• Title/Summary/Keyword: 손상상태평가

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Development of Deep Learning-Based Damage Detection Prototype for Concrete Bridge Condition Evaluation (콘크리트 교량 상태평가를 위한 딥러닝 기반 손상 탐지 프로토타입 개발)

  • Nam, Woo-Suk;Jung, Hyunjun;Park, Kyung-Han;Kim, Cheol-Min;Kim, Gyu-Seon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.1
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    • pp.107-116
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    • 2022
  • Recently, research has been actively conducted on the technology of inspection facilities through image-based analysis assessment of human-inaccessible facilities. This research was conducted to study the conditions of deep learning-based imaging data on bridges and to develop an evaluation prototype program for bridges. To develop a deep learning-based bridge damage detection prototype, the Semantic Segmentation model, which enables damage detection and quantification among deep learning models, applied Mask-RCNN and constructed learning data 5,140 (including open-data) and labeling suitable for damage types. As a result of performance modeling verification, precision and reproduction rate analysis of concrete cracks, stripping/slapping, rebar exposure and paint stripping showed that the precision was 95.2 %, and the recall was 93.8 %. A 2nd performance verification was performed on onsite data of crack concrete using damage rate of bridge members.

Ageing Assessments of Nuclear Components (원자력발전소 기기의 노화손상 평가)

  • 박인규
    • Journal of the KSME
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    • v.33 no.5
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    • pp.414-420
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    • 1993
  • 원자력 발전소의 운전환경에 따른 노화손상은 발전소 운전 내력에 연류된다. 통상SCC는 40년 또는 40년 이하의 수명을 가정하여 이에 따른 설계 여유도나 안전 계수를 기초로 하여 설계된다. 그러나 설계여유도나 안전계수는 운전중 변경될 수도 있다. 원자력 발전소 기기의 변경될 수도 있다. 원자력 발전소 기기의 수명평가를 위해서는 초기설계치 및 잔여수명이나 실제 설계치의 변화 등을 평가하여야 한다. 주요 물성치 및 손상 매개변수의 실제 변경 상황은 수명기간 설정에 근간이 된다. SSC의 수명평가를 위해 재료의 노화손상은 철저히 파악되어야 한다. 또한 기계적 하중, 열적하중 등의 노화 촉진요인과 정상운전 및 시험도 노화손상에 영향을 미치므로 이들에 대해 상세 평가를 수행하여야 한다. 수명평가는 운전환경 및 노화촉진요인들과 밀접한 관련이 있으므로, SSC의 수명을 평가하기 위해서는 이러한 복잡한 변수들 사이의 연관관계를 구체적 으로 고려하여야 한다. 그러므로 SSC의 수명을 평가하기 위해서는 이러한 복잡한 변수들 사이의 연관관계를 구체적으로 고려하여야 한다. 그러므로 SSC의 설계, 제작, 설치, 시험, 운전상태 및 보수주기 등에 대한 정보파악이 선행되어야 한다.

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Relationship between Crack Characteristics and Damage State of Strengthened Beam (보강된 보의 균열특성과 손상상태의 상관관계)

  • 한만엽;김상종
    • Journal of the Korea Concrete Institute
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    • v.14 no.6
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    • pp.805-812
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    • 2002
  • The number of old concrete structure which needs to be strengthened has been increased. The repair and strengthening methods have to be determined based on the current status of the structure. Consequently the estimation method for the damage status of the structure has been desperately needed, but no studies have been tried to use the crack and deflection characteristics to estimate the damage status. In this study, the crack characteristics depending on load level were measured and analysed. The crack characteristics observed from 11 samples were compared with damage status, and load level, The crack characteristics examined in this study include crack number, crack length, crack range, crack interval, maximum crack length, crack area, and average crack length. The deflections were normalized based on yield deflection, and the relationship between the relative deflection and the standardized crack characteristics were compared. Among the crack characteristics, crack interval, crack area, crack range, and maximum crack length, have been showed a close relationship to the relative deflection. Therefore, if such crack characteristics are evaluated, the maximum load applied to the structure is believed to be estimated. if additional parameters such as size of specimen, strength of concrete and steel, and steel ratio are studied, the damage status of structure can be estimated more accurately.

