• 제목/요약/키워드: Durability Prediction

검색결과 259건 처리시간 0.023초

심층 컨볼루션 신경망을 활용한 영상 기반 콘크리트 압축강도 예측 모델 (Image based Concrete Compressive Strength Prediction Model using Deep Convolution Neural Network)

  • 장유진;안용한;유재인;김하영
    • 한국건설관리학회논문집
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    • 제19권4호
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    • pp.43-51
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    • 2018
  • 노후화된 아파트의 재고가 폭발적으로 증가하게 될 것으로 예상됨에 따라 콘크리트 시설물의 내구성을 향상시키기 위한 유지관리의 중요성이 증대되고 있다. 콘크리트 압축강도는 콘크리트 시설물의 내구성을 나타내는 대표적인 지표로, 시설물 유지관리를 위한 정밀 안전 진단에 있어서 중요한 항목이다. 그러나 콘크리트 압축강도를 측정하고 유지관리를 판단하는데 있어서 기존의 방법들은 시설물의 안전 문제, 고비용 문제, 낮은 신뢰성 문제 등의 한계점을 가진다. 기존의 콘크리트 시설물의 압축강도 진단 방법을 대체할 수 있는 방안으로, 본 연구는 심층 컨볼루션 신경망 기법을 활용하여 영상을 통해 콘크리트 압축강도를 예측할 수 있는 모델을 제안하였다. 또한 실험실 환경에서 콘크리트 시편 제작을 통해 구축한 콘크리트 압축강도 데이터셋을 적용하여 학습, 검증 및 테스트를 진행하였다. 그 결과 콘크리트 표면 영상으로 콘크리트 압축강도를 학습할 수 있음을 알 수 있었고, 본 연구에서 제안하는 모델의 유효성을 확인하였다.

비선형 커브피팅을 이용한 에폭시 아스팔트 포장의 교통개방 예측 모델 개발 (A Development of Prediction Model for Traffic Opening Time of Epoxy Asphalt Pavement Using Nonlinear Curve Fitting)

  • 조신행;김낙석
    • 한국재난정보학회 논문집
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    • 제9권3호
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    • pp.324-331
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    • 2013
  • 강바닥판 교면포장의 고정하중 감소와 내구성 확보를 위해 사용되는 에폭시 아스팔트 콘크리트는 2액 반응형 재료로서 온도와 시간에 따라 강도가 발현되는 특징을 갖는다. 교통개방과 공정계획 수립을 위해서는 에폭시 아스팔트 콘크리트의 강도를 정확하게 예측할 수 있어야 하며 이를 위해 에폭시 아스팔트 콘크리트의 교통개방 시점 예측 모델을 개발하였다. 현장 시공 사례에 적용 하였을 때 기존 화학반응속도론에 기초한 모델의 R2가 0.806이었으나 비선형 커브피팅을 통해 개발한 예측모델은 R2가 0.943로 보다 높은 예측 정확도를 나타내었다. 포장체의 온도데이터가 보다 많을 경우에는 예측모델과 실측값의 차이를 더 줄일 수 있었다.

엔진마운트 고무부품의 내구 평가 및 동적 특성 예측 (Prediction of Durability, Static and Dynamic Properties on Rubber)

  • 김춘휴;김기주;정효태;김철웅;손일선;김중배
    • 한국자동차공학회논문집
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    • 제14권6호
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    • pp.17-23
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    • 2006
  • Rubber materials have the nonlinear, large deformation and viscoelastic behavior. W.D. Kim et al. studied these characteristics through the static, fatigue, dynamic, aging and viscoelastic test. This paper discussed that the properties of engine mounting rubber, such as static stiffness, fatigue life and damping factor, are predicted based on CAE by using material properties acquired by the report of Kim et al. In result, the static stiffness of engine mounting rubber is predicted approximately in comparison with test value. Also, it was confirmed that the relationship of fatigue life and Green-Lagrange strain in specimen was the valid tool to predict the fatigue life of engine mounting rubber. From the results of transient viscoelastic analysis the damping factor changed rapidly at the range less than 8hz.

