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Data-driven methods for predicting the representative temperature of bridge cable based on limited measured data
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作者 WANG Fen DAI Gong-lian +2 位作者 HE Chang-lin GE Hao RAO Hui-ming 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第9期3168-3186,共19页
Cable-stayed bridges have been widely used in high-speed railway infrastructure.The accurate determination of cable’s representative temperatures is vital during the intricate processes of design,construction,and mai... Cable-stayed bridges have been widely used in high-speed railway infrastructure.The accurate determination of cable’s representative temperatures is vital during the intricate processes of design,construction,and maintenance of cable-stayed bridges.However,the representative temperatures of stayed cables are not specified in the existing design codes.To address this issue,this study investigates the distribution of the cable temperature and determinates its representative temperature.First,an experimental investigation,spanning over a period of one year,was carried out near the bridge site to obtain the temperature data.According to the statistical analysis of the measured data,it reveals that the temperature distribution is generally uniform along the cable cross-section without significant temperature gradient.Then,based on the limited data,the Monte Carlo,the gradient boosted regression trees(GBRT),and univariate linear regression(ULR)methods are employed to predict the cable’s representative temperature throughout the service life.These methods effectively overcome the limitations of insufficient monitoring data and accurately predict the representative temperature of the cables.However,each method has its own advantages and limitations in terms of applicability and accuracy.A comprehensive evaluation of the performance of these methods is conducted,and practical recommendations are provided for their application.The proposed methods and representative temperatures provide a good basis for the operation and maintenance of in-service long-span cable-stayed bridges. 展开更多
关键词 cable-stayed bridges representative temperature gradient boosted regression trees(GBRT)method field test limited measured data
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Determining representative elementary volume size of in-situ expansive soils subjected to drying-wetting cycles through field test 被引量:6
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作者 CHENWei LI Guo-wei +3 位作者 HOU Yu-zhou WU Jian-tao YUAN Jun-ping Andrew Cudzo AMENUVOR 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第10期3246-3259,共14页
Cracks resulting from cyclic wetting and drying of expansive soils create discontinuities and anisotropy in the soil.The representative elementary volume(REV)defined by the continuous-media theory cannot be applied to... Cracks resulting from cyclic wetting and drying of expansive soils create discontinuities and anisotropy in the soil.The representative elementary volume(REV)defined by the continuous-media theory cannot be applied to cracked expansive soils that are considered discontinuous media.In this study,direct shear tests of three different scales(30 cm^(2),900 cm^(2),1963 cm^(2))and crack image analysis were carried out on undisturbed soil samples subjected to drying-wetting cycles in-situ.The REV size of expansive soil was investigated using the crack intensity factor(CIF)and soil cohesion.The results show that soil cohesion decreased with increasing sample area,and the development of secondary cracks further exacerbated the size effect of sample on cohesion of the soil.As shrinkage cracks developed,the REV size of the soil gradually increased and plateaued after 3−5 cycles.Under the same drying-wetting cycle conditions,the REV size determined using soil cohesion(REV-C)is 1.75 to 2.97 times the REV size determined using CIF(REV-CIF).Under the influence of shrinkage cracks,the average CIF is positively correlated with the REV size determined using different maximum permissible errors,with the coefficient of correlation greater than 0.9.A method for determining the REV-C based on crack image analysis is proposed,and the REV-C of expansive soil in the study area under different exposure times is given. 展开更多
关键词 representative elementary volume(REV) drying-wetting cycles expansive soil crack intensity factor(CIF) COHESION cracks
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A sparse algorithm for adaptive pruning least square support vector regression machine based on global representative point ranking 被引量:2
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作者 HU Lei YI Guoxing HUANG Chao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第1期151-162,共12页
Least square support vector regression(LSSVR)is a method for function approximation,whose solutions are typically non-sparse,which limits its application especially in some occasions of fast prediction.In this paper,a... Least square support vector regression(LSSVR)is a method for function approximation,whose solutions are typically non-sparse,which limits its application especially in some occasions of fast prediction.In this paper,a sparse algorithm for adaptive pruning LSSVR algorithm based on global representative point ranking(GRPR-AP-LSSVR)is proposed.At first,the global representative point ranking(GRPR)algorithm is given,and relevant data analysis experiment is implemented which depicts the importance ranking of data points.Furthermore,the pruning strategy of removing two samples in the decremental learning procedure is designed to accelerate the training speed and ensure the sparsity.The removed data points are utilized to test the temporary learning model which ensures the regression accuracy.Finally,the proposed algorithm is verified on artificial datasets and UCI regression datasets,and experimental results indicate that,compared with several benchmark algorithms,the GRPR-AP-LSSVR algorithm has excellent sparsity and prediction speed without impairing the generalization performance. 展开更多
