• Title/Summary/Keyword: Building damage risk assessment

Search Result 66, Processing Time 0.028 seconds

A Foundational Study on Deep Learning for Assessing Building Damage Due to Natural Disasters (자연재해로 인한 건물의 피해 평가를 위한 딥러닝 기초 연구)

  • Kim, Ji-Myong;Yun, Gyeong-Cheol
    • Journal of the Korea Institute of Building Construction
    • /
    • v.24 no.3
    • /
    • pp.363-370
    • /
    • 2024
  • The escalating frequency and intensity of natural disasters and extreme weather events due to climate change have caused increasingly severe damage to societal infrastructure and buildings. Government agencies and private companies are actively working to evaluate these damages, but existing technologies and methodologies often fall short of meeting the practical demands for accurate assessment and prediction. This study proposes a novel approach to assess building damage resulting from natural disasters, focusing on typhoons-one of the most devastating natural hazards experienced in the country. The methodology leverages deep learning algorithms to evaluate typhoon-related damage, providing a comprehensive framework for assessment. The framework and outcomes of this research can provide foundational data for the evaluation of natural disaster-induced damage over the entire life cycle of buildings and can be applied in various other industries and research areas for assessing risk of damage.

A Study on the Development of Korean Inventory for the Multi-Hazard Risk Assessment -Based on Earthquake Damage Analysis (복합재난 손실 평가를 위한 한국형 인벤토리 구축 방안 연구 -지진재해 손실 평가를 중심으로)

  • Chai, Su-Seong;Shin, Su-mi;Suh, Dongjun
    • Journal of Digital Contents Society
    • /
    • v.18 no.6
    • /
    • pp.1127-1134
    • /
    • 2017
  • The main goal of this study is to develop the system of multi-hazard risk assessment tools based on major inventories and functions. As a first step, designing and building a Korean inventory of the loss assessment was performed due to earthquake disasters. We focused on the special features, taking account of the possibly conflicting features of the various conditions such as different type of formats, environmental differences, and collected data relevant to the use of proposed risk assessment system in terms of constructing the Korean inventory including buildings and population.

Insights from existing earthquake loss assessment research in Croatia

  • Hadzima-Nyarko, Marijana;Sipos, Tanja Kalman
    • Earthquakes and Structures
    • /
    • v.13 no.4
    • /
    • pp.365-375
    • /
    • 2017
  • Seismic risk management has two main technical aspects: to recommend the construction of high-performance buildings and other structures using earthquake-resistant designs or evaluate existing ones, and to prepare emergency plans using realistic seismic scenarios. An overview of seismic risk assessment methodologies in Croatia is provided with details regarding the components of the assessment procedures: hazard, vulnerability and exposure. For Croatia, hazard is presented with two maps and it is expressed in terms of the peak horizontal ground acceleration during an earthquake, with the return period of 95 or 475 years. A standard building typology catalogue for Croatia has not been prepared yet, but a database for the fourth largest city in Croatia is currently in its initial stage. Two methods for earthquake vulnerability assessment are applied and compared. The first is a relatively simple and fast analysis of potential seismic vulnerability proposed by Croatian researchers using damage index (DI) as a numerical value indicating the level of structural damage, while the second is the Macroseismic method.

Development of An Internet-Based Tunnel Construction Risk Management System (Internet 기반의 터널 시공 위험도 관리 시스템 개발)

  • 유충식;김재훈;박영진;유정훈
    • Proceedings of the Korean Geotechical Society Conference
    • /
    • 2002.03a
    • /
    • pp.679-686
    • /
    • 2002
  • A substantial portion of the cost of a tunnelling project in urban environments is, therefore, devoted to prevent ground movement. Therefore, prediction of ground movements and assessment of risk of damage to adjacent buildings has become an essential part of the planning, design, and construction of a tunnelling project in the urban environments. An internet-based tunnelling-induced ground movements and building damage assessment system (IT-TURIMS) was developed and implemented to Daegu Metro Subway Line tunnel construction project in Korea. This paper describes the concept and implementation of IT-TURIMS. Practical significance of tunnelling risk assessment is also discussed.

  • PDF

Study on the Improvement Method of Flood Risk Assessment by Flood Damage Area (홍수피해예상지역을 고려한 홍수위험도 산정기법 개선방안 연구)

  • Hong, Seungjin;Joo, Hongjun;Kim, Kyungtak
    • Journal of Wetlands Research
    • /
    • v.19 no.4
    • /
    • pp.459-469
    • /
    • 2017
  • The aim of this study is to improve Potential Flood Damage(PFD) that a flood risk assessment technique used in the National Water Resource Plan comprehensive plan for water resources, which is a top-level plan related to domestic water resources and Flood Risk Indices. Both methods are used to evaluate flood control risks. However, there is a problem of reliability because the problem of data utilization and the damage that occurred in a specific area are applied as an average concept. Therefore, this study improved the method for analysis by components and the flood inundation area was limited to flood damage area. Also, the improvement of the method and the application of the recently provided GIS data to the flood damage prediction area were proposed to improve the usability of the existing method. The existing analysis method and the improved method were applied to the test watershed by each case.

