• 제목/요약/키워드: Damage scenarios

검색결과 413건 처리시간 0.03초

Hierarchical neural network for damage detection using modal parameters

  • Chang, Minwoo;Kim, Jae Kwan;Lee, Joonhyeok
    • Structural Engineering and Mechanics
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    • 제70권4호
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    • pp.457-466
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    • 2019
  • This study develops a damage detection method based on neural networks. The performance of the method is numerically and experimentally verified using a three-story shear building model. The framework is mainly composed of two hierarchical stages to identify damage location and extent using artificial neural network (ANN). The normalized damage signature index, that is a normalized ratio of the changes in the natural frequency and mode shape caused by the damage, is used to identify the damage location. The modal parameters extracted from the numerically developed structure for multiple damage scenarios are used to train the ANN. The positive alarm from the first stage of damage detection activates the second stage of ANN to assess the damage extent. The difference in mode shape vectors between the intact and damaged structures is used to determine the extent of the related damage. The entire procedure is verified using laboratory experiments. The damage is artificially modeled by replacing the column element with a narrow section, and a stochastic subspace identification method is used to identify the modal parameters. The results verify that the proposed method can accurately detect the damage location and extent.

Bridge-vehicle coupled vibration response and static test data based damage identification of highway bridges

  • Zhu, Jinsong;Yi, Qiang
    • Structural Engineering and Mechanics
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    • 제46권1호
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    • pp.75-90
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    • 2013
  • In order to identify damage of highway bridges rapidly, a method for damage identification using dynamic response of bridge induced by moving vehicle and static test data is proposed. To locate damage of the structure, displacement energy damage index defined from the energy of the displacement response time history is adopted as the indicator. The displacement response time histories of bridge structure are obtained from simulation of vehicle-bridge coupled vibration analysis. The vehicle model is considered as a four-degree-of-freedom system, and the vibration equations of the vehicle model are deduced based on the D'Alembert principle. Finite element method is used to discretize bridge and finite element model is set up. According to the condition of displacement and force compatibility between vehicle and bridge, the vibration equations of the vehicle and bridge models are coupled. A Newmark-${\beta}$ algorithm based professional procedure VBAP is developed in MATLAB, and used to analyze the vehicle-bridge system coupled vibration. After damage is located by employing the displacement energy damage index, the damage extent is estimated through the least-square-method based model updating using static test data. At last, taking one simply supported bridge as an illustrative example, some damage scenarios are identified using the proposed damage identification methodology. The results indicate that the proposed method is efficient for damage localization and damage extent estimation.

Vibration-based method for story-level damage detection of the reinforced concrete structure

  • Mehboob, Saqib;Zaman, Qaiser U.
    • Computers and Concrete
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    • 제27권1호
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    • pp.29-39
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    • 2021
  • This study aimed to develop a method for the determination of the damaged story in reinforced concrete (RC) structure with ambient vibrations, based on modified jerk energy methodology. The damage was taken as a localized reduction in the stiffness of the structural member. For loading, random white noise excitation was used, and dynamic responses from the finite element model (FEM) of 4 story RC shear frame were extracted at nodal points. The data thus obtained from the structure was used in the damage detection and localization algorithm. In the structure, two damage configurations have been introduced. In the first configuration, damage to the structure was artificially caused by a local reduction in the modulus of elasticity. In the second configuration, the damage was caused, using the Elcentro1940 and Kashmir2005 earthquakes in real-time history. The damage was successfully detected if the frequency drop was greater than 5% and the mode shape correlation remained less than 0.8. The results of the damage were also compared to the performance criteria developed in the Seismostruct software. It is demonstrated that the proposed algorithm has effectively detected the existence of the damage and can locate the damaged story for multiple damage scenarios in the RC structure.

