• 제목/요약/키워드: capacity prediction

검색결과 866건 처리시간 0.024초

Comparison of RANS, URANS, SAS and IDDES for the prediction of train crosswind characteristics

  • Xiao-Shuai Huo;Tang-Hong Liu;Zheng-Wei Chen;Wen-Hui Li;Hong-Rui Gao;Bin Xu
    • Wind and Structures
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    • 제37권4호
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    • pp.303-314
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    • 2023
  • In this study, two steady RANS turbulence models (SST k-ω and Realizable k-ε) and four unsteady turbulence models (URANS SST k-ω and Realizable k-ε, SST-SAS, and SST-IDDES) are evaluated with respect to their capacity to predict crosswind characteristics on high-speed trains (HSTs). All of the numerical simulations are compared with the wind tunnel values and LES results to ensure the accuracy of each turbulence model. Specifically, the surface pressure distributions, time-averaged aerodynamic coefficients, flow fields, and computational cost are studied to determine the suitability of different models. Results suggest that the predictions of the pressure distributions and aerodynamic forces obtained from the steady and transient RANS models are almost the same. In particular, both SAS and IDDES exhibits similar predictions with wind tunnel test and LES, therefore, the SAS model is considered an attractive alternative for IDDES or LES in the crosswind study of trains. In addition, if the computational cost needs to be significantly reduced, the RANS SST k-ω model is shown to provide relatively reasonable results for the surface pressures and aerodynamic forces. As a result, the RANS SST k-ω model might be the most appropriate option for the expensive aerodynamic optimizations of trains using machine learning (ML) techniques because it balances solution accuracy and resource consumption.

Thermo-mechanical compression tests on steel-reinforced concrete-filled steel tubular stub columns with high performance materials

  • David Medall;Carmen Ibanez;Ana Espinos;Manuel L. Romero
    • Steel and Composite Structures
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    • 제49권5호
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    • pp.533-546
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    • 2023
  • Cost-effective solutions provided by composite construction are gaining popularity which, in turn, promotes the appearance on the market of new types of composite sections that allow not only to take advantage of the synergy of steel and concrete working together at room temperature, but also to improve their behaviour at high temperatures. When combined with high performance materials, significant load-bearing capacities can be achieved even with reduced cross-sectional dimensions. Steel-reinforced concrete-filled steel tubular (SR-CFST) columns are one of these innovative composite sections, where an open steel profile is embedded into a CFST section. Besides the renowned benefits of these typologies at room temperature, the fire protection offered by the surrounding concrete to the inner steel profile, gives them an enhanced fire performance which delays its loss of mechanical capacity in a fire scenario. The experimental evidence on the fire behaviour of SR-CFST columns is still scarce, particularly when combined with high performance materials. However, it is being much needed for the development of specific design provisions that consider the use of the inner steel profile in CFST columns. In this work, a new experimental program on the thermo-mechanical behaviour of SR-CFST columns is presented to extend the available experimental database. Ten SR-CFST stub columns, with circular and square geometries, combining high strength steel and concrete were tested. It was seen that the circular specimens reached higher failure times than the square columns, with the failure time increasing both when high strength steel was used at the embedded steel profile and high strength concrete was used as infill. Finally, different proposals for the reduction coefficients of high performance materials were assessed in the prediction of the cross-sectional fire resistance of the SR-CFST columns.

Study on seismic performance of exterior reinforced concrete beam-column joint under variable loading speeds or axial forces

  • Guoxi Fan;Wantong Xiang;Debin Wang;Zichen Dou;Xiaocheng Tang
    • Earthquakes and Structures
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    • 제26권1호
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    • pp.31-48
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    • 2024
  • In order to get a better understanding of seismic performance of exterior beam-column joint, reciprocating loading tests with variable loading speeds or axial forces were carried out. The main findings indicate that only few cracks exist on the surface of the joint core area, while the plastic hinge region at the beam end is seriously damaged. The damage of the specimen is more serious with the increase of the upper limit of variable axial force. The deflection ductility coefficient of specimen decreases to various degrees after the upper limit of variable axial force increases. In addition, the higher the loading speed is, the lower the deflection ductility coefficient of the specimen is. The stiffness of the specimen decreases as the upper limit of variable axial force or the loading speed increase. Compared to the influence of variable axial force, the influence of the loading speed on the stiffness degradation of the specimen is more obvious. The cumulative energy dissipation and the equivalent viscous damping coefficient of specimen decrease with the increase of loading speed. The influence of variable axial force on the energy dissipation of specimen varies under different loading speeds. Based on the truss model, the biaxial stress criterion, the Rankine criterion, the Kent-Scott-Park model, the equivalent theorem of shearing stress, the softened strut-and-tie model, the controlled slip theory and the proposed equations, a calculation method for the shear capacity is proposed with satisfactory prediction results.