A Study on the Integrity Assessment of Bare Concrete Bridge Deck based on the Attenuation of Radar Signals (레이더 신호의 감쇠특성을 고려한 일체식 콘크리트 교량 바닥판의 상태평가 방법 고찰)

  • Rhee, Ji-Young;Choi, Jae-Jin;Kim, Hong-Sam;Park, Ko-Eun;Choi, Myeong-Jin
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.20 no.4
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    • pp.84-93
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    • 2016
  • The signal characteristic of radar wave on concrete decks is determined by the attenuation of the radar due to the conversion of EM(Electromagnetic) energy to thermal energy through electrical conduction, dielectric relaxation, scattering, and geometric spreading. In this study, it is found that the attenuation of radar signal received on top rebars in bare deck concrete with 2 way travel time shows a general decreasing linear trend because of its same relative permittivity and conductivity. The radar signal after depth-normalization, can then be interpreted as being principally influenced by the content of chlorides penetrating cover concrete, which caused corrosion of rebars in bridge decks.

Identification of damage states and damge indices of single box tunnel from inelastic seismic analysis (비탄성 지진 해석을 통한 박스 터널의 손상 상태 및 손상 지수 규명)

  • Park, Duhee;Lee, Tae-Hyung;Kim, Hansup;Park, Jeong-Seon
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.18 no.2
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    • pp.119-128
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    • 2016
  • In a performance-based design, the structural safety is estimated from pre-defined damage states and corresponding damage indices. Both damage states and damage indices are well defined for above-ground structures, but very limited studies have been performed on underground structures. In this study, we define the damage states and damage indices of a cut-and-cover box tunnel which is one of typical structures used in metro systems, under a seismic excitation from a series of inelastic frame analyses. Three damage states are defined in terms of the number of plastic hinges that develop within the structure. The damage index is defined as the ratio of the elastic moment to the yield moment. Through use of the proposed index, the inelastic behavior and failure mechanism of box tunnels can be simulated and predicted through elastic analysis. In addition, the damage indices are linked to free-field shear strains. Because the free-field shear strain can be easily calculated from a 1D site response analysis, the proposed method can be readily used in practice. Further studies are needed to determine the range of shear strains and associated uncertainties for various types of tunnels and site profiles. However, the inter-linked platform of damage state - damage index - shear wave velocity - shear strain provides a novel approach for estimating the inelastic response of tunnels, and can be widely used in practice for seismic designs.

Relative Permittivity of Damaged Concrete Bridge Deck According to the Weather Conditions : A Case Study (기상조건에 따른 손상 교량 바닥판의 상대유전율 변화 고찰)

  • Rhee, Ji-Young;Choi, Jae-Jin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.4
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    • pp.209-215
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    • 2017
  • Ground Penetrating Radar (GPR) was applied to an evaluation of the concrete condition of bridge decks with asphalt concrete. Deterioration was considered to have occurred when the relative permittivity of a concrete-faced asphalt concrete overlay showed more than 12. The relative permittivity of concrete varied considerably with the levels of porosity and water. In this study, GPR tests were carried out to determine the influence of weather and concrete condition on the relative permittivity for the research subject of an overlaid concrete bridge deck in public service. According to the test results, if bridge decks are in good condition, the relative permittivity of the top concrete of a bridge deck exhibited a normal distribution. After the deck concrete deteriorated, the relative permittivity varied with the amount of penetrated water according to the weather condition and deteriorated status of deck concrete.

