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A review of test methods for uniaxial compressive strength of rocks:Theory,apparatus and data processing
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作者 Wei-Qiang Xie Xiao-Li Liu +2 位作者 Xiao-Ping Zhang Quan-Sheng Liu En-ZhiWang 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1889-1905,共17页
The uniaxial compressive strength(UCS)of rocks is a vital geomechanical parameter widely used for rock mass classification,stability analysis,and engineering design in rock engineering.Various UCS testing methods and ... The uniaxial compressive strength(UCS)of rocks is a vital geomechanical parameter widely used for rock mass classification,stability analysis,and engineering design in rock engineering.Various UCS testing methods and apparatuses have been proposed over the past few decades.The objective of the present study is to summarize the status and development in theories,test apparatuses,data processing of the existing testing methods for UCS measurement.It starts with elaborating the theories of these test methods.Then the test apparatus and development trends for UCS measurement are summarized,followed by a discussion on rock specimens for test apparatus,and data processing methods.Next,the method selection for UCS measurement is recommended.It reveals that the rock failure mechanism in the UCS testing methods can be divided into compression-shear,compression-tension,composite failure mode,and no obvious failure mode.The trends of these apparatuses are towards automation,digitization,precision,and multi-modal test.Two size correction methods are commonly used.One is to develop empirical correlation between the measured indices and the specimen size.The other is to use a standard specimen to calculate the size correction factor.Three to five input parameters are commonly utilized in soft computation models to predict the UCS of rocks.The selection of the test methods for the UCS measurement can be carried out according to the testing scenario and the specimen size.The engineers can gain a comprehensive understanding of the UCS testing methods and its potential developments in various rock engineering endeavors. 展开更多
关键词 Uniaxial compressive strength(UCS) UCS testing methods Test apparatus data processing
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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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Design of the Testing System for Jet Elements
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作者 姚晓先 莫波 李亨标 《Journal of Beijing Institute of Technology》 EI CAS 2002年第3期225-228,共4页
To analyze the errors of processing data, the testing principle for jet elements is introduced and the property of testing system is theoretically and experimentally studied. On the basis of the above, the method of p... To analyze the errors of processing data, the testing principle for jet elements is introduced and the property of testing system is theoretically and experimentally studied. On the basis of the above, the method of processing data is presented and the error formulae, which are the functions of the testing system property, are derived. Finally, the methods of reducing the errors are provided. The measured results are in correspondence with the theoretical conclusion. 展开更多
关键词 jet elements error analysis data processing testing method
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A two-sample KS test with m out of n bootstrap for massive data
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作者 XIE Xiaoyue TIAN Xinyu SHI Jian 《纯粹数学与应用数学》 2025年第4期744-760,共17页
In the era of big data,traditional statistical inference methods are faced with great challenges.Taking the two-sample distribution test scenario of big data as an example,this paper proposes the BB-KS test based on m... In the era of big data,traditional statistical inference methods are faced with great challenges.Taking the two-sample distribution test scenario of big data as an example,this paper proposes the BB-KS test based on m out of n bootstrap for solving a single-machine memory and computing constraints.It is verified to the feasibility and effectiveness of the proposed test method through theoretical analysis and numerical simulation.The results show that the BB-KS test can improve the calculation efficiency of the test to a certain extent in the single machine scenario. 展开更多