Predicting strength and strain of circular concrete cross-sections confined with FRP under axial compression by utilizing artificial neural networks

  • Yaman S. S. Al-Kamaki;Abdulhameed A. Yaseen;Mezgeen S. Ahmed;Razaq Ferhadi;Mand K. Askar
    • Computers and Concrete
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    • 제34권1호
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    • pp.93-122
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    • 2024
  • One well-known reason for using Fiber Reinforced Polymer (FRP) composites is to improve concrete strength and strain capacity via external confinement. Hence, various studies have been undertaken to offer a good illustration of the response of FRP-wrapped concrete for practical design intents. However, in such studies, the strength and strain of the confined concrete were predicted using regression analysis based on a limited number of test data. This study presents an approach based on artificial neural networks (ANNs) to develop models to predict the strength and strain at maximum stress enhancement of circular concrete cross-sections confined with different FRP types (Carbone, Glass, Aramid). To achieve this goal, a large test database comprising 493 axial compression experiments on FRP-confined concrete samples was compiled based on an extensive review of the published literature and used to validate the predicted artificial intelligence techniques. The ANN approach is currently thought to be the preferred learning technique because of its strong prediction effectiveness, interpretability, adaptability, and generalization. The accuracy of the developed ANN model for predicting the behavior of FRP-confined concrete is commensurate with the experimental database compiled from published literature. Statistical measures values, which indicate a better fit, were observed in all of the ANN models. Therefore, compared to existing models, it should be highlighted that the newly developed models based on FRP type are remarkably accurate.

Application of nickel hexacyanoferrate and manganese dioxide-polyacrylonitrile (NM-PAN) for the removal of Co2+, Sr2+ and Cs+ from radioactive wastewater

  • Md Abdullah Al Masud;Won Sik Shin
    • Membrane and Water Treatment
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    • 제15권2호
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    • pp.67-78
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    • 2024
  • In this study, a nickel hexacyanoferrate and manganese dioxide-polyacrylonitrile (NM-PAN) composite was synthesized and used for the sorptive removal of Co2+, Sr2+, and Cs+ Cs+ in radioactive laundry wastewater. Single- and multi-solute competitive sorptions onto NM-PAN were investigated. The Freundlich (Fr), Langmuir (Lang), Kargi-Ozmıhci (K-O), Koble-Corrigan (K-C), and Langmuir-Freundlich (Lang-Fr) models satisfactorily predicted all the single sorption data. The sorption isotherms were nonlinearly favorable (Freundlich coefficient, NF = 0.385-0.426). Cs+ has the highest maximum sorption capacity (qmL = 0.855 mmol g-1) for NM-PAN compared to Co2+ and Sr2+, wherein the primary mechanism was the physical process (mainly ion-exchange). The competition between the metal ions in the binary and ternary systems reduced the respective sorption capacities. Binary and ternary sorption models, such as the ideal adsorbed solution theory (IAST) model coupled with single sorption models of IAST-Fr, IAST-K-O, IAST-K-C and IAST-Lang-Fr, were fitted to the experimental data; among these, the IAST-Freundlich model showed the most satisfactory prediction for the binary and ternary systems. The presence of cationic surfactants highly affected the sorption on NM-PAN due to the increase in distribution coefficients (Kd) of Co2+ and Cs+.

