期刊文献+
共找到543篇文章
< 1 2 28 >
每页显示 20 50 100
A review of test methods for uniaxial compressive strength of rocks:Theory,apparatus and data processing
1
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
在线阅读 下载PDF
Data-driven methods for predicting the representative temperature of bridge cable based on limited measured data
2
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
在线阅读 下载PDF
Design of the Testing System for Jet Elements
3
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
在线阅读 下载PDF
CKF phase noise suppression algorithm of using the polynomial interpolation for CO-OFDM systems
4
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
原文传递
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
5
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
在线阅读 下载PDF
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:4
6
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
在线阅读 下载PDF
Detecting the Nonlinearity of Fish Acoustic Signals
7
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
在线阅读 下载PDF
Quantitative Analysis of Seeing with Height and Time at Muztagh-Ata Site Based on ERA5 Database
8
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
在线阅读 下载PDF
Evaluation of Third-Order Method for the Tests of Variance Component in Linear Mixed Models
9
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
暂未订购
Interpretation of data and treatment of Jing-well point temperatures test
10
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
暂未订购
Effect of Sample Disturbance on Unconfined Compression Strength of Natural Marine Clays 被引量:15
11
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
在线阅读 下载PDF
Accurate estimation of soil shear strength parameters 被引量:1
12
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
在线阅读 下载PDF
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:8
13
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
原文传递
Approach to minish scattering of results for split Hopkinson pressure bar test 被引量:1
14
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)
在线阅读 下载PDF
Spatial Model of Sky Brightness Magnitude in Langkawi Island, Malaysia
15
作者 Mohammad Redzuan Tahar Farahana Kamarudin +5 位作者 Roslan Umar Mohd Khairul Amri Kamarudin Nor Hazmin Sabri Karzaman Ahmad Sobri Abdul Rahim Mohd Sharul Aikal Baharim 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2017年第4期57-66,共10页
Sky brightness is an essential topic in the field of astronomy, especially for optical astronom- ical observations that need very clear and dark sky conditions. This study presents the spatial model of sky brightness ... Sky brightness is an essential topic in the field of astronomy, especially for optical astronom- ical observations that need very clear and dark sky conditions. This study presents the spatial model of sky brightness magnitude in Langkawi Island, Malaysia. Two types of Sky Quality Meter (SQM) manu- factured by Unihedron are used