• 제목/요약/키워드: building vulnerability

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기계학습을 이용한 지진 취약성 평가 및 매핑: 9.12 경주지진을 대상으로 (Seismic Vulnerability Assessment and Mapping for 9.12 Gyeongju Earthquake Based on Machine Learning)

  • 한지혜;김진수
    • 대한원격탐사학회지
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    • 제36권6_1호
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    • pp.1367-1377
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    • 2020
  • 본 연구는 2016년 발생한 9.12 경주지진을 중심으로 경주시 건축물의 지진 취약성을 평가하고 지도를 제작하는데 목적이 있다. 지진 취약성을 평가하기위해 지질공학, 물리, 구조적 요인과 관련된 11개의 영향인자를 선정하였으며, 이는 독립변수로 적용되었다. 종속변수로는 9.12 경주지진 당시 실제 피해 입은 건축물의 위치자료가 사용되었다. 평가 모델은 기계학습 방법의 RF와 SVM을 기반으로 구축하였으며, 훈련 및 검증 데이터셋은 70:30 비율로 무작위 선별되었다. 정확도 검증은 ROC 곡선을 사용하여 최적 모델을 선별하였으며, 각 모델의 정확도는 RF(1.000), SVM(0.998), 예측 정확도는 RF(0.947), SVM(0.926) 로 나타났다. RF 모델을 기반으로 경주시 전체 건축물의 예측 값을 도출하였으며, 이를 등급화 하여 지진 취약성 지도를 작성하였다. 행정동별 건물 등급 분포를 살펴본 결과, 황남동, 월성동, 선도동, 내남면이 취약성이 높은 지역으로, 양북면, 강동면, 양남면, 감포읍이 상대적으로 안전한 지역으로 나타났다.

Progressive collapse vulnerability in 6-Story RC symmetric and asymmetric buildings under earthquake loads

  • Karimiyan, Somayyeh;Kashan, Ali Husseinzadeh;Karimiyan, Morteza
    • Earthquakes and Structures
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    • 제6권5호
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    • pp.473-494
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    • 2014
  • Progressive collapse, which is referred to as the collapse of the entire building under local damages, is a common failure mode happened by earthquakes. The collapse process highly depends on the whole structural system. Since, asymmetry of the building plan leads to the local damage concentration; it may intensify the progressive collapse mechanism of asymmetric buildings. In this research the progressive collapse of regular and irregular 6-story RC ordinary moment resisting frame buildings are studied in the presence of the earthquake loads. Collapse process and collapse propagation are investigated using nonlinear time history analyses (NLTHA) in buildings with 5%, 15% and 25% mass asymmetry with respect to the number of collapsed hinges and story drifts criteria. Results show that increasing the value of mass eccentricity makes the asymmetric buildings become unstable earlier and in the early stages with lower number of the collapsed hinges. So, with increasing the mass eccentricity in building, instability and collapse of the entire building occurs earlier, with lower potential of the progressive collapse. It is also demonstrated that with increasing the mass asymmetry the decreasing trend of the number of collapsed beam and column hinges is approximately similar to the decreasing trend in the average story drifts of the mass centers and stiff edges. So, as an alternative to a much difficult-to-calculate local response parameter of the number of collapsed hinges, the story drift, as a global response parameter, measures the potential of progressive collapse more easily.

BAS의 보안 특성 및 취약점에 관한 연구 (A Study on security characteristics and vulnerabilities of BAS(Building Automation System))

  • 최연석
    • 한국산학기술학회논문지
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    • 제18권4호
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    • pp.669-676
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    • 2017
  • 최근 정보 보안의 중요성으로 인하여 신규 빌딩은 물론 기존 빌딩에서도 사이버 공격에 대한 대비책으로 보안 취약점 분석, 정보 보호 기술 및 시스템이 도입되는 추세이며, 초고층 건축물에 대한 정보 보안 연구들도 이루어지고 있다. 그러나 일반적인 IT 시스템의 관점 및 보안 정책에 따라 보안 시스템 도입과 연구들이 이루어지다 보니, 빌딩의 기반 시설에 대한 고려가 미비한 편이다. 특히, 빌딩 기반 시설인 BAS는 일반적인 IT 시스템과 달리 폐쇄적 시스템이지만 개방형 기능들을 수용하는 독특한 구조적 특징을 가지고 있다. 빌딩 보안 정책을 수립할 때 이러한 시스템 구조와 기능에 대한 이해가 부족하면 BAS에 대한 정보 보안 정책이 미진하게 되고 이로 인해 빌딩 전체 구성 요소들이 BAS를 통한 악의적인 사이버 공격에 노출될 가능성이 커진다. 본 논문은 공급 업체별로 상이한 BAS 구조를 3단계 레벨로 통합 분류한 구조 참고 모델을 제시하였고, 레벨별로 정보 보안 특성 및 취약점을 도출하였다. 본 연구를 통해 도출된 BAS 구조와 레벨별 보안 취약점 및 특성들은 BAS 특징을 반영한 보안 정책 수립과 빌딩의 안전 관리 능력 향상에 기여할 것으로 사료된다.