Modeling of chloride diffusion in a hydrating concrete incorporating silica fume

  • Wang, Xiao-Yong;Park, Ki-Bong;Lee, Han-Seung
    • Computers and Concrete
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    • 제10권5호
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    • pp.523-539
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    • 2012
  • Silica fume has long been used as a mineral admixture to improve the durability and produce high strength and high performance concrete. And in marine and coastal environments, penetration of chloride ions is one of the main mechanisms causing concrete reinforcement corrosion. In this paper, we proposed a numerical procedure to predict the chloride diffusion in a hydrating silica fume blended concrete. This numerical procedure includes two parts: a hydration model and a chloride diffusion model. The hydration model starts with mix proportions of silica fume blended concrete and considers Portland cement hydration and silica fume reaction respectively. By using the hydration model, the evolution of properties of silica fume blended concrete is predicted as a function of curing age and these properties are adopted as input parameters for the chloride penetration model. Furthermore, based on the modeling of physicochemical processes of diffusion of chloride ion into concrete, the chloride distribution in silica fume blended concrete is evaluated. The prediction results agree well with experiment results of chloride ion concentrations in the hydrating concrete incorporating silica fume.

해양 환경하 콘크리트 교량의 탄산화 내구성능 평가 인자 도출을 위한 현장조사 연구 (Field Research for the Durability Assessment Factor for deriving the Carbonation of Concrete Bridges in the Marine Environment)

  • 채원규;이명구;손영현
    • 한국안전학회지
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    • 제30권6호
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    • pp.102-109
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    • 2015
  • In this study, on the basis of the results of the field survey and the theoretical consideration for Korean Standard Specification for concrete durability and maintenance, the following conclusions are derived. From the survey, the prediction equation of carbonation depth for the southwest region in Korea is experimentally proposed, $y_p=5.865{\sqrt{t}}$, which predicts about 60mm of the carbonation depth for the concrete structures of 100 years, a 1st class of target endurance period, under a combined deterioration environment like a marine environment. Considering that the marginal value for a carbonation depth limitation under very severely marine environment is 25mm, in accordance with the Specification, it is found that the predicting carbonation depth for the concrete cover depths, 100mm and 60mm are 63mm and 29.4mm, respectively. In conclusion, according to the equation and the Specification, it is strongly required that the reinforced concrete structures with the cover depth under 100mm have to make a protection from combined deterioration factors by any methods like a surface coating, an increment of cover depth or an application of a special concrete.

4-자유도 배관 관절의 설계 및 동적 거동 예측 (Design and Dynamic Behavior Prediction of a 4-DOF Piping Joint)

  • 이윤용;강환국;이종림;임승철
    • 한국소음진동공학회논문집
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    • 제26권3호
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    • pp.298-307
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    • 2016
  • In the building process of FPSOs(floating production, storage and offloading units) is the increasing demand of high performance piping joints that can be installed on its turret system and maintain smooth and long-term flow of ultra-high pressure crude oil, being subjected to external excitations such as wind and wave on the sea. Following such a trend, in this paper, a new-type piping joint of four effective degrees of freedom has been designed, and its dynamic characteristics predicted through mathematical modeling and computer simulations. Moreover, via an example it was shown how the yaw motion in particular can be independently controlled for future durability test despite strong kinetic couplings.

고성능AE감수제를 사용한 콘크리트의 철근부식 저항성 (Corrosion Inhibition Properties of Steel bars in Reinforced Concrete Using Superplasticizer with Air Entrained Agent)

  • 이문환;정미경;오세출;배규웅;서치호
    • 한국구조물진단유지관리공학회 논문집
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    • 제4권4호
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    • pp.149-160
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    • 2000
  • As systematic methodologies are required for the evaluation on the durability of reinforced concrete structure, it is necessary to study and examine every factor which deteriorates the durability of structures. This paper aims to define factors affecting rebar corrosion and to establish a basis for a prediction of serviceability, regarding a state of harmful corrosion as a state when crack begins on the surface of concrete. The study results are followings; The corrosive current has changed by types of mixture, and this property enables the evaluations of corrosion resistance by mixture and concrete cover. The specimen using AE superplasticizer has better corrosion-resistance properties than non-AE specimen, as well those having low W/C and high unit cement weight. The procedure for calculation of durable year in this study is able to use as an indicator to establish mixture factors such as unit cement weight, W/C, amount of admixture, etc.

