Zitat Irwansyah, E., Winarko, E., Rasjid, Z., Bekti, R.: Earthquake hazard zonation using peak ground acceleration (pga) approach. In: Journal of Physics: Conference Series, Vol. 423. IOP Publishing (2013) 012067 Irwansyah, E., Winarko, E., Rasjid, Z., Bekti, R.: Earthquake hazard zonation using peak ground acceleration (pga) approach. In: Journal of Physics: Conference Series, Vol. 423. IOP Publishing (2013) 012067
3.
Zurück zum Zitat Megawati, K., Pan, T.C.: Ground-motion attenuation relationship for the sumatran megathrust earthquakes. Earthq. Eng. Struct. Dyn. 39(8), 827–845 (2010) Megawati, K., Pan, T.C.: Ground-motion attenuation relationship for the sumatran megathrust earthquakes. Earthq. Eng. Struct. Dyn. 39(8), 827–845 (2010)
4.
Zurück zum Zitat Youngs, R., Chiou, S.J., Silva, W., Humphrey, J.: Strong ground motion attenuation relationships for subduction zone earthquakes. Seismol. Res. Lett. 68(1), 58–73 (1997)CrossRef Youngs, R., Chiou, S.J., Silva, W., Humphrey, J.: Strong ground motion attenuation relationships for subduction zone earthquakes. Seismol. Res. Lett. 68(1), 58–73 (1997)CrossRef
5.
Zurück zum Zitat Lin, P.S., Lee, C.T.: Ground-motion attenuation relationships for subduction-zone earthquakes in northeastern taiwan. Bull. Seismol. Soc. Am. 98(1), 220–240 (2008)CrossRef Lin, P.S., Lee, C.T.: Ground-motion attenuation relationships for subduction-zone earthquakes in northeastern taiwan. Bull. Seismol. Soc. Am. 98(1), 220–240 (2008)CrossRef
6.
Zurück zum Zitat Fischer, M.M., Getis, A.: Handbook Of Applied Spatial Analysis: Software Tools, Methods And Applications. Springer, Heidelberg (2009) Fischer, M.M., Getis, A.: Handbook Of Applied Spatial Analysis: Software Tools, Methods And Applications. Springer, Heidelberg (2009)
7.
Zurück zum Zitat Davis, E., Ierapetritou, M.: A kriging method for the solution of nonlinear programs with black-box functions. AIChE J. 53(8), 2001–2012 (2007)CrossRef Davis, E., Ierapetritou, M.: A kriging method for the solution of nonlinear programs with black-box functions. AIChE J. 53(8), 2001–2012 (2007)CrossRef
8.
Zurück zum Zitat Eldeiry, A.A., Garcia, L.A.: Comparison of ordinary kriging, regression kriging, and cokriging techniques to estimate soil salinity using landsat images. J. Irrig. Drain. Eng. 136(6), 355–364 (2010)CrossRef Eldeiry, A.A., Garcia, L.A.: Comparison of ordinary kriging, regression kriging, and cokriging techniques to estimate soil salinity using landsat images. J. Irrig. Drain. Eng. 136(6), 355–364 (2010)CrossRef
9.
Zurück zum Zitat Kumar, V., et al.: Kriging of groundwater levels-a case study. J. Spat. Hydrol. 6(1), 81–94 (2006) Kumar, V., et al.: Kriging of groundwater levels-a case study. J. Spat. Hydrol. 6(1), 81–94 (2006)
10.
Zurück zum Zitat Anselin, L., Rey, S.J.: Perspectives on spatial data analysis. In: Perspectives on Spatial Data Analysis. Springer (2010) 1–20 Anselin, L., Rey, S.J.: Perspectives on spatial data analysis. In: Perspectives on Spatial Data Analysis. Springer (2010) 1–20
11.
Zurück zum Zitat Bekti, R.: Sutikno. spatial durbin model to identify influential factors of diarrhea. J. Math. Stat 8, 396–402 (2012)CrossRef Bekti, R.: Sutikno. spatial durbin model to identify influential factors of diarrhea. J. Math. Stat 8, 396–402 (2012)CrossRef
12.
Zurück zum Zitat Lee, J., Wong, D.W.: Statistical Analysis With ArcView GIS. Wiley, New York (2001) Lee, J., Wong, D.W.: Statistical Analysis With ArcView GIS. Wiley, New York (2001)
13.
Zurück zum Zitat Sengara, D.I.W.: Microzonation and Hazard Mapping of Meuraxa District-banda Aceh (2009) Sengara, D.I.W.: Microzonation and Hazard Mapping of Meuraxa District-banda Aceh (2009)
14.
Zurück zum Zitat Bivand, R., Pebesma, E., Gomez-Rubio, V.: Applied Spatial Data Analysis with R. Springer, New York (2008)MATH Bivand, R., Pebesma, E., Gomez-Rubio, V.: Applied Spatial Data Analysis with R. Springer, New York (2008)MATH
Metadaten
Titel
Ordinary Kriging and Spatial Autocorrelation Identification to Predict Peak Ground Acceleration in Banda Aceh City, Indonesia
verfasst von
Rokhana D. Bekti
Edy Irwansyah
Bayu Kanigoro
Theodorick
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-67621-0_29