TY - JOUR
T1 - THE MODELLING OF EARTHQUAKE MAGNITUDE IN THE SOUTHERN PART OF JAVA ISLAND USING GEOGRAPHICALLY WEIGHTED REGRESSION
AU - Sediono,
AU - Mardianto, M. Fariz Fadillah
AU - Ulyah, Siti Maghfirotul
AU - Pangestu, Alvito Aryo
AU - Susanti, Rita
AU - Firdaus, Haydar Arsy
AU - Andreas, Christopher
N1 - Publisher Copyright:
© 2022 the author(s).
PY - 2022
Y1 - 2022
N2 - One of the aspect of the Sustainable Development Goals (SDGs) is to build the sustainable cities and communities, making cities inclusive, safe, strong and sustainable. One form of sustainable development, that is a good city, apart from a green city, is development that is alert and responsive to disasters. Earthquakes are one of the natural disasters that often occur in Indonesia and cause many casualties. The purpose of this study is to obtain an overview of the earthquake magnitude and the factors that influence it in the southern part of Java Island using Geographically Weighted Regression (GWR). The data used is earthquake magnitude and depth which obtained from the Indonesian Meteorology, Climatology and Geophysics Agency (BMKG) website. The data is the earthquake that occurred in the southern part of Java Island in 2019-2021. The modelling of earthquake magnitude in southern Java Island using GWR based on the best weighted of Adaptive Bisquare Kernel produced a R2 value of 98.96% and an MSE of 0.002 and an optimal bandwidth of 4. The results of this analysis can be used as a reference in making disaster mitigation solutions and in determining the location of airports and ports in an area.
AB - One of the aspect of the Sustainable Development Goals (SDGs) is to build the sustainable cities and communities, making cities inclusive, safe, strong and sustainable. One form of sustainable development, that is a good city, apart from a green city, is development that is alert and responsive to disasters. Earthquakes are one of the natural disasters that often occur in Indonesia and cause many casualties. The purpose of this study is to obtain an overview of the earthquake magnitude and the factors that influence it in the southern part of Java Island using Geographically Weighted Regression (GWR). The data used is earthquake magnitude and depth which obtained from the Indonesian Meteorology, Climatology and Geophysics Agency (BMKG) website. The data is the earthquake that occurred in the southern part of Java Island in 2019-2021. The modelling of earthquake magnitude in southern Java Island using GWR based on the best weighted of Adaptive Bisquare Kernel produced a R2 value of 98.96% and an MSE of 0.002 and an optimal bandwidth of 4. The results of this analysis can be used as a reference in making disaster mitigation solutions and in determining the location of airports and ports in an area.
KW - Depth
KW - Earthquake
KW - Geographically weighted regression
KW - Magnitude
KW - Sustainable cities
UR - http://www.scopus.com/inward/record.url?scp=85124622410&partnerID=8YFLogxK
U2 - 10.28919/cmbn/6753
DO - 10.28919/cmbn/6753
M3 - Article
AN - SCOPUS:85124622410
SN - 2052-2541
VL - 2022
JO - Communications in Mathematical Biology and Neuroscience
JF - Communications in Mathematical Biology and Neuroscience
M1 - 13
ER -