关键词 least square support vector regression(LSSVR) global representative point ranking(GRPR) initial training dataset pruning strategy SPARSITY regression accuracy
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基于有限元计算细观力学的RVE库的建立与应用 被引量:7
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作者 吕毅 吕国志 孙龙生 《机械强度》 CAS CSCD 北大核心 2009年第5期851-856,共6页
基于有限元计算细观力学理论,以MSC.PATRAN为平台,利用PCL(PATRAN command language)实现RVE(repr-esentative volume element)的参数化自动建模,建立RVE库,集成相应的细观力学计算程序,一体化预测复合材料宏观性能。通过工程实例,调用... 基于有限元计算细观力学理论,以MSC.PATRAN为平台,利用PCL(PATRAN command language)实现RVE(repr-esentative volume element)的参数化自动建模,建立RVE库,集成相应的细观力学计算程序,一体化预测复合材料宏观性能。通过工程实例,调用RVE库中的平纹编织复合材料RVE,预测平纹编织C/SiC复合材料的宏观弹性模量,对空天飞机全C/SiC复合材料机身襟翼进行静力有限元计算,实现结构材料一体化设计。 展开更多
关键词 有限元计算细观力学 RVE(representative VOLUME element)库 MSC.PATRAN 空天飞机机身襟翼
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Macro-mechanical properties of columnar jointed basaltic rock masses 被引量:11
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作者 狄圣杰 徐卫亚 +2 位作者 宁宇 王伟 吴关叶 《Journal of Central South University》 SCIE EI CAS 2011年第6期2143-2149,共7页
From the geological structure of the columnar jointed rock mass, a visual model was established in software AUTOCAD by programming based on the algorithm of the Voronoi diagram. Furthermore, a program to convert the A... From the geological structure of the columnar jointed rock mass, a visual model was established in software AUTOCAD by programming based on the algorithm of the Voronoi diagram. Furthermore, a program to convert the AUTOCAD model into 3DEC (3-dimensional distinct element code) model was developed, and a numerical model was established in 3DEC. Moreover, the results of triaxial compression tests of columnar jointed rock masses were simulated numerically. The REV (representative element volume) scale was studied, and the result shows that the REV size is 3 m × 3 m. The proposed approach, the established model and the numerical simulation were applied to study the macro-mechanical properties and the equivalent strength parameters of the columnar jointed rock mass. The numerical simulation results are in good accordance with the in-situ test results. 展开更多
关键词 columnar joint Voronoi diagram three-dimensional distinct element code representative element volume mechanicalparameters
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不同辐射背景下大西洋热盐环流下沉区混合层深度变化
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作者 李菁楠 陈学恩 《海洋与湖沼》 CAS CSCD 北大核心 2014年第4期676-684,共9页
基于政府间气候变化专门委员会(Intergovernmental Panel on Climate Change,IPCC)4种最新辐射强迫情景,利用ECHAM5/MPI-OM(European Centre Hamburg Model 5/Max Planck Institute Ocean Model)气候模式输出的1850—2300年逐月混合层... 基于政府间气候变化专门委员会(Intergovernmental Panel on Climate Change,IPCC)4种最新辐射强迫情景,利用ECHAM5/MPI-OM(European Centre Hamburg Model 5/Max Planck Institute Ocean Model)气候模式输出的1850—2300年逐月混合层深度、海表面温度、海表面盐度数据,分析大西洋热盐环流下沉区混合层深度的变化情况。结果表明:随辐射强迫增加,热盐环流下沉区混合层深度下降,混合层深度振荡周期在格陵兰-冰岛-挪威海(Greenland Sea–Iceland Sea–Norwegian Sea,GIN)海域减小,在拉布拉多海(Labrador Sea,LAB)海域变化不大;与GIN海域相比,LAB海域混合层深度对辐射强迫变化更敏感;两海区温度对混合层深度的影响时间较长,混合层深度对盐度的变化反应迅速;混合层深度变化的主导因素在LAB海域中为盐度,而在GIN海域,低辐射强迫下温度主导混合层深度变化,中高辐射强迫下温度与盐度共同起主导作用。 展开更多
关键词 辐射强迫 混合层 热盐环流 代表性浓度路径(representative CONCENTRATION pathways Rcps) 海气耦合
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A numerical simulation of seepage structure surface and its feasibility 被引量:3
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作者 彭康 李夕兵 +1 位作者 王泽伟 刘爱华 《Journal of Central South University》 SCIE EI CAS 2013年第5期1326-1331,共6页
According to Cubic law and incompressible fluid law of mass conservation, the seepage character of the fracture surface was simulated with the simulation method of fractal theory and random Brown function. Furthermore... According to Cubic law and incompressible fluid law of mass conservation, the seepage character of the fracture surface was simulated with the simulation method of fractal theory and random Brown function. Furthermore, the permeability coefficient of the single fracture was obtained. In order to test the stability of the method, 500 simulations were conducted on each different fractal dimension. The simulated permeability coefficient was analyzed in probability density distribution and probability cumulative distribution statistics. Statistics showed that the discrete degree of the permeability coefficient increases with the increase of the fractal dimension. And the calculation result has better stability when the fractal dimension value is relatively small. According to the Bayes theory, the characteristic index of the permeability coefficient on fractal dimension P(Dfi| Ri) is established. The index, P(Dfi| Ri), shows that when the simulated permeability coefficient is relatively large, it can clearly represent the fractal dimension of the structure surface, the probability is 82%. The calculated results of the characteristic index verify the feasibility of the method. 展开更多