Post-fire Repair of Concrete Structural Members: A Review on Fire Conditions and Recovered Performance

  • Qiu, Jin;Jiang, Liming;Usmani, Asif
    • 국제초고층학회논문집
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    • 제10권4호
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    • pp.323-334
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    • 2021
  • Concrete structures may rarely collapse in fire incidents but fire induced damage to structural members is inevitable as a result of material degradation and thermal expansion. This requires certain repairing measures to be applied to restore the performance of post-fire members. A brief review on investigation of post-fire damage of concrete material and concrete structural members is presented in this paper, followed by a review of post-fire repair research regarding various types of repairing techniques (FRP, steel plate, and concrete section enlargement) and different type of structural members including columns, beams, and slabs. Particularly, the fire scenarios adopted in these studies leading to damage are categorized as three levels according to the duration of gas-phase temperature above 600℃ (t600). The repair effectiveness in terms of recovered performance of concrete structural members compared to the initial undamaged performance has been summarized and compared regarding the repairing techniques and fire intensity levels. The complied results have shown that recovering the ultimate strength is achievable but the stiffness recovery is difficult. Moreover, the current fire loading scenarios adopted in the post-fire repair research are mostly idealized as constant heating rates or standard fire curves, which may have produced unrealistic fire damage patterns and the associated repairing techniques may be not practical. For future studies, the realistic fire impact and the system-level structural damage investigation are necessary.

CGE 모형을 활용한 농업 가뭄의 직간접적 파급효과 계측 - 쌀 생산성을 중심으로 - (Evaluation of Economic Effects of Agricultural Drought Using CGE Model - Focus on Rice Productivity -)

  • 김현웅;성재훈
    • 농촌계획
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    • 제28권4호
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    • pp.93-104
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    • 2022
  • Agriculture is one of the most vulnerable sector to droughts, and drought damage on the agriculture sector could have effects on other sector. Droughts have different characteristics compared to other extreme events, which means more sophisticated methods considering the characteristics of droughts are required when measuring their damage. The purpose of this study is to analyze the damage of droughts based on limited computational general equilibrium model. To be specific, we constructed a CGE model focusing on the agriculture sector in Korea. Also, to limit changes in land use and labor, we limited them, and assume droughts only have effects on productivity of value-added. Lastly, we simulate drought effects on rice production in Korea based on several climate scenarios and GCM to identify the economic effects of droughts. The results show that 1) the cumulated damage of droughts during 2021~2040 is higher than other periods (2040~2061, 2081~2100), 2) the correlation between the damage of droughts and SSP scenarios is insignificant. This result implies the necessity of the effective drought risk management to prevent future droughts effects, irrespective of mitigation policies. 3) Due to increases in rice price, GDP of rice sector is increased. However, GDP of the other sector and consumer welfare are decreased. This result show that indirect effects of droughts would be more important when measuring drought effects on agriculture sector.

RC 슬래브교의 바닥판 균열 열화모델에 따른 이종손상 확산 분석 (Damage-Spread Analysis of Heterogeneous Damage with Crack Degradation Model of Deck in RC Slab Bridges)

  • 정현진;안효준;김재환;박기태;이종한
    • 한국구조물진단유지관리공학회 논문집
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    • 제26권6호
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    • pp.93-101
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    • 2022
  • 국내 RC 슬래브교의 경우 공용연수가 20년 이상인 교량이 전체의 70% 이상을 차지하며, 노후화된 구조물의 수가 증가함에 따라 구조물의 안전 진단 및 유지관리의 중요성이 증가하는 실정이다. 고속도로 교량의 경우 바닥판 균열은 열화현상의 우선적인 원인이 되며, 교량 내구성 및 사용수명 저하에 밀접한 관계가 있다. 또한 신축이음과 교량받침 등의 부재 손상으로 인한 손상 발생 비율이 약 73%로 주부재보다 높다. 따라서 본 연구에서 교량 부재 손상과 바닥판 열화가 결합된 손상 시나리오를 정의하였다. 설계하중으로는 일교차를 고려한 온도 증감과 차랑햐중을 고려하여 개별 단일 손상 및 이종손상 시나리오 발생 시 바닥판 응력 분포와 최대 응력 발생 지점을 비교 분석하였다. 또한 바닥판 열화의 주요한 원인이 되는 균열의 점검 및 진단이력데이터 기반으로 공용연수 별 손상 시나리오에 대한 손상확산 분석 및 상태등급 예측을 수행하였다. 교량부재 손상이 동반되어 발생하는 이종손상의 경우 단일손상 대비 균열 면적율과 손상확산율이 증가되며, 상태등급 C에 도달하는 시기도 매우 빠를 것으로 예측된다. 따라서 교량부재 손상이 발생하였을 때, 신속한 보수 및 교체가 이루어지지 않으면 바닥판의 손상 발생과 손상 확산으로 인한 2차 피해를 유발하는 원인이 될 수 있다. 따라서 바닥판 응답에 대한 지속적인 관찰과 대응이 필요할 것으로 판단된다.