Terror Risk Analysis of High-rise Building by Rapid Visual Screening (Rapid Visual Screening을 통한 국내 고층건물의 테러 위험도 분석)

  • Ji, Jung-Hwan;Yoon, Sung-Won
    • Journal of Korean Association for Spatial Structures
    • /
    • v.11 no.2
    • /
    • pp.55-62
    • /
    • 2011
  • While frequency of occurrence of terrorism has recently increased, it intensively occurs in buildings that many unspecified persons gather. Terrorism which occurs in high-rise buildings causes a lot of damage. It is necessary for design approach to reduce terrorism damage from explosive of buildings. Terror risk analysis of domestic tall and high-rise buildings is evaluated by fema 455, Rapid Visual Screening which is found to be comparatively simple and practicable. Common risk factors of terrorism in domestic buildings were investigated. The results of terror risk assessment of all buildings are found to be a medium risk score, Main reason is that domestic tall or high-rise buildings have similar external-environmental factors.

Probabilistic earthquake risk consideration of existing precast industrial buildings through loss curves

  • Ali Yesilyurt;Seyhan O. Akcan;Oguzhan Cetindemir;A. Can Zulfikar
    • Geomechanics and Engineering
    • /
    • v.37 no.6
    • /
    • pp.565-576
    • /
    • 2024
  • In this study, the earthquake risk assessment of single-story RC precast buildings in Turkey was carried out using loss curves. In this regard, Kocaeli, a seismically active city in the Marmara region, and this building class, which is preferred intensively, were considered. Quality and period parameters were defined based on structural and geometric properties. Depending on these parameters, nine main sub-classes were defined to represent the building stock in the region. First, considering the mean fragility curves and four different central damage ratio models, vulnerability curves for each sub-class were computed as a function of spectral acceleration. Then, probabilistic seismic hazard analyses were performed for stiff and soft soil conditions for different earthquake probabilities of exceedance in 50 years. In the last step, 90 loss curves were derived based on vulnerability and hazard results. Within the scope of the study, the comparative parametric evaluations for three different earthquake intensity levels showed that the structural damage ratio values for nine sub-classes changed significantly. In addition, the quality parameter was found to be more effective on a structure's damage state than the period parameter. It is evident that since loss curves allow direct loss ratio calculation for any hazard level without needing seismic hazard and damage analysis, they are considered essential tools in rapid earthquake risk estimation and mitigation initiatives.

Combining in-plane and out-of-plane behaviour of masonry infills in the seismic analysis of RC buildings

  • Manfredi, V.;Masi, A.
    • Earthquakes and Structures
    • /
    • v.6 no.5
    • /
    • pp.515-537
    • /
    • 2014
  • Current seismic codes (e.g. the NTC08 Italian code and the EC8 European code) adopt a performance-based approach for both the design of new buildings and the assessment of existing ones. Different limit states are considered by verifying structural members as well as non structural elements and facilities which have generally been neglected in practice. The key role of non structural elements on building performance has been shown by recent earthquakes (e.g. L'Aquila 2009) where, due to the extensive damage suffered by infills, partitions and ceilings, a lot of private and public buildings became unusable with consequent significant socio-economic effects. Furthermore, the collapse of infill panels, particularly in the case of out-of-plane failure, represented a serious source of risk to life safety. This paper puts forward an infill model capable of accounting for the effects arising from prior in-plane damage on the out-of-plane capacity of infill panels. It permits an assessment of the seismic performance of existing RC buildings with reference to both structural and non structural elements, as well as of their mutual interaction. The model is applied to a building type with RC framed structure designed only to vertical loads and representative of typical Italian buildings. The influence of infill on building performance and the role of the out-of-plane response on structural response are also discussed.

Development and Implementation of A GIS-based Tunnelling Risk Management System (GIS기반의 터널 시공에 따른 위험도 평가 시스템 개발 및 적용)

  • 유충식;전영우;김재훈;박영진;유정훈
    • Journal of the Korean Geotechnical Society
    • /
    • v.20 no.1
    • /
    • pp.49-59
    • /
    • 2004
  • A GIS-based tunnelling risk management system(GIS-TURIMS) was developed as a product of this study, The developed system uses ArcView 8.1 as a basic platform and the built-in interface(VBA) has been used to perform first-order simplified analyses for the prediction of tunnelling-induced ground movements and building damage assessment. The main emphasis of this study was to develop a working framework that can be used in the perspective of tunnelling risk management. The developed system is capable of carrying out cornputationally intensive analyses for ground movement prediction as well as buildings/utilities damage assessment taking full advantage of the GIS technologies. This paper describes the concept and details of the GIS-TURIMS development and implementation.

Hurricane vulnerability model for mid/high-rise residential buildings

  • Pita, Gonzalo L.;Pinelli, Jean-Paul;Gurley, Kurt;Weekes, Johann;Cocke, Steve;Hamid, Shahid
    • Wind and Structures
    • /
    • v.23 no.5
    • /
    • pp.449-464
    • /
    • 2016
  • Catastrophe models appraise the natural risk of the built-infrastructure simulating the interaction of its exposure and vulnerability with a hazard. Because of unique configurations and reduced number, mid/high-rise buildings present singular challenges to the assessment of their damage vulnerability. This paper presents a novel approach to estimate the vulnerability of mid/high-rise buildings (MHB) which is used in the Florida Public Hurricane Loss Model, a catastrophe model developed for the state of Florida. The MHB vulnerability approach considers the wind pressure hazard exerted over the building's height as well as accompanying rain. The approach assesses separately the damages caused by wind, debris impact, and water intrusion on building models discretized into typical apartment units. Hurricane-induced water intrusion is predicted combining the estimates of impinging rain with breach and pre-existing building defect size estimates. Damage is aggregated apartment-by-apartment and story-by-story, and accounts for vertical water propagation. The approach enables the vulnerability modeling of regular and complex building geometries in the Florida exposure and elsewhere.