关键词 massive data two sample test the BB-KS method m out of n bootstrap
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CKF phase noise suppression algorithm of using the polynomial interpolation for CO-OFDM systems
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作者 YUAN Jianguo YU Yiran +2 位作者 SU Jie SU Chang PANG Yu 《Optoelectronics Letters》 2025年第8期468-475,共8页
A novel suppression method of the phase noise is proposed to reduce the negative impacts of phase noise in coherent optical orthogonal frequency division multiplexing(CO-OFDM)systems.The method integrates the sub-symb... A novel suppression method of the phase noise is proposed to reduce the negative impacts of phase noise in coherent optical orthogonal frequency division multiplexing(CO-OFDM)systems.The method integrates the sub-symbol second-order polynomial interpolation(SSPI)with cubature Kalman filter(CKF)to improve the precision and effectiveness of the data processing through using a three-stage processing approach of phase noise.First of all,the phase noise values in OFDM symbols are calculated by using pilot symbols.Then,second-order Newton interpolation(SNI)is used in second-order interpolation to acquire precise noise estimation.Afterwards,every OFDM symbol is partitioned into several sub-symbols,and second-order polynomial interpolation(SPI)is utilized in the time domain to enhance suppression accuracy and time resolution.Ultimately,CKF is employed to suppress the residual phase noise.The simulation results show that this method significantly suppresses the impact of the phase noise on the system,and the error floors can be decreased at the condition of 16 quadrature amplitude modulation(16QAM)and 32QAM.The proposed method can greatly improve the CO-OFDM system's ability to tolerate the wider laser linewidth.This method,compared to the linear interpolation sub-symbol common phase error compensation(LI-SCPEC)and Lagrange interpolation and extended Kalman filter(LRI-EKF)algorithms,has superior suppression effect. 展开更多
关键词 polynomial interpolation pilot symbols data processing cubature kalman filter ckf phase noise suppression coherent optical orthogonal frequency division multiplexing co ofdm systemsthe suppression method phase noise
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Obtaining 2D Soil Resistance Profiles from the Integration of Electrical Resistivity Data and Standard Penetration Test (SPT) and Light Dynamic Penetrometer (DPL) Resistance Tests—Applications in Mass Movements Studies
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作者 Cassiano Antonio Bortolozo Tatiana Sussel Gonçalves Mendes +10 位作者 Mariana Ferreira Benessiuti Motta Silvio Jorge Coelho Simões Tristan Pryer Daniel Metodiev Marcio Roberto Magalhães de Andrade Maiconn Vinicius de Moraes Danielle Silva de Paula Nélio José Bastos Luana Albertani Pampuch Rodolfo Moreda Mendes Marcio Augusto Ernesto de Moraes 《International Journal of Geosciences》 2023年第9期840-854,共15页
In Brazil and various regions globally, the initiation of landslides is frequently associated with rainfall;yet the spatial arrangement of geological structures and stratification considerably influences landslide occ... In Brazil and various regions globally, the initiation of landslides is frequently associated with rainfall;yet the spatial arrangement of geological structures and stratification considerably influences landslide occurrences. The multifaceted nature of these influences makes the surveillance of mass movements a highly intricate task, requiring an understanding of numerous interdependent variables. Recent years have seen an emergence in scholarly research aimed at integrating geophysical and geotechnical methodologies. The conjoint examination of geophysical and geotechnical data offers an enhanced perspective into subsurface structures. Within this work, a methodology is proposed for the synchronous analysis of electrical resistivity geophysical data and geotechnical data, specifically those extracted from the Light Dynamic Penetrometer (DPL) and Standard Penetration Test (SPT). This study involved a linear fitting process to correlate resistivity with N10/SPT N-values from DPL/SPT soundings, culminating in a 2D profile of N10/SPT N-values predicated on electrical profiles. The findings of this research furnish invaluable insights into slope stability by allowing for a two-dimensional representation of penetration resistance properties. Through the synthesis of geophysical and geotechnical data, this project aims to augment the comprehension of subsurface conditions, with potential implications for refining landslide risk evaluations. This endeavor offers insight into the formulation of more effective and precise slope management protocols and disaster prevention strategies. 展开更多