Shear Damage Behavior of Reinforced Concrete Beams under Fatigue Loads (반복하중을 받는 철근콘크리트보의 전단피로손상거동)

  • 오병환;한승환;이형준;김지상;신호상
    • Magazine of the Korea Concrete Institute
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    • v.10 no.1
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    • pp.143-151
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    • 1998
  • 최근들어 반복하중에 의한 철근콘크리트 구조물의 손상이 자주 발견되고 있으며 교량 등의 구조물 등은 때때로 과적차량에 의한 초과하중을 받아 이러한 피로손상이 심화되고 있다. 본 연구에서는 이러한 반복 하중을 받는 철근 콘크리트보의 누적피로손상에 대한 실험적 연구룰 수행하여 피로하중에 의한 철근콘크리트보의 손상과정을 규명하였다. 실험 변수를 전단철근의 양과 반복되는 하중의 크기 및 반복횟수로 하여 실험부재를 제작하였으며, 하중제어에 의한 휨시험법에 의해 3Hz의 반복하중을 시편에 재하하였다. 사인장 균열하중과 사인장 균열 후 반복하중에서의 보의 손상누적거동 즉 처짐. 전단철근의 변형도, 에너지 손실 등의 변화를 실험적으로 평가하였으며, 이를 통하여 반복하중에 의한 누적손상에 의해 철근 콘크리트보의처짐 및 전단변형도가 초기하중상태에서는 급격히 증가하다가 이후 점진적으로 증가하는 것을 규명하였다. 본 연구의 결과는 사용하중상태에서 점진적으로 발생할 수 있는 피로손상의 누적과정을 기술하여 주고 있다.

Seismic Capacity Evaluation of Existing Structures Incorporating Damage Assessment (구조손상을 고려한 기설구조물의 내진성능평가)

  • Song, Jong Keol;Yi, Jin Hak;Lee, Dong Guen
    • Journal of Korean Society of Steel Construction
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    • v.16 no.5 s.72
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    • pp.543-553
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    • 2004
  • This paper covered two related subjects: the use of the inverse modal perturbation technique to assess structural damage in existing structures; and the use of a seismic capacity evaluation to assess damaged structures, with the aid of the identified structural damage. The substructural identification and the Tikhonov regularization algorithm were incorporated for efficient damage assessment of complex and large frame structures. The seismic capacity of a damaged structure was evaluated by comparing the structure's seismic responses and seismic damage indices. The effectiveness of the proposed method has been investigated through the numerical simulation study for a twenty-story frame structure with undamaged and damaged cases, and also different earthquake excitations.

Redundancy Evaluation of the Composite Two Steel Plate-Girder Bridges (강합성 플레이트 2-거더교의 여유도 평가)

  • Park, Yong-Myung;Joe, Woom-Do-Ji
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.4A
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    • pp.611-620
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    • 2006
  • The composite two plate-girder bridges are generally defined as a non-redundant load path structure because the bridge can collapse if one of the two girders is seriously damaged by a fatigue crack. In this paper, a numerical study on the evaluation of the after-fracture redundancy of the composite two-girder bridges was accomplished. The evaluation has been performed on the simple and three-span continuous bridges with I-section cross beams which serve as transverse bracing, and with or without the bottom lateral bracing system. The load carrying capacities of the intact and damaged bridges with or without lateral bracing were evaluated from material and geometric nonlinear analysis, respectively and the redundancy was evaluated for each case. It was acknowledged from the analytical results that both simple and continuous intact two-girder bridges have sufficient redundancy even without lateral bracing, but it takes an important role to improve the redundancy of damaged bridges.

원전연료 피복재 손상자료를 이용한 CAAP(Coolant Activity Analysis Program) 코드 평가

  • 안희진;이인형;송명재
    • Proceedings of the Korean Nuclear Society Conference
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    • 1997.10a
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    • pp.121-126
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    • 1997
  • PWR 원자력발전소의 정상 및 과도상태 운전중 동적모델과 확산모델을 이용하여 핵분열 생성물이 냉각재로 유출되는 현상을 모델링하고 국내외 핵연료 검사자료를 이용하여 개발된 전산프로 그램을 실증하였다. 손상핵연료수 예측결과 기존에 개발되어 사용되고 있는 Westinghouse사의 CADE 코드와 ABB-CE사의 IODYNE 코드보다 더 정확하였으며, 손상영역 및 연소도 예측도 비교적 정확하였다.

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