• 제목/요약/키워드: span prediction

검색결과 192건 처리시간 0.019초

Shear behavior of concrete-encased square concrete-filled steel tube members: Experiments and strength prediction

  • Yang, Yong;Chen, Xin;Xue, Yicong;Yu, Yunlong;Zhang, Chaorui
    • Steel and Composite Structures
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    • 제38권4호
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    • pp.431-445
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    • 2021
  • This paper presents experiments and theoretical analysis on shear behavior of eight concrete-encased square concrete-filled steel tube (CECFST) specimens and three traditional reinforced concrete (RC) specimens. A total of 11 specimens with the test parameters including the shear span-to-depth ratio, steel tube size and studs arrangement were tested to explore the shear performance of CECFST specimens. The failure mode, shear capacity and displacement ductility were thoroughly evaluated. The test results indicated that all the test specimens failed in shear, and the CECFST specimens enhanced by the interior CFST core exhibited higher shear capacity and better ductility performance than that of the RC specimens. When the other parameters were the same, the larger steel tube size, the smaller shear span-to-depth ratio and the existence of studs could lead to the more satisfactory shear behavior. Then, based on the compatible truss-arch model, a set of formulas were developed to analytically predict the shear strength of the CECFST members by considering the compatibility of deformation between the truss part, arch part and the steel tube. Compared with the calculated results based on several current design specifications, the proposed formulas could get more accurate prediction.

FRP로 전단 보강된 철근콘크리트 보의 전단강도 예측 (I) - 전단강도 예측 모델제안 및 검증 - (Prediction of the Shear Strength of FRP Strengthened RC Beams (I) - Development and Evaluation of Shear strength model -)

  • 심종성;오홍섭;문도영;박경동
    • 콘크리트학회논문집
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    • 제17권3호
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    • pp.343-351
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    • 2005
  • 본 논문에서는 FRP 외부 부착공법으로 전단 보강된 철근콘크리트 보의 전단강도 예측 모델을 제안하였다. 제안된 모델은 전단 균열각과 전단 경간비와 같은 주요한 설계인자를 고려할 수 있도록 하였다. 제안된 모델의 주요고려사항은 ]nP로 전단 보강된 보의 일반적 파괴 형태인 부착파괴에 대한 전단력 산정이다. 또한 제안된 모델은 기존의 수정 소성이론에 근거한 crack sliding model을 이용하였으며, 아치작용계수를 도입함으로써, 전단 경간비의 영향을 최소화하였다. 최종적으로 본 전단강도 예측 모델을 적용한 해석결과를 실험결과와 비교$\cdot$검증하였으며, 본 제안된 예측 모델이 실험결과와 상당히 일치하는 것을 확인하였다.

우리나라 성인여성에서 정상 폐활량 예측을 위한 양팔벌린 손끝길이와 신장과의 관계 (Arm Span-Height Relationship for Prediction of Spirometric Values in Korean Adult Women)

  • 고원중;주영수;김태엽;박재성;유승도;최광수;백도명;한성구;심영수
    • Tuberculosis and Respiratory Diseases
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    • 제46권6호
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    • pp.786-794
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    • 1999
  • 연구배경 : 척추의 이상굴곡 등으로 신장을 정확히 측정할 수 없는 환자에서 정상폐활량을 추정하기 위해서는 양팔벌린 손끝길이를 측정하여 신장을 예측한다. 연령을 고려하지 않고 고정된 비(AS/Ht ratio)를 이용하는 방법과 연령을 고려한 회귀방정식을 이용하는 두가지 방법이 있으며 이는 인종에 따라 다르다고 알려져있다. 대상 및 방법 : 우리나라 성인여성에서 양팔별린 손끝길이와 신장 그리고 연령과의 관계를 알아보고자 울산광역시에 거주하는 20-69세의 성인여성중 연령별로 표본추출된 381명(평균연령 $46.6{\pm}12.8$세, 평균신장 $154.3{\pm}5.7cm$)의 자료를 분석하였다. 결 과 : 우리나라 성인여성의 AS/Ht ratio는 $1.004{\pm}0.023$이다. 다중선형회귀분석상 양팔벌린 손끝길이와 연령이 모두 신장과 유의한 선형적 관련성을 보였다. Height(cm)=0.7094 Arm span(cm)-0.0891 Age(yr)+48.54(p=0.0001, $r^2$=0.76) AS/Ht ratio를 통한 신장 예측값와 실측값의 차이 즉, 잔차(residual)는 양팔벌린 손끝길이와 연령에 의해서 유의한 영향을 받는다 (p=0.0001). 양팔벌린 손끝길이 또는 연령이 감소할수록 AS/Ht ratio에 의한 신장 예측값은 실측값보다 낮아지며, 양팔벌린 손끝길이 또는 연령이 증가할수록 AS/Ht ratio에 의한 신장 예측값은 실측값보다 높아진다. 회귀방정식을 통한 신장 예측값과 실측값의 차이는 양팔벌린 손끝길이와 연령에 의한 영향을 받지 않는다(p>0.05). 결 론 : 우리나라 성인여성에서 정상폐활량 추정을 위한 신장 예측치를 구하고자 할 때 양팔벌린 손끝길이와 연령의 두 변수를 이용한 회귀방정식을 이용하는 것이 고정된 AS/Ht ratio를 이용하는 것보다 더 정확하다. As/Ht ratio는 양팔벌린 손끝길이와 연령의 양 극단에서 신장을 정확하게 예측하지 못한다.