탄소섬유시트로 보강된 콘크리트 기둥의 압축성능 평가를 위한 실험연구 (Experimental Study on Compressive Strength of Concrete Column Retrofitted by Carbon FRP Sheet)

  • 유연종;이경훈;김희철;이영학;홍원기
    • 한국구조물진단유지관리공학회 논문집
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    • 제12권3호
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    • pp.119-126
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    • 2008
  • 국내에서 공동주택이 대량으로 공급되었던 1980~1990년대에는 콘크리트의 설계기준강도가 약 18MPa로 낮았으며 또한 대부분의 기둥은 수직하중만을 고려하여 설계되었다. 본 연구에서는 수명이 오래된 콘크리트 기둥의 성능을 향상시키기 위하여 시공이 간편하고 내식성이 우수하며 인장성능이 매우 뛰어난 탄소섬유시트로 보강된 RC 기둥의 압축강도 성능평가 실험을 수행하였다. 기둥을 구속하는 탄소섬유시트의 wrapping 각도는 수직하중과 수평하중에 저항할 수 있도록 기둥의 재축방향에 대하여 ${\pm}60^{\circ}$ 각도로 보강하였다. 실험을 수행한 후 압축강도 및 변형률의 증가양상과 시험체의 파괴양상을 분석하였으며 실험결과의 회귀분석을 수행하여 향상된 압축강도를 예측할 수 있는 회귀식을 작성하였다.

전단보강철근이 없는 RC보에 대한 에폭시 모르타르 패널의 전단보강에 관한 연구 (Regarding a Shear Strengthening of an Epoxy Mortar Panel for RC Beam Without Shear Strengthening Reinforcing Bar)

  • 이상호;조민수;허재상
    • 한국구조물진단유지관리공학회 논문집
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    • 제12권3호
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    • pp.135-146
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    • 2008
  • 본 연구에서는 에폭시 모르타르 패널을 철근콘크리트 보부재의 전단 보강재로 사용하기 위하여 보강재의 종류와 보강량, 탄소섬유시트의 간격을 변수로 가력실험을 수행하고 부재의 구조적 성능을 파악하였다. 이를 바탕으로 에폭시 모르타르 패널을 철근콘크리트 보부재의 전단 보강재로 사용하기 위한 설계 방법은 $V_c$, $V_s$, $V_{sheet}$, $V_p$의 합으로 전단강도를 가정하였으며, 연구결과에 대한 실험값/제안값의 평균값은 1.10, 표준편차는 8.16%로 나타났다.

생태계교란식물의 확산 영향 예측에 따른 저감대책 시나리오 선정 (Selection of Mitigation Scenarios Based on Prediction of the Dispersion Impact of Ecosystem-Disturbing Plant Species on Ecosystems)

  • 이상욱;김윤지;정혜인;이지연;유영재;이관규;성현찬;전성우
    • 한국환경복원기술학회지
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    • 제27권4호
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    • pp.15-27
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    • 2024
  • Ecosystem-disturbing plant species pose a significant threat to native ecosystems due to their high reproductive capacity, making it essential to monitor their distribution and develop effective mitigation strategies. Consequently, it is crucial to enhance the evaluation of the impacts of these species in environmental impact assessments by incorporating scientific evidence alongside qualitative assessments. This study introduces a dispersal model into the species distribution model to simulate the potential spread of ecosystem-disturbing plant species, reflecting their ecological characteristics. Additionally, we developed mitigation scenarios and quantitatively calculated reduction rates to propose effective mitigation strategies. The species distribution model showed a reliable AUC (Area Under the Curve) of at least 0.890. The dispersal model's results were also credible, with 31 out of 34 validation coordinates falling within the predicted spread range. Simulating the impact of the spread of ecosystem-disturbing plant species over the next five years revealed that one project site had potential habitats for Ambrosia artemisiifolia, necessitating robust mitigation measures such as seed removal. Another project site, with potential habitats for Symphyotrichum pilosum, indicated that physical removal methods within the site were effective due to the species' relatively short dispersal distance. These findings can serve as fundamental data for project executors and reviewers in evaluating the impact of the spread of ecosystem-disturbing plant species during the planning stages of projects.