태풍타입별 피해 분석 및 다중회귀분석을 활용한 태풍피해예측모델 개발 연구 (Typhoon Path and Prediction Model Development for Building Damage Ratio Using Multiple Regression Analysis)

  • 양성필;손기영;이경훈;김지명
    • 한국건축시공학회지
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    • 제16권5호
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    • pp.437-445
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    • 2016
  • 태풍은 인류에 큰 피해를 주는 재난재해로 몇몇 선진국에서는 태풍으로 인한 건축물 피해액 사전예측 모델에 관한 연구가 진행되고 있다. 국내에서도 해외 연구를 토대로 국내에 적용시키는 연구가 진행되었지만, 태풍의 특성이나 크기 등이 차이가 나므로 국내에 적합한 모델이 필요한 실정이다. 또한, 국내의 연구는 태풍의 특성, 지역적 특성만을 고려하여 진행 하였으나, 태풍은 복합재해로서 태풍의 특성, 지리적 특성만이 아닌 태풍의 진로, 건설환경, 등 다양한 요인을 고려하여야한다. 이에 본 연구에서는 국내에 영향을 미친 태풍을 7가지 타입으로 분류하여 건물피해액 영향인자를 도출하고, 회귀분석을 실시하여 태풍 타입별 건물피해율 예측모델을 개발 목적으로 한다. 이는 선진국의 자연재해 예측모델들과 같이 국내의 상황에 맞는 태풍에 따른 피해를 예측하기 위한 모델 개발을 위한 자료로 활용 될 것이다.

해석방법에 따른 빌딩구조물의 비탄성 응답 평가 (Estimation of Inelastic Response for Building Structure by Analysis Method)

  • 장동휘;송종걸;정영화
    • 산업기술연구
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    • 제25권A호
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    • pp.31-38
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    • 2005
  • Recent earthquakes have shown that near-field earthquakes can produce spectral demands significantly larger than those considered in current design code. International Atomic Energy Agency (IAEA) has recently initiated a coordinated research program on safety significance of near-field earthquakes. The purpose of this program is to focus on the assessment of vulnerability of nuclear facility structures by using and adapting the best available engineering practices appropriate to evaluate the effects of near-field earthquakes. The objective of this paper is to evaluate of seismic responses of a shear building test specimen subjected to near-filed earthquakes. To achieve the objective, the seismic responses of the test specimen, evaluated by the Displacement Coefficient Method (DCM) and Nonlinear Dynamic Analysis (NDA), are compared with those by the experimental tests.

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마이크로버블이 유화처리 정제유지류(ERCO)혼입 고로슬래그 다량 치환 콘크리트의 특성에 미치는 영향 (Effect of Micro Bubble on the High-Voiume Slag Concrete Mixed with Emulsified Refined Cooking Oil)

  • 김민영;박용준;백두환;백병훈;한민철;한천구
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2015년도 춘계 학술논문 발표대회
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    • pp.44-45
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    • 2015
  • Although the carbonation problem of high-volume slag concrete has been solved by the mixed use of emulsified refine cooling oil as the pilot study, there was an instance of securing air quantity and frost resistance followed by the use of Expancel due to the problem of having vulnerability in frost resistance in result as the air quantity has not been secured. But due to the problem of Expancel not being economical, air quantity and frost resistance of high-volume slag concrete mixed with ERCO are attempted to be secured using micro bubble that can remain in the water for a long time as a relatively economical and very microscopic bubble.

