NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH

Confined masonry (CM) buildings are one of the most widely used construction types in Indonesia, particularly in residential buildings. This study aims to develop a family of seismic fragility curves that can represent the potential damage of confined masonry buildings due to earthquakes. To achieve...

Full description

Saved in:
Bibliographic Details
Main Author: Roy Peterson Kaputing, Alrend
Format: Theses
Language:Indonesia
Subjects:
Online Access:https://digilib.itb.ac.id/gdl/view/84317
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:84317
spelling id-itb.:843172024-08-15T09:30:10ZNUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH Roy Peterson Kaputing, Alrend Teknik sipil Indonesia Theses confined masonry, vertical-diagonal strut, fragility curves, multi stripe analysis, gaussian process regression INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/84317 Confined masonry (CM) buildings are one of the most widely used construction types in Indonesia, particularly in residential buildings. This study aims to develop a family of seismic fragility curves that can represent the potential damage of confined masonry buildings due to earthquakes. To achieve this goal, the Vertical Diagonal Strut Model (VDSM) approach is used to represent the contribution of confined masonry walls as structural elements within the building. In this study, nine structural models with various combinations of column spacing (s) and the number of stories (n) were analyzed using numerical simulations. The simulations were conducted through nonlinear time history analysis (NLTHA) utilizing Multi Stripe Analysis (MSA) to evaluate the building's performance under seismic events. The data obtained from these simulations were then used to build a Gaussian Process Regression (GPR) model, which can predict the fragility curves with a high level of accuracy. The results of this study indicate that increasing the column spacing (s) and the number of stories (n) tends to increase the seismic fragility of confined masonry buildings. The GPR approach successfully predicted fragility curves across various structural scenarios. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
topic Teknik sipil
spellingShingle Teknik sipil
Roy Peterson Kaputing, Alrend
NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH
description Confined masonry (CM) buildings are one of the most widely used construction types in Indonesia, particularly in residential buildings. This study aims to develop a family of seismic fragility curves that can represent the potential damage of confined masonry buildings due to earthquakes. To achieve this goal, the Vertical Diagonal Strut Model (VDSM) approach is used to represent the contribution of confined masonry walls as structural elements within the building. In this study, nine structural models with various combinations of column spacing (s) and the number of stories (n) were analyzed using numerical simulations. The simulations were conducted through nonlinear time history analysis (NLTHA) utilizing Multi Stripe Analysis (MSA) to evaluate the building's performance under seismic events. The data obtained from these simulations were then used to build a Gaussian Process Regression (GPR) model, which can predict the fragility curves with a high level of accuracy. The results of this study indicate that increasing the column spacing (s) and the number of stories (n) tends to increase the seismic fragility of confined masonry buildings. The GPR approach successfully predicted fragility curves across various structural scenarios.
format Theses
author Roy Peterson Kaputing, Alrend
author_facet Roy Peterson Kaputing, Alrend
author_sort Roy Peterson Kaputing, Alrend
title NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH
title_short NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH
title_full NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH
title_fullStr NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH
title_full_unstemmed NUMERICAL ESTIMATION OF SEISMIC FRAGILITY CURVES FAMILY FOR CONFINED MASONRY BUILDINGS USING GAUSSIAN PROCESS REGRESSION WITH VERTICAL DIAGONAL STRUT MODEL APPROACH
title_sort numerical estimation of seismic fragility curves family for confined masonry buildings using gaussian process regression with vertical diagonal strut model approach
url https://digilib.itb.ac.id/gdl/view/84317
_version_ 1822010338819702784