토양수분관측망을 활용한 토양수분의 실측값과 추정값 상관성 평가 (Relationship between Measured and Predicted Soil Water Content using Soil Moisture Monitoring Network)

  • 옥정훈;김동진;한경화;정강호;이경도;장용선;조희래;황선아
    • 한국농림기상학회지
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    • 제21권4호
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    • pp.297-306
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    • 2019
  • 기후변화 대응을 위한 토양수분 관리는 중요한 과제이며, 최적의 토양수분 함량을 예측할 수 있다면 대단위 토양수분 정보를 제공할 수 있다. 본 연구에서는 포장용수량 및 위조점의 실측값과 추정값에 대한 상관 관계를 분석하였으며, 토양특성 인자와 토양수분 간 상관성을 조사하였다. 선정된 토양수분관측망 지점은 76 개이며, 모래함량이 높은 사토, 양질사토, 사양토가 77%를 차지하였으며, 유기물은 0.03~3.50%, 용적밀도는 1.01~1.69 Mg m-3 범위로 조사되었다. 포장용수량 및 위조점의 추정값은 실측값과 상관계수가 낮고 실측값보다 과소 평가되었으나 추정값과 실측값 간에는 고도로 유의한 정의상관관계(p<0.01)가 나타났다. 토양수분(포장용수량 및 위조점)은 미사, 점토, 유기물과는 고도로 유의한 정의상관(p<0.01)이었으며, 모래와는 고도로 유의한 부의상관(p<0.01)이었다. 하지만 본 연구에서 조사된 토양수분관측망 토양은 농업기상대 설치를 위하여 인위적으로 조성된 지점이 포함되어 있어 일반농경지 토양 특성을 그대로 반영하기 다소 어려움이 있다. 따라서 토양수분 측정 조사지점을 농경지까지 포함하여 표본수를 확대하고 토양 인자를 적절하게 활용할 경우 국내 실정에 맞는 토양수분 추정식을 도출할 수 있을 것으로 기대된다.

암반에 근입된 현장타설말뚝의 주면부 거동에 영향을 미치는 변수분석을 위한 수치해석 (Numerical Analyses for Evaluating Factors which Influence the Behavioral Characteristics of Side of Rock Socketed Drilled Shafts)

  • 이혁진;김홍택
    • 대한토목학회논문집
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    • 제26권6C호
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    • pp.395-406
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    • 2006
  • 상부의 큰 하중을 지탱해야 하는 경우에는 일반적인 기초 형식으로서 현장타설말뚝공법이 많이 사용된다. 이러한 현장타설말뚝의 시공은 연약한 토사 지반을 관통하여 암반까지 굴착을 실시하는 것이 일반적이며, 지지력의 대부분은 암반층 근입부에서 발휘되게 된다. 현장타설말뚝의 지지력은 선단지지력과 주면저항력의 조합으로 이루어지게 되며, 과도한 침하가 발생하지 않고 지지력을 얻기 위해서는 근입부의 직경과 길이가 충분하여야 한다. 말뚝의 극한지지력에 있어서 선단지지력은 큰 비중을 차지한다. 그러나, 일반적으로 주면저항력은 선단지지력에 비해서 훨씬 작은 두부 침하량에서 발현된다. 또한 선단부 거동특성은 천공과정에서 발생하는 근입부 바닥에서의 잔류물에 의해서 영향을 받게 된다. 그러나 이러한 잔류물을 근입부에 잔류시키지 않기 위해서는 시공과 검사가 제대로 이루어져야 한다. 이것은 매우 어려우며 비경제적이다. 특히 암반층 근입부가 깊은 경우에는 물이나 천공 슬러리를 사용하여야 하므로 더욱 어렵다. 이러한 이유들로 인해서 작용 하중하에서 말뚝의 거동은 주면부 거동특성에 따라 좌우되게 된다. 따라서 복잡한 발현기구를 가진 주면저항력에 대해서 주로 관심을 가지게 되는 것이다. 본 연구에서는 주면저항력에 관해서만 연구를 하였다. 콘크리트 말뚝체와 주변 암반 사이의 상호작용은 말뚝 거동특성에 있어서 가장 중요한 요소이며, 시공방법에 따라서 큰 영향을 받는다. 본 연구에서는, 탄소성 해석(FLAC 2D)을 통하여 근입부의 거칠기 경사, 높이와 같은 거칠기 특성, 근입부를 형성하는 주변 암반의 강도 특성과 변형 특성, 근입부의 깊이와 길이 등이 최대단위주면저항력에 미치는 영향에 대한 검토를 실시하였다. 변수 연구를 통하여 최대단위주면저항력에 있어서는 근입부의 연직응력, 거칠기 높이와 근입부 암반의 점착력 및 포아슨비가 중요한 요소임을 확인하였다.