关键词 fractal theory numerical simulation representative elementary volume (REV) random brown function permeabilitycoefficient fractal dimension
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Is Terzaghi's effective stress a stress variable under seepage conditions? 被引量:1
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作者 雷国辉 赵仲辉 吴宏伟 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2316-2321,共6页
From the continuum mechanics perspective, an attempt was made to clarify the role of Terzaghi's effective stress in the theoretical analysis of saturated soil subjected to seepage. The necessity of performing a co... From the continuum mechanics perspective, an attempt was made to clarify the role of Terzaghi's effective stress in the theoretical analysis of saturated soil subjected to seepage. The necessity of performing a coupled hydromechanical analysis to solve the seepage-deformation interaction problem was illustrated by examining the equations of static equilibrium among the effective stress, seepage force, pore-water pressure and total stress. The conceptual definition of stress variable that satisfies the principles of continuum mechanics is applied in the coupled hydromechanical analysis. It is shown that Terzaghi's effective stress is in fact not a stress variable under seepage conditions, and the seepage force acting on the soil skeleton cannot be viewed as a body force. This offers a clue to the underlying cause of a paradox between the real Pascal's hydrostatic state and the hydrostatic state predicted by a class of continuum hydromechanical theories. 展开更多
关键词 seepage-deformation interaction coupled hydromechanical analysis representative elementary volume stress variable stress state variable
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2007年第1期F0003-F0003,共1页
关键词 submitted PUBLICATIONS elsewhere italic quarterly CIRCLES representative PERMISSION LISTED CITED
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2008年第3期F0003-F0003,共1页
Journsl of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly.This journal is a representative of publications of the academic circles specializing chiefly in t... Journsl of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly.This journal is a representative of publications of the academic circles specializing chiefly in the field of ordnance science and technology. Contributions within the above scope all over the world 展开更多
关键词 PUBLICATIONS quarterly CIRCLES representative submitted elsewhere italic PERMISSION LISTED PERIODICAL
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2007年第3期F0003-F0003,共1页
Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly. This journal is a representative of publications of the academic circles specializing chiefly in ... Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly. This journal is a representative of publications of the academic circles specializing chiefly in the field of ordnance science and technology. Contributions within the above scope all over the world are welcome. It is a condition of publication that manuscripts submitted to this journal have not been published and will not be simultaneously submitted or published elsewhere. 展开更多
关键词 submitted elsewhere WELCOME PUBLICATIONS quarterly CIRCLES representative italic PERMISSION LISTED
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2009年第1期F0003-F0003,共1页
Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society,is published quarterly. This journal is a representative of publications of the academic circles specializing chiefly
关键词 PUBLICATIONS quarterly CIRCLES representative submitted elsewhere italic PERMISSION LISTED PERIODICAL
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PREFACE TO THE SECLECTIONS
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作者 Chief editor Professor Su Yusong 《中国海洋大学学报(自然科学版)》 CAS CSCD 1989年第S1期6-6,共1页
In the last ten-odd years, Chinese oceanographers have accomplished alarge amount of work in analysing the characteristics,distribution andvariation of temperature, salinity, density and water masses in shallow seaare... In the last ten-odd years, Chinese oceanographers have accomplished alarge amount of work in analysing the characteristics,distribution andvariation of temperature, salinity, density and water masses in shallow seaareas near China and in their forecasting methods, and have formally pub-lished agreat number of treatises. If these treatises, which are scattered 展开更多
关键词 shallow SALINITY forecasting FORMALLY SCATTERED accomplished mentioned representative grounds NSFC
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2007年第4期F0003-F0003,共1页
Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society,ispublished quarterly.This journal is a representative of publications of the academic circles specializing chiefly in the... Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society,ispublished quarterly.This journal is a representative of publications of the academic circles specializing chiefly in the field of ordnance science and technology. 展开更多
关键词 PUBLICATIONS quarterly CIRCLES representative submitted elsewhere italic PERMISSION LISTED PERIODICAL
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2008年第1期F0003-F0003,共1页
Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly. This journal is a representative of publications of the academic circles specializing chiefly
关键词 PUBLICATIONS quarterly CIRCLES representative submitted elsewhere italic PERMISSION LISTED PERIODICAL