Influence of higher order modes and mass configuration on the quality of damage detection via DWT

  • Vafaei, Mohammadreza;Alih, Sophia C
    • Earthquakes and Structures
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    • 제9권6호
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    • pp.1221-1232
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    • 2015
  • In recent decades, wavelet transforms as a strong signal processing tool have attracted attention of researchers for damage identification. Apart from the wide application of wavelet transforms for damage identification, influence of higher order modes on the quality of damage detection has been a challenging matter for researchers. In this study, influence of higher order modes and different mass configurations on the quality of damage detection through Discrete Wavelet Transform (DWT) was studied. Nine different damage scenarios were imposed to four cantilever structures having different mass configurations. The first four mode shapes of the cantilever structures were measured experimentally and analyzed by DWT. A damage index was defined in order to study the influence of higher order modes. Results of this study showed that change in the mass configuration had a great impact on the quality of damage detection even when the changes altered natural frequencies slightly. It was observed that for successful damage detection all available mode shapes should be taken into account and measured mode shapes had no significant priority for damage detection over each other.

Generalization of the statistical moment-based damage detection method

  • Zhang, J.;Xu, Y.L.;Xia, Y.;Li, J.
    • Structural Engineering and Mechanics
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    • 제38권6호
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    • pp.715-732
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    • 2011
  • A novel structural damage detection method with a new damage index has been recently proposed by the authors based on the statistical moments of dynamic responses of shear building structures subject to white noise ground motion. The statistical moment-based damage detection (SMBDD) method is theoretically extended in this paper with general application. The generalized SMBDD method is more versatile and can identify damage locations and damage severities of many types of building structures under various external excitations. In particular, the incomplete measurements can be considered by the proposed method without mode shape expansion or model reduction. Various damage scenarios of two general forms of building structures with incomplete measurements are investigated in consideration of different excitations. The effects of measurement noise are also investigated. The damage locations and damage severities are correctly identified even when a high noise level of 15% and incomplete measurements are considered. The effectiveness and versatility of the generalized SMBDD method are demonstrated.

케이슨식 방파제 지반-구조 경계부 손상식별을 위한 실험적 모드분석 (Experimental Modal Analysis for Damage Identification in Foundation-Structure Interface of Caisson-type Breakwater)

  • 이소영;이소라;김정태
    • 한국해양공학회지
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    • 제26권1호
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    • pp.34-40
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    • 2012
  • This paper presents an experimental modal analysis of a caisson-type breakwater to produce basic information for the structural health assessment of a caisson structure. To achieve the objective, the following approaches are implemented. First, modal analysis methods are selected to examine the modal characteristics of a caisson structure. Second, experimental modal analyses are performed using finite element analyses and lab-scale model tests. Third, damage scenarios that include several damage levels in a foundation-structure interface are designed. Finally, the effects of damage on the modal characteristics are analyzed for the purpose of utilizing them for damage identification.

구조 접합부의 손상검색을 위한 하이브리드 모니터링 (Hybrid Monitoring for Damage Detection in Structural Joints)

  • 김정태;나원배;이병준;홍동수;도한성
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2006년도 정기 학술대회 논문집
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    • pp.225-231
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    • 2006
  • The purpose of this study is to develop a promising hybrid structural health monitoring system for structural joints. For this propose, the combined use of vibration-based techniques and electro-mechanical impedance technique is employed. For the verification of the proposed health monitoring scheme, a series of damage scenarios are designed to simulate various situations at which the connection joints can experience during their service life. The obtained experimental results, modal parameters and electro-magnetic impedance signatures, are carefully analyzed to recognize the connecting states and the target damage locations. From the analysis. it is shown that the proposed hybrid health monitoring system is successful for acquiring global and local damage information on the structural joints.

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