关键词 GEOPHYSICS Geotechnical data Electrical Resistivity Method Standard Penetration Test (SPT) Light Dynamic Penetrometer (DPL) Mass Movements
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A method to obtain the wind field characteristics of super-large aperture radio telescope site based on single-point wind tower and numerical simulation 被引量:5
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作者 Fei-Long He Qian Xu +1 位作者 Na Wang Chun-Hua Zhu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2020年第12期270-278,共9页
The influence of wind on the pointing accuracy of large aperture radio telescopes is becoming increasingly serious, especially at high observing frequency. Obtaining the wind field characteristics efficiently is very ... The influence of wind on the pointing accuracy of large aperture radio telescopes is becoming increasingly serious, especially at high observing frequency. Obtaining the wind field characteristics efficiently is very important to reduce the wind disturbance on antenna structure. In this paper, an error evaluation of numerical simulation method is established based on the measured data of single point wind tower, and the wind field characteristics are obtained from the evaluated numerical simulation results combined with the measured data for the 110 m aperture Qi Tai radio Telescope(QTT) site. According to the simulation results, compared with the measured data, the root mean square error(RMSE) of wind speed is less than 1 m s^-1, and the minimum wind speed RMSE is 0.2 m s^-1. An analysis of the wind field characteristics of the QTT site suggests that the active wind resistance design of the antenna periphery should focus on the SSW(south-south-west) direction. 展开更多
关键词 telescopes site testing methods:data analysis
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Detecting the Nonlinearity of Fish Acoustic Signals
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作者 REN Xinmin YIN Li 《Journal of Ocean University of China》 SCIE CAS 2006年第3期278-282,共5页
This paper discusses the nonlinearity of fish acoustic signals by using the surrogate data method. We compare the difference of three test statistics - time-irreversibility Trey, correlation dimension D2 and auto mutu... This paper discusses the nonlinearity of fish acoustic signals by using the surrogate data method. We compare the difference of three test statistics - time-irreversibility Trey, correlation dimension D2 and auto mutual information function I between the original data and the surrogate data. We come to the conclusion that there exists nonlinearity in the fish acoustic signals and there exist deterministic nonlinear components; therefore nonlinear dynamic theory can be used to analyze fish acoustic signals. 展开更多
关键词 fish acoustic signals NONLINEARITY surrogate data method null hypothesis test statistics
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Quantitative Analysis of Seeing with Height and Time at Muztagh-Ata Site Based on ERA5 Database
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作者 Xiao-Qi Wu Cun-Ying Xiao +3 位作者 Ali Esamdin Jing Xu Ze-Wei Wang Luo Xiao 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2024年第1期87-95,共9页
Seeing is an important index to evaluate the quality of an astronomical site.To estimate seeing at the Muztagh-Ata site with height and time quantitatively,the European Centre for Medium-Range Weather Forecasts reanal... Seeing is an important index to evaluate the quality of an astronomical site.To estimate seeing at the Muztagh-Ata site with height and time quantitatively,the European Centre for Medium-Range Weather Forecasts reanalysis database(ERA5)is used.Seeing calculated from ERA5 is compared consistently with the Differential Image Motion Monitor seeing at the height of 12 m.Results show that seeing decays exponentially with height at the Muztagh-Ata site.Seeing decays the fastest in fall in 2021 and most slowly with height in summer.The seeing condition is better in fall than in summer.The median value of seeing at 12 m is 0.89 arcsec,the maximum value is1.21 arcsec in August and the minimum is 0.66 arcsec in October.The median value of seeing at 12 m is 0.72arcsec in the nighttime and 1.08 arcsec in the daytime.Seeing is a combination of annual and about biannual variations with the same phase as temperature and wind speed indicating that seeing variation with time is influenced by temperature and wind speed.The Richardson number Ri is used to analyze the atmospheric stability and the variations of seeing are consistent with Ri between layers.These quantitative results can provide an important reference for a telescopic observation strategy. 展开更多