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Computer-aided approach of parameters influencing concrete service life and field validation

  • Papadakis, V.G.;Efstathiou, M.P.;Apostolopoulos, C.A.
    • Computers and Concrete
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    • 제4권1호
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    • pp.1-18
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    • 2007
  • Over the past decades, an enormous amount of effort has been expended in laboratory and field studies on concrete durability estimation. The results of this research are still either widely scattered in the journal literature or mentioned briefly in the standard textbooks. Moreover, the theoretical approaches of deterioration mechanisms with a predictive character are limited to some complicated mathematical models not widespread in practice. A significant step forward could be the development of appropriate software for computer-based estimation of concrete service life, including reliable mathematical models and adequate experimental data. In the present work, the basis for the development of a computer estimation of the concrete service life is presented. After the definition of concrete mix design and structure characteristics, as well as the consideration regarding the environmental conditions where the structure will be found, the concrete service life can be reliably predicted using fundamental mathematical models that simulate the deterioration mechanisms. The prediction is focused on the basic deterioration phenomena of reinforced concrete, such as carbonation and chloride penetration, that initiate the reinforcing bars corrosion. Aspects on concrete strength and the production cost are also considered. Field observations and data collection from existing structures are compared with predictions of service life using the above model. A first attempt to develop a database of service lives of different types of reinforced concrete structure exposed to varying environments is finally included.

Carbonation depth estimation in reinforced concrete structures using revised empirical model and oxygen permeability index

  • Chandra Harshitha;Bhaskar Sangoju;Ramesh Gopal
    • Computers and Concrete
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    • 제31권3호
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    • pp.241-252
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    • 2023
  • Corrosion of rebar is one of the major deteriorating mechanisms that affect the durability of reinforced concrete (RC) structures. The increase in CO2 concentration in the atmosphere leads to early carbonation and deterioration due to corrosion in RC structures. In the present study, an attempt has been made to modify the existing carbonation depth prediction empirical model. The modified empirical model is verified from the carbonation data collected from selected RC structures of CSIR-SERC campus, Chennai and carbonation data available from the reported literature on in-situ RC structures. Attempt also made to study the carbonation depth in the laboratory specimens using oxygen permeability index (OPI) test. The carbonation depth measured from RC structures and laboratory specimens are compared with estimated carbonation depth obtained from OPI test data. The modified empirical model shows good correlation with measured carbonation depth from the identified RC structures and the reported RC structures from the literature. The carbonation depth estimated from OPI values for both in-situ and laboratory specimens show lesser percentage of error compared to measured carbonation depth. From the present investigation it can be said that the OPI test is the suitable test method for both new and existing RC structures and laboratory RC specimens.

New emerging surface treatment of GFRP Hybrid bar for stronger durability of concrete structures

  • Park, Cheolwoo;Park, Younghwan;Kim, Seungwon;Ju, Minkwan
    • Smart Structures and Systems
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    • 제17권4호
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    • pp.593-610
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    • 2016
  • In this study, an innovative and smart glass fiber-reinforced polymer (GFRP) hybrid bar was developed for stronger durability of concrete structures. As comparing with the conventional GFRP bar, the smart GFRP Hybrid bar can promise to enhance the modulus of elasticity so that it makes the cracking reduced than the case when the conventional GFRP bar is used. Besides, the GFRP Hybrid bar can effectively resist the corrosion of conventional steel bar by the GFRP outer surface on the steel bar. In order to verify the bond performance of the GFRP hybrid bar for structural reinforcement, uniaxial pull-out test was conducted. The variables were the bar diameter and the number of strands and pitch of the fiber ribs. Tensile tests showed a excellent increase in the modulus of elasticity, 152.1 GPa, as compared to that of the pure GFRP bar (50 GPa). The stress-strain curve was bi-linear, so that the ductile performance could be obtained. For the bond test, the entire GFRP hybrid bar test specimens failed in concrete splitting due to higher shear strength resulting in concrete crushing as a function of bar deformation. Investigation revealed that an increase in the number of strands of fiber ribs enhanced the bond strength, and the pitch guaranteed the bond strength of 19.1 mm diameter hybrid bar with 15.9 mm diameter of core section of deformed steel the ACI 440 1R-15 equation is regarded as more suitable for predicting the bond strength of GFRP hybrid bars, whereas the CSA S806-12 prediction is considered too conservative and is largely influenced by the bar diameter. For further study, various geometrical and material properties such as concrete cover, cross-sectional ratio, and surface treatment should be considered.