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Information for Contributors
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《Defence Technology(防务技术)》 SCIE EI CAS 2007年第2期F0003-F0003,共1页
Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly. This journal is a representative of publications of the academic circles specializing chiefly in ... Journal of China Ordnance A comprehensive academic journal sponsored by China Ordnance Society, is published quarterly. This journal is a representative of publications of the academic circles specializing chiefly in the field of ordnance science and technology. Contributions within the above scope all over the world are welcome. 展开更多
关键词 WELCOME PUBLICATIONS quarterly CIRCLES representative submitted elsewhere italic PERMISSION LISTED
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WORLD NEWS IN BRIEF
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《国际展望》 北大核心 1993年第17期32-32,共1页
African National Congress leader Nelson Mandela said the new South Africa will definitely recognize the People’s Requblic of China as the sole representative of the whole Chinese nation. Mandela made the remarks in a... African National Congress leader Nelson Mandela said the new South Africa will definitely recognize the People’s Requblic of China as the sole representative of the whole Chinese nation. Mandela made the remarks in an open statement conveyed by Joe Slovo, national chairman of the South African Communist Party, in Beijing on August 17. 展开更多
关键词 AFRICAN conveyed representative definitely chairman recognize REMARKS NELSON LEADER STATEMENT
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New judging model of fuzzy cluster optimal dividing based on rough sets theory
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作者 Wang Yun Liu Qinghong +1 位作者 Mu Yong Shi Kaiquan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期392-397,共6页
To investigate the judging problem of optimal dividing matrix among several fuzzy dividing matrices in fuzzy dividing space, correspondingly, which is determined by the various choices of cluster samples in the totali... To investigate the judging problem of optimal dividing matrix among several fuzzy dividing matrices in fuzzy dividing space, correspondingly, which is determined by the various choices of cluster samples in the totality sample space, two algorithms are proposed on the basis of the data analysis method in rough sets theory: information system discrete algorithm (algorithm 1) and samples representatives judging algorithm (algorithm 2). On the principle of the farthest distance, algorithm 1 transforms continuous data into discrete form which could be transacted by rough sets theory. Taking the approximate precision as a criterion, algorithm 2 chooses the sample space with a good representative. Hence, the clustering sample set in inducing and computing optimal dividing matrix can be achieved. Several theorems are proposed to provide strict theoretic foundations for the execution of the algorithm model. An applied example based on the new algorithm model is given, whose result verifies the feasibility of this new algorithm model. 展开更多
关键词 Rough sets theory Fuzzy optimal dividing matrix representatives of samples Fuzzy cluster analysis Information system approximate precision.
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The Development of Certified Public Accountants System in the People's Republic of China
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作者 Shanghai University of Finance and Economics Xu Zhengdan, You Jiarong, Xie Guoxing 《财会通讯(上)》 1994年第S1期31-36,共6页
Since the publication of "Everything about Arithematic, Geometry and proportion", written by Luca Paciolo, 1494, it had been for 500 years. During this period double-entry booking established by Luca Paciolo... Since the publication of "Everything about Arithematic, Geometry and proportion", written by Luca Paciolo, 1494, it had been for 500 years. During this period double-entry booking established by Luca Paciolo promotes greatly accounting practice and social economy. Since the western booking introduced from Japan in the late of Qing Dynasty, the double—entry booking also 展开更多
关键词 REPUBLIC accounting PLANNED DYNASTY PROPORTION ENTRY representative funded introd permanent
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The Thirteenth Solar-Terrestrial Physics Symposia Call for Papers
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《空间科学学报》 CAS CSCD 北大核心 2014年第3期366-366,共1页
This is the thirteenth in the series of Solar-Terrestrial Physics Symposia organized by the Scientific Committee on Solar-Terrestrial Physics(SCOSTEP)and held approximately every four years.SCOSTEP is engaged in three... This is the thirteenth in the series of Solar-Terrestrial Physics Symposia organized by the Scientific Committee on Solar-Terrestrial Physics(SCOSTEP)and held approximately every four years.SCOSTEP is engaged in three activities:long-term scientific programs,capacity building,and public outreach.The scientific programs are designed to advance our understanding of the solar terrestrial relationship using spaceand ground-based data,cutting-edge models,and theory.SCOSTEP programs are thus of interdisciplinary nature and involve scientists from all over the world.In 2013,the Climate and Weather in the 展开更多
关键词 Solar TERRESTRIAL engaged programs ORGANIZED EXTREME ADVANCE representing CUTTING SYMPOSIUM
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