关键词 site testing atmospheric effects methods:data analysis telescopes EARTH
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Evaluation of Third-Order Method for the Tests of Variance Component in Linear Mixed Models
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作者 Yanyan Wu Augustine Wong +1 位作者 Georges Monette Laurent Briollais 《Open Journal of Statistics》 2015年第4期233-244,共12页
Mixed models provide a wide range of applications including hierarchical modeling and longitudinal studies. The tests of variance component in mixed models have long been a methodological challenge because of its boun... Mixed models provide a wide range of applications including hierarchical modeling and longitudinal studies. The tests of variance component in mixed models have long been a methodological challenge because of its boundary conditions. It is well documented in literature that the traditional first-order methods: likelihood ratio statistic, Wald statistic and score statistic, provide an excessively conservative approximation to the null distribution. However, the magnitude of the conservativeness has not been thoroughly explored. In this paper, we propose a likelihood-based third-order method to the mixed models for testing the null hypothesis of zero and non-zero variance component. The proposed method dramatically improved the accuracy of the tests. Extensive simulations were carried out to demonstrate the accuracy of the proposed method in comparison with the standard first-order methods. The results show the conservativeness of the first order methods and the accuracy of the proposed method in approximating the p-values and confidence intervals even when the sample size is small. 展开更多
关键词 FAMILY data GENETIC VARIANT LIKELIHOOD Ratio Test RANDOM Effects THIRD-ORDER Method Variance Component
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Interpretation of data and treatment of Jing-well point temperatures test
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作者 Lei-Ming Wang Kang Tan Li-Hao Chen 《TMR Theory and Hypothesis》 2019年第4期260-266,共7页
The Jing-well point temperatures test method is a method to diagnose and guide the treatment of diseases by measuring the subjects' symmetrical well point temperature. it is improved from the method of knowing hea... The Jing-well point temperatures test method is a method to diagnose and guide the treatment of diseases by measuring the subjects' symmetrical well point temperature. it is improved from the method of knowing heat sensitivity. The application of Jing-well point temperatures test method is wide, and it can be used in internal and external gynecology and pediatrics and facial features department. at the same time, it has the advantage of objective and accurate diagnosis. The old law has some shortcomings, such as poor intuition, unavoidable omission of information, incomplete interpretation of information and so on. In this paper, Excel software is used to transform the data into line chart form, which improves the intuition and comprehensiveness of this method, so that the data can be better interpreted and used. It is newly proposed in this article that in addition to observing the longitudinal di fference of well point temperature, more attention should be paid to the horizontal contrast difference of well point temperature in different meridians. The article also summarizes a number of treatment methods, including acupuncture, moxa moxibustion, cupping and scraping, and the selection of acupoints, including mother acupoints, tenderness points and heat-sensitive moxibustion, so that doctors can combine traditional Chinese medicine professional knowledge in clinic. 展开更多
关键词 Jing-well point temperatures test Meridian diagnostic methods Line graphs data Teatment
