Data analytic engineering and its application in earthquake engineering

被引:0
|
作者
Loi, Daniel Weijie [1 ]
Raghunandan, Mavinakere Eshwaraiah [1 ]
Shanmugavel, Madhavan [1 ]
Swamy, Varghese [1 ]
机构
[1] Monash Univ Malaysia, Sch Engn, Bandar Sunway, Malaysia
关键词
earthquake data analysis; regression model; sites specific usage; far-field and local earthquakes; PEAK GROUND ACCELERATION; SEISMIC HAZARD ANALYSIS; HORIZONTAL ACCELERATION; VELOCITY;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper deliberates the challenges of using regression models for earthquake data analysis and compares them with the field measurements. Regression analyses to model the peak ground acceleration (PGA) data are discussed with magnitude and distance as variables. Suitability of the models are further compared with the ground motion (PGA) field records obtained from the seismic stations within the peninsular Malaysia. Far field (distance above 300km from the epicenter) and local earthquakes within 50-300km with a wide range of moment magnitude (1.0-9.1) are considered in this study. Result from the regression models showed significant error between the predicted and field data. Further discussion highlights that the ground motion prediction equation (GMPE) is a function of multiple variables developed from the specific site properties. The paper concludes with a note showing the significance of statistical input and analysis in the GMPE's to achieve a more realistic earthquake data prediction model.
引用
收藏
页码:1334 / 1337
页数:4
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