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Sylvester Inkoom John Sobanjo Adrian Barbu Xufeng Niu 《Structure and Infrastructure Engineering》2019,15(7):940-953
Departments of Transportation regularly evaluate the condition of pavements through visual inspections, nondestructive evaluations, image recognition models and learning algorithms. The above methodologies, though efficient, have drawn attention due to their subjective errors, uncertainties, noise effects and overfitting. To improve on the outcomes of the shallow learning models already used in pavement crack prediction, this paper reports on an investigation of the use of recursive partitioning and artificial neural networks (ANN; deep learning frameworks) in predicting the crack rating of pavements. Explanatory variables such as the average daily traffic and truck factor, roadway functional class, asphalt thickness, and pavement condition time series data are employed in the model formulation. Overall, it is observed that the recursive partitioning (regression tree – R2 > 0.8 and classification tree – R2 > 0.6) and ANN (continuous response – R2 > 0.8 and categorical response – R2 > 0.6) are compelling machine learning models for the prediction of the crack ratings based on their goodness-of-fit statistics, mean absolute deviation (MAD < 0.4) and the root mean square errors (RMSE between 0.30 and 0.65). 相似文献
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微机械差动电容压力传感器的研究 总被引:1,自引:0,他引:1
文中介绍以N型单昌硅为基底,利用微机械加工研制而成的一种中央上举开放式差动电容压力传感器的结构及其设计。 相似文献
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重点介绍了进口大型冶金、加工设备的液压润滑系统管路安装时,如何与国内技术标准,施工方法打结合以达到设备所要求的精度以及施工时应注意的问题。 相似文献
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随着人民生活水平的不断提高,我国建筑业的迅速发展,为满足居民对高品质住宅的需求,要求建筑设计和施工具有更多的适应性、灵活性,要求赋予住宅更高的科技含量和文化内涵.建筑给排水设计技术也日趋完善,给排水设计是建筑设计的一个很重要的方面,,同时与人们的日常生活也是密切相关,因此其设计过程中应本着实用、安全、经济的原则.现对其的发展现状进行了介绍及常见问题时行了分析探讨,并提出一些解决办法. 相似文献
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The dispersion characteristics of respiratory droplets are important in controlling transmission of airborne diseases indoors.
This study investigates the spatial concentration distribution and temporal evolution of exhaled and sneezed/coughed droplets
within the range of 1.0 − 10.0μm in an office room with three air distribution methods, specifically mixing ventilation (MV),
displacement ventilation (DV), and under-floor air distribution (UFAD). The diffusion, gravitational settling and deposition
mechanism of particulate matter were accounted by using an Eulerian modeling approach with one-way coupling. The simulation
results indicate that exhaled droplets up to 10μm in diameter from normal human respiration are uniformly distributed in MV.
However, they become trapped in the breathing zone by thermal stratifications in DV and UFAD, resulting in a higher droplet
concentration and an increased exposure risk to other room occupants. Sneezed/coughed droplets are more slowly diluted in
DV/UFAD than in MV. Low air speed in the breathing zone in DV/UFAD can lead to prolonged human exposure to droplets in the
breathing zone. 相似文献
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A comprehensive numerical study of wind effects on the Commonwealth Advisory Aeronautical Council (CAARC) standard tall building is presented in this paper. The techniques of Computational Fluid Dynamics (CFD), such as Large Eddy Simulation (LES), Reynolds Averaged Navier-Stokes Equations (RANS) Model etc., were adopted in this study to predict wind loads on and wind flows around the building. The main objective of this study is to explore an effective and reliable approach for evaluation of wind effects on tall buildings by CFD techniques. The computed results were compared with extensive experimental data which were obtained at seven wind tunnels. The reasons to cause the discrepancies of the numerical predictions and experimental results were identified and discussed. It was found through the comparison that the LES with a dynamic subgrid-scale (SGS) model can give satisfactory predictions for mean and dynamic wind loads on the tall building, while the RANS model with modifications can yield encouraging results in most cases and has the advantage of providing rapid solutions. Furthermore, it was observed that typical features of the flow fields around such a surface-mounted bluff body standing in atmospheric boundary layers can be captured numerically. It was found that the velocity profile of the approaching wind flow mainly influences the mean pressure coefficients on the building and the incident turbulence intensity profile has a significant effect on the fluctuating wind forces. Therefore, it is necessary to correctly simulate both the incident wind velocity profile and turbulence intensity profile in CFD computations to accurately predict wind effects on tall buildings. The recommended CFD techniques and associated numerical treatments provide an effective way for designers to assess wind effects on a tall building and the need for a detailed wind tunnel test. 相似文献