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有水气藏水侵特征分析方法现状及未来发展方向
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作者 李晓平 彭港珍 +5 位作者 谭晓华 权芳 邓永建 周潇君 韩晓冰 卿太雄 《天然气勘探与开发》 2026年第1期40-50,共11页
有水气藏在开发过程中有可能因水侵导致气井产能下降,甚至水淹停产而使得气藏采收率大幅降低。为了给后续研究和工程应用提供参考,系统梳理了现有水侵特征分析方法的现状与研究进展,采用文献分析与技术对比的方法,重点评述了水化学分析... 有水气藏在开发过程中有可能因水侵导致气井产能下降,甚至水淹停产而使得气藏采收率大幅降低。为了给后续研究和工程应用提供参考,系统梳理了现有水侵特征分析方法的现状与研究进展,采用文献分析与技术对比的方法,重点评述了水化学分析、生产动态判别、压力响应、开发测井与测试技术以及数据驱动等方法在水侵类型识别、水体活跃程度评价、水侵路径追踪等方面的适用性与局限性。研究结果表明:(1)水化学分析方法可有效区分不同水源类型,但响应滞后;(2)生产动态分析方法虽简便直观,但却难以定量表征水侵强度;(3)压力响应类方法能够动态监测水侵过程并定量评估其影响,但部分模型尚未充分考虑水封气等机制;(4)开发测井与测试技术具有高分辨率和较强针对性,但实施成本较高;(5)数据驱动方法在产水趋势预测方面展现出良好潜力,但其性能高度依赖于数据质量与算力支撑。结论认为,单一的水侵特征分析方法都存在着局限性,实际应用中需融合多种方法以提升水侵识别与评价的综合精度与可靠性,未来应构建兼顾物理约束与数据驱动的水侵早期预警体系,进而实现从滞后响应向早期主动防控的转变。 展开更多
关键词 有水气藏 水侵特征 水化学 生产动态 压力响应 开发测井与测试技术 数据驱动
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基于游程的改进编码测试数据压缩方案
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作者 韩光延 刘杰 蔡仁浩 《智能计算机与应用》 2026年第1期129-132,共4页
SOC复杂性的增加导致测试数据量剧增,且测试难度也随即加大,因而降低测试数据量就成为亟待解决的问题。为此提出一种编码压缩方法,针对一个SOC测试集统计其游程长度,通过游程切分方法将游程长度值转换成更小的数值来表示,减少测试数据... SOC复杂性的增加导致测试数据量剧增,且测试难度也随即加大,因而降低测试数据量就成为亟待解决的问题。为此提出一种编码压缩方法,针对一个SOC测试集统计其游程长度,通过游程切分方法将游程长度值转换成更小的数值来表示,减少测试数据集中表示游程长度所需要的二进制位数。该方法采用特殊的变长到变长的编码方案进行压缩,其目的就是通过缩小游程长度值的变化范围达到减少编码位数的效果。ISCAS89基准电路实验结果表明该方法的压缩效果与Golomb码、改进型相对游程长度编码方法等编码压缩方案相比有一定的优势。 展开更多
关键词 测试数据压缩 游程长度 切分方法 编码压缩
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基于数据挖掘的电能计量装置异常状态检测研究
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作者 洪晓伟 陈心滢 傅少荣 《今日自动化》 2026年第2期115-117,共3页
为实现对电能计量装置异常状态的感知,基于数据挖掘技术的应用,以某电能计量装置为例,对其异常状态检测方法展开设计。利用数据挖掘中的分层平均聚类算法,对电力测量设备的各种数据进行分析,实现装置运行数据的挖掘;以挖掘数据为基础,... 为实现对电能计量装置异常状态的感知,基于数据挖掘技术的应用,以某电能计量装置为例,对其异常状态检测方法展开设计。利用数据挖掘中的分层平均聚类算法,对电力测量设备的各种数据进行分析,实现装置运行数据的挖掘;以挖掘数据为基础,进行计量装置中用电类别数据特征的提取;引进多变量线性回归模型,实现电能计量装置联机故障检测。对比试验结果表明,采用设计方法后,可以实现对装置不同异常状态的识别,为其规范化运行提供技术支持。 展开更多
关键词 数据挖掘 特征提取 检测方法 异常状态 电能计量装置
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静强度试验数据分析软件开发
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作者 秦明皇 周俊 +3 位作者 曹胜 李诗琪 黄玥蕾 李雨宵 《工程与试验》 2026年第1期89-92,共4页
在结构静强度试验中,试验数据的处理和分析、输出电测报告是非常重要的环节。针对目前试验数据处理和分析几乎完全依赖人工的问题,开发了结构静强度试验数据分析软件。采用最小二乘法对试验数据进行线性拟合,计算R2反映试验数据的线性度... 在结构静强度试验中,试验数据的处理和分析、输出电测报告是非常重要的环节。针对目前试验数据处理和分析几乎完全依赖人工的问题,开发了结构静强度试验数据分析软件。采用最小二乘法对试验数据进行线性拟合,计算R2反映试验数据的线性度,计算相同载荷下试验数据的误差值反映数据的重复性和对称性。在输出的电测报告中,如何选择合适的数据绘制曲线于同一图形是非常重要的内容。采用DBSCAN算法对试验数据进行聚类,得到了合适的数据簇以产生适宜的图形曲线。基于以上方式,有效提升了数据处理分析效率。 展开更多
关键词 结构静强度 试验数据 软件开发 最小二乘法 线性拟合 DBSCAN
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智能工程测量系统的集成与测试方法研究
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作者 侯继文 《智能建筑与智慧城市》 2026年第2期58-60,共3页
文章分析了智能工程测量系统的基础理论,包括系统构成及关键技术,随后,探讨了硬件、软件及多源数据融合的集成方法,以确保系统高效协同运行。针对测量系统的性能评估,构建了系统测试指标体系,并详细阐述了测试方法,以期提升测量系统的... 文章分析了智能工程测量系统的基础理论,包括系统构成及关键技术,随后,探讨了硬件、软件及多源数据融合的集成方法,以确保系统高效协同运行。针对测量系统的性能评估,构建了系统测试指标体系,并详细阐述了测试方法,以期提升测量系统的可靠性和适应性,为开展智能工程测量技术的工作提供参考。 展开更多
关键词 智能工程测量 系统集成 多源数据融合 测试方法 误差分析
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Effect of Sample Disturbance on Unconfined Compression Strength of Natural Marine Clays 被引量:15
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作者 刘汉龙 洪振舜 《海洋工程:英文版》 2003年第3期407-416,共10页
Quantitatively correcting the unconfined compressive strength for sample disturbance is an important research project in the practice of ocean engineering and geotechnical engineering. In this study, the specimens of ... Quantitatively correcting the unconfined compressive strength for sample disturbance is an important research project in the practice of ocean engineering and geotechnical engineering. In this study, the specimens of undisturbed natural marine clay obtained from the same depth at the same site were deliberately disturbed to different levels. Then, the specimens with different extents of sample disturbance were trimmed for both oedometer tests and unconfined compression tests. The degree of sample disturbance SD is obtained from the oedometer test data. The relationship between the unconfined compressive strength q u and SD is studied for investigating the effect of sample disturbance on q u. It is found that the value of q u decreases linearly with the increase in SD. Then, a simple method of correcting q u for sample disturbance is proposed. Its validity is also verified through analysis of the existing published data. 展开更多