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LSTM 딥러닝 신경망 모델을 이용한 풍력발전단지 풍속 오차에 따른 출력 예측 민감도 분석 (Analysis of wind farm power prediction sensitivity for wind speed error using LSTM deep learning model)

  • 강민상;손은국;이진재;강승진
    • 풍력에너지저널
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    • 제15권2호
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    • pp.10-22
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    • 2024
  • This research is a comprehensive analysis of wind power prediction sensitivity using a Long Short-Term Memory (LSTM) deep learning neural network model, accounting for the inherent uncertainties in wind speed estimation. Utilizing a year's worth of operational data from an operational wind farm, the study forecasts the power output of both individual wind turbines and the farm collectively. Predictions were made daily at intervals of 10 minutes and 1 hour over a span of three months. The model's forecast accuracy was evaluated by comparing the root mean square error (RMSE), normalized RMSE (NRMSE), and correlation coefficients with actual power output data. Moreover, the research investigated how inaccuracies in wind speed inputs affect the power prediction sensitivity of the model. By simulating wind speed errors within a normal distribution range of 1% to 15%, the study analyzed their influence on the accuracy of power predictions. This investigation provided insights into the required wind speed prediction error rate to achieve an 8% power prediction error threshold, meeting the incentive standards for forecasting systems in renewable energy generation.

Large eddy simulation of wind loads on a long-span spatial lattice roof

  • Li, Chao;Li, Q.S.;Huang, S.H.;Fu, J.Y.;Xiao, Y.Q.
    • Wind and Structures
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    • 제13권1호
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    • pp.57-82
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    • 2010
  • The 486m-long roof of Shenzhen Citizens Centre is one of the world's longest spatial lattice roof structures. A comprehensive numerical study of wind effects on the long-span structure is presented in this paper. The discretizing and synthesizing of random flow generation technique (DSRFG) recently proposed by two of the authors (Huang and Li 2008) was adopted to produce a spatially correlated turbulent inflow field for the simulation study. The distributions and characteristics of wind loads on the roof were numerically evaluated by Computational Fluid Dynamics (CFD) methods, in which Large Eddy Simulation (LES) and Reynolds Averaged Navier-Stokes Equations (RANS) Model were employed. The main objective of this study is to explore a useful approach for estimations of wind effects on complex curved roof by CFD techniques. In parallel with the numerical investigation, simultaneous pressure measurements on the entire roof were made in a boundary layer wind tunnel to determine mean, fluctuating and peak pressure coefficient distributions, and spectra, spatial correlation coefficients and probability characteristics of pressure fluctuations. Numerical results were then compared with these experimentally determined data for validating the numerical methods. The comparative study demonstrated that the LES integrated with the DSRFG technique could provide satisfactory prediction of wind effects on the long-span roof with complex shape, especially on separation zones along leading eaves where the worst negative wind-induced pressures commonly occur. The recommended LES and inflow turbulence generation technique as well as associated numerical treatments are useful for structural engineers to assess wind effects on a long-span roof at its design stage.

Nonlinear dynamic performance of long-span cable-stayed bridge under traffic and wind

  • Han, Wanshui;Ma, Lin;Cai, C.S.;Chen, Suren;Wu, Jun
    • Wind and Structures
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    • 제20권2호
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    • pp.249-274
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    • 2015
  • Long-span cable-stayed bridges exhibit some features which are more critical than typical long span bridges such as geometric and aerodynamic nonlinearities, higher probability of the presence of multiple vehicles on the bridge, and more significant influence of wind loads acting on the ultra high pylon and super long cables. A three-dimensional nonlinear fully-coupled analytical model is developed in this study to improve the dynamic performance prediction of long cable-stayed bridges under combined traffic and wind loads. The modified spectral representation method is introduced to simulate the fluctuating wind field of all the components of the whole bridge simultaneously with high accuracy and efficiency. Then, the aerostatic and aerodynamic wind forces acting on the whole bridge including the bridge deck, pylon, cables and even piers are all derived. The cellular automation method is applied to simulate the stochastic traffic flow which can reflect the real traffic properties on the long span bridge such as lane changing, acceleration, or deceleration. The dynamic interaction between vehicles and the bridge depends on both the geometrical and mechanical relationships between the wheels of vehicles and the contact points on the bridge deck. Nonlinear properties such as geometric nonlinearity and aerodynamic nonlinearity are fully considered. The equations of motion of the coupled wind-traffic-bridge system are derived and solved with a nonlinear separate iteration method which can considerably improve the calculation efficiency. A long cable-stayed bridge, Sutong Bridge across the Yangze River in China, is selected as a numerical example to demonstrate the dynamic interaction of the coupled system. The influences of the whole bridge wind field as well as the geometric and aerodynamic nonlinearities on the responses of the wind-traffic-bridge system are discussed.