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보험 손실액을 활용한 자연재해 위험 지도 개발 및 적용방안 연구 (Development of Natural Hazard Risk Map using Insured Claim Payouts and Its Application)

  • 김지명;박영준
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2015년도 춘계 학술논문 발표대회
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    • pp.257-258
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    • 2015
  • The amount of damages caused by natural hazards is consistently growing due to the unusual weather and extreme events. At the same time, property damage by natural hazards is rapidly increasing as well. Hence, we need systematic anti-disaster activities and consulting that can react to such a situation. To address these needs, we investigated and analyzed insured claim payouts from natural hazards by administrative area, and calculate the risk index utilizing GIS. According to the index, this map is identifying the areas of greatest natural hazard risk. The ranking of natural disaster vulnerability based on the risk index, and risk grades were divided into five based on the ranking. This map integrates the natural hazard losses to assist in comprehensive and effective loss prevention activities using analysis of regional loss claims from natural hazards. Moreover, this map can be as utilized as loss mitigation and prevention activities to verify the distribution of exposure and hazards.

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서울시 모델 구역에서의 지진피해시나리오 연구 (A Study on the Seismic Damage Scenario in the Model District of Seoul City)

  • 김재관
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 1999년도 춘계 학술발표회 논문집 Proceedings of EESK Conference-Spring
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    • pp.223-230
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    • 1999
  • The seismic damage assessment to the postulated earthquake is attempted for the buildings in the model district of Seoul City. The capacity spectrum method is employed in which the vulnerability functions are expressed as functions of the spectral displacement. the database of the building stock is constructed and managed using Geographic Information System software. The model district is selected to represent the typical structural and residential characteristics of Seoul City The structural properties were collected from the design documents. The field inspections were carried out to find out the current status of the building. They are classified into 11 structural types. The fragility curves in HazUS are employed, The ground motions from the postulated earthquakes are simulated using the Boor's methods, The surface soil in the district is classified into 3 profiles using the depth as the parameter. The one-dimensional wave propagation method is used to calculate he filtered ground motion through surface soil layer. The average spectrum of this sample time histories is used as the demand curves. The calculated results are expressed in maps using GIS software ArcView 3.0a

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유도가열 방식을 이용한 기존 RC부재의 해체기술개발 -철근의 승온특성- (A Method to make Existing RC Structures Fragile, using the Principle of Induction Heating)

  • 임명관;박종협;이종식;조승호
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2017년도 추계 학술논문 발표대회
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    • pp.227-228
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    • 2017
  • In this study, the inductor heating which is confined to the metal processing is used by demolition technology in reinforced concrete. And, the purpose is the verification of realization for this technology. Using the inductor heating device, the temperature rising is measured depending on the difference of the generating capacity. And, the demolition of reinforced concrete is evaluated by the vulnerability of concrete due to the inductor heating of rebar in reinforced concrete.

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Seismic Reliability Assessment of Mid- and High-rise Post-tensioned CLT Shear Wall Structures

  • Sun, Xiaofeng;Li, Zheng;He, Minjuan
    • 국제초고층학회논문집
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    • 제9권2호
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    • pp.175-185
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    • 2020
  • Currently, few studies have been conducted to comprehend the seismic reliability of post-tensioned (PT) CLT shear wall structures, due to the complexity of this kind of structural system as well as due to lack of a reliable structural model. In this paper, a set of 4-, 8-, 12-, and 16-storey benchmark PT CLT shear wall structures (PT-CLTstrs) were designed using the direct displacement-based design method, and their calibrated structural models were developed. The seismic reliability of each PT-CLTstr was assessed based on the fragility analysis and based on the response surface method (RSM), respectively. The fragility-based reliability index and the RSM-based reliability index were then compared, for each PT-CLTstr and for each seismic hazard level. Results show that the RSM-based reliabilities are slightly less than the fragility-based reliabilities. Overall, both the RSM and the fragility-based reliability method can be used as efficient approaches for assessing the seismic reliabilities of the PT-CLTstrs. For these studied mid- and high-rise benchmark PT-CLTstrs, following their fragility-based reliabilities, the 8-storey PT-CLTstr is subjected to the least seismic vulnerability; while, following their RSM-based reliabilities, the 4-storey PT-CLTstr is subjected to the least seismic vulnerability