关键词 correcting method degree of sample disturbance liquid limit natural marine clays natural water content oedometer test data unconfined compressive strength
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Accurate estimation of soil shear strength parameters 被引量:1
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作者 CHEN Li-hong LI Xu +2 位作者 XU Yao CHEN Zu-yu DENG Gang 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第4期1000-1010,共11页
The cost and safety of geotechnical engineering are highly depending on the accuracy of soil shear strength parameters.There are three methods often used to estimate soil shear strength parameters,i.e.,moment method,3... The cost and safety of geotechnical engineering are highly depending on the accuracy of soil shear strength parameters.There are three methods often used to estimate soil shear strength parameters,i.e.,moment method,3-sigma rule and linear regression method.In this study,the accuracy of these three methods is compared.Traditional linear regression method(LRM)can only offer the mean of shear strength parameters.Some engineers misuse the standard error of shear strength indexes as the standard deviations.Such misuse may highly underestimate the uncertainty and induce high risk to the geotechnical design.A modified LRM is proposed to determine both the mean and variance of shear strength parameters.The moment method,three-sigma rule and LRM are used to analyze the tri-axial test data in Xiaolangdi Hydraulic Project and three numerical shear strength tests.The results demonstrate that:1)The modified LRM can offer the most accurate estimation to shear strength parameters;2)A dimensionless formula is much preferred in LRM rather than a dimensional formula.The stress ratio formula is much better than stress relation in the shear strength parameter analysis.The proposed method is applicable to shear strength parameter analysis for tri-axial test data,direct shear test and the un-drained shear strength test of stratified clay. 展开更多
关键词 linear regression method shear strength index tri-axial test reliability analysis data analysis UNCERTAINTY
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基于Super smoother和3σ原理的列车动态测试趋势性异常数据清洗方法与分析 被引量:9
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作者 左建勇 冯富人 丁景贤 《仪器仪表学报》 EI CAS CSCD 北大核心 2020年第10期65-73,共9页
列车动态测试存在数据采集环境干扰大,重复成本高等问题,需要尽可能的从存在异常的数据中保留更多的有效信息。本文针对其中存在的长周期,低频率的趋势性异常数据清洗问题,首先介绍了一种基于Super smoother和3σ原理的数据清洗方法。... 列车动态测试存在数据采集环境干扰大,重复成本高等问题,需要尽可能的从存在异常的数据中保留更多的有效信息。本文针对其中存在的长周期,低频率的趋势性异常数据清洗问题,首先介绍了一种基于Super smoother和3σ原理的数据清洗方法。然后通过与其他常用异常数据清洗方法如神经网络,小波变换等的对比,分别从降噪处理,数据漂移处理,缺失数据补充处理和短暂快速异常波动处理四个方面对方法的数据清洗能力进行了分析和验证,结果表明清洗后数据的Pearson系数由0.785上升到0.923,方法在快速清洗和数据修补方面具有较大优势。最后以某城轨列车制动温升试验数据为例,对实际线路测试数据进行了数据清洗处理,结果表明方法能够较好的解决列车动态测试中存在的趋势性异常数据清洗问题。 展开更多
关键词 列车动态测试 趋势性异常数据 数据清洗 Super smoother方法
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Approach to minish scattering of results for split Hopkinson pressure bar test 被引量:1
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作者 李夕兵 周子龙 赵阳升 《Journal of Central South University of Technology》 EI 2007年第3期404-407,共4页
Split Hopkinson pressure bar(SHPB) apparatus, usually used for testing behavior of material in median and high strain-rate, is now widely used in the study of rock dynamic constitutive relation, damage evolvement me... Split Hopkinson pressure bar(SHPB) apparatus, usually used for testing behavior of material in median and high strain-rate, is now widely used in the study of rock dynamic constitutive relation, damage evolvement mechanism and energy consumption. However, the possible reasons of sampling disturbance, machining error and so on often lead to the scattering of test results, and bring ultimate difficulty for forming general test conclusion. Based on the stochastic finite element method, the uncertain parameters of specimen density ps, specimen radius Rs, specimen elastic modulus Es and specimen length Ls in the data processing of SHPB test were considered, and the correlation between the parameters and the test results was analyzed. The results show that the specimen radius Rs has direct correlation with the test result, improving the accuracy in preparing and measuring of specimen is an effective way to improve the accuracy of test and minish the scattering of results for SHPB test. 展开更多
关键词 split Hopkinson pressure bar test data scattering stochastic finite element method(SFEM)
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