부식을 고려한 콘크리트 교량의 최대 균열폭 제어 (Maximum Crack Width Control in Concrete Bridges Affected By Corrosion)

  • 조태준
    • 한국안전학회지
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    • 제21권3호
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    • pp.114-121
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    • 2006
  • As one of the serviceability limit states, the prediction and control of crack width in reinforced concrete bridges or PSC bridges are very important for the design of durable structures. However, the current bridge design specifications do not provide quantitative information for the prediction and control of crack width affected by the initiation and propagation of corrosion. Considering life span of concrete bridges, an improved control equation about the crack width affected by time-dependent general corrosion is proposed. The developed corrosion and crack width control models can be used for the design and the maintenance of prestressed and non-prestressed reinforcements by varying time, w/c, cover depth, and geometries of the sections. It can also help the rational criteria for the quantitative management and the prediction of remaining life of concrete structures.

Linear prediction and z-transform based CDF-mapping simulation algorithm of multivariate non-Gaussian fluctuating wind pressure

  • Jiang, Lei;Li, Chunxiang;Li, Jinhua
    • Wind and Structures
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    • 제31권6호
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    • pp.549-560
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    • 2020
  • Methods for stochastic simulation of non-Gaussian wind pressure have increasingly addressed the efficiency and accuracy contents to offer an accurate description of the extreme value estimation of the long-span and high-rise structures. This paper presents a linear prediction and z-transform (LPZ) based Cumulative distribution function (CDF) mapping algorithm for the simulation of multivariate non-Gaussian fluctuating wind pressure. The new algorithm generates realizations of non-Gaussian with prescribed marginal probability distribution function (PDF) and prescribed spectral density function (PSD). The inverse linear prediction and z-transform function (ILPZ) is deduced. LPZ is improved and applied to non-Gaussian wind pressure simulation for the first time. The new algorithm is demonstrated to be efficient, flexible, and more accurate in comparison with the FFT-based method and Hermite polynomial model method in two examples for transverse softening and longitudinal hardening non-Gaussian wind pressures.

Shear mechanism of steel fiber reinforced concrete deep coupling beams

  • Li, Kou;Zhao, Jun;Ren, Wenbo
    • Structural Engineering and Mechanics
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    • 제73권2호
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    • pp.143-152
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    • 2020
  • Deep coupling beams are more prone to suffer brittle shear failure. The addition of steel fibers to seismic members such as coupling beams can improve their shear performance and ductility. Based on the test results of steel fiber reinforced concrete(SFRC) coupling beams with span-to-depth ratio between 1.5 and 2.5 under lateral reverse cyclic load, the shear mechanism were analyzed by using strut-and-tie model theory, and the effects of the span-to-depth ratio, compressive strength and volume fraction of steel fiber on shear strengths were also discussed. A simplified calculation method to predict the shear capacity of SFRC deep coupling beams was proposed. The results show that the shear force is mainly transmitted by a strut-and-tie mechanism composed of three types of inclined concrete struts, vertical reinforcement ties and nodes. The influence of span-to-depth ratio on shear capacity is mainly due to the change of inclination angle of main inclined struts. The increasing of concrete compressive strength or volume fraction of steel fiber can improve the shear capacity of SFRC deep coupling beams mainly by enhancing the bearing capacity of compressive struts or tensile strength of the vertical tie. The proposed calculation method is verified using experimental data, and comparative results show that the prediction values agree well with the test ones.

Structural health monitoring of the Jiangyin Bridge: system upgrade and data analysis

  • Zhou, H.F.;Ni, Y.Q.;Ko, J.M.
    • Smart Structures and Systems
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    • 제11권6호
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    • pp.637-662
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    • 2013
  • The Jiangyin Bridge is a suspension bridge with a main span of 1385 m over the Yangtze River in Jiangsu Province, China. Being the first bridge with a main span exceeding 1 km in Chinese mainland, it had been instrumented with a structural health monitoring (SHM) system when completed in 1999. After operation for several years, it was found with malfunction in sensors and data acquisition units, and insufficient sensors to provide necessary information for structural health evaluation. This study reports the SHM system upgrade project on the Jiangyin Bridge. Although implementations of SHM system have been reported worldwide, few studies are available on the upgrade of SHM system so far. Recognizing this, the upgrade of original SHM system for the bridge is first discussed in detail. Especially, lessons learned from the original SHM system are applied to the design of upgraded SHM system right away. Then, performance assessment of the bridge, including: (i) characterization of temperature profiles and effects; (ii) recognition of wind characteristics and effects; and (iii) identification of modal properties, is carried out by making use of the long-term monitoring data obtained from the upgraded SHM system. Emphasis is placed on the verification of design assumptions and prediction of bridge behavior or extreme responses. The results may provide the baseline for structural health evaluation.