to measure the sky brightness on a moonless night (or when the Moon is below the horizon), when the sky is cloudless and the locations are at least 100 m from the nearest light source. The selected locations are marked by their GPS coordinates. The sky brightness data obtained in this study were interpolated and analyzed using a Geographic Information System (GIS), thus producing a spatial model of sky brightness that clearly shows the dark and bright sky areas in Langkawi Island. Surprisingly, our results show the existence of a few dark sites nearby areas of high human activity. The sky brightness of 21.45 mag arcsec-2 in the Johnson-Cousins V-band, as the average of sky brightness equivalent to 2.8 × 10-4cd m-2 over the entire island, is an indication that the island is, overall, still relatively dark. However, the amount of development taking place might reduce the number in the near future as the island is famous as a holiday destination. 展开更多
关键词 light pollution - atlases - site testing - methods data analysis
在线阅读 下载PDF
基于滑动窗口和斜率特征的振弦式传感器数据清洗方法 被引量:1
16
作者 陈建勋 陈辉 +3 位作者 罗彦斌 罗华 陈浩 李昌鹏 《中国公路学报》 北大核心 2025年第5期134-145,共12页
隧道结构健康监测自诊断和状态评估都是建立在数据分析的基础上,但传感器所获取的数据不可避免地会出现诸多异常数据。这些异常数据不仅包含非结构性因素引起的干扰信息,还包括结构性因素引起的损伤信息。如何提取淹没在异常数据中的有... 隧道结构健康监测自诊断和状态评估都是建立在数据分析的基础上,但传感器所获取的数据不可避免地会出现诸多异常数据。这些异常数据不仅包含非结构性因素引起的干扰信息,还包括结构性因素引起的损伤信息。如何提取淹没在异常数据中的有用损伤信息,并剔除无用的干扰信息成为了重点。根据异常数据变化率的不稳定、不连续性,提出一种滑动斜率异常检测和数据重构法。首先,采用滑动窗口对数据进行动态分段处理,再对各窗口内数据进行最小二乘线性拟合,得到斜率和截距向量;其次,根据斜率的方差和拟合优度设置阈值,检测并剔除离散程度较大、拟合程度较差的斜率和截距值;最后,利用回归计算和中位数法进行数据重构。基于钢筋混凝土试件损伤试验数据和现场监测的异常数据,对所提方法与传统3σ法、滑动中值滤波、小波变换和经验模态分解法的应用效果进行对比。结果表明:所提方法能够有效清洗其他方法难以处理的增益和偏移数据,能有效识别和清洗数据的异常趋势,同时不破坏原有的结构性损伤数据,保证了监测数据的质量,能够满足实际应用的需要。 展开更多
关键词 隧道工程 时间序列数据 数据清洗 滑动斜率检测法 振弦式传感器 滑动窗口 损伤试验
原文传递
Knockoff方法研究进展综述
17
作者 袁攀旭 李高荣 《应用概率统计》 CSCD 北大核心 2024年第3期463-497,共35页
随着现代科学技术的快速发展,大数据时代正向我们走来.此时,统计方法的可重复性对于提高科学研究的严谨性至关重要.Barber和Candès[48]提出的knockoff方法是一种可结合任意特征重要性得分的变量选择算法,在发现真实效应的同时严格... 随着现代科学技术的快速发展,大数据时代正向我们走来.此时,统计方法的可重复性对于提高科学研究的严谨性至关重要.Barber和Candès[48]提出的knockoff方法是一种可结合任意特征重要性得分的变量选择算法,在发现真实效应的同时严格控制错误发现率(false discovery rate,FDR),其核心想法是构造称为knockoff的合成变量来模仿原始变量之间的相关结构.该方法无需计算p-值而在近年来受到广泛关注,成为当今统计和机器学习最热点的研究领域.本文主要介绍knockoff方法的最新研究进展,并简要探讨未来可能的研究方向. 展开更多
关键词 knockoff方法 多重假设检验 错误发现率 高维数据 稀疏性 变量选择 可重复性
在线阅读 下载PDF
基于多重精度降雨数据的北京市极端降雨事件研究
18
作者 张伟 王璇 +1 位作者 孙慧超 李俊奇 《水资源保护》 北大核心 2025年第2期123-132,157,共11页
基于北京基本站1987—2016年逐分钟精度降雨数据,利用Kruskal-Wallis检验对1 min、1 h、3 h、6 h等不同精度数据获取的极端降雨事件样本进行统计分析,比较短历时极端降雨(SEP)、长历时极端降雨(LEP)、持续性极端降雨(PEP)3类极端降雨事... 基于北京基本站1987—2016年逐分钟精度降雨数据,利用Kruskal-Wallis检验对1 min、1 h、3 h、6 h等不同精度数据获取的极端降雨事件样本进行统计分析,比较短历时极端降雨(SEP)、长历时极端降雨(LEP)、持续性极端降雨(PEP)3类极端降雨事件降雨特征指标的差异,并利用Sen’s斜率、Mann-Kendall检验、有序聚类等方法探究了极端降雨事件的时间变化规律。结果表明:北京市极端降雨以LEP事件为主,降雨数据精度会显著影响降水量和降雨历时的统计结果,1 h精度降雨数据可基本反映极端降雨事件的主要时间特征;数据精度差异会造成极端降雨事件的降雨集中度和降雨集中期识别出现偏差,北京市极端降雨多分布于6—10月,并主要集中在7—8月,但9—10月仍存在PEP事件出现的可能;SEP和LEP事件多出现在夜间,而PEP事件在7—12时更易形成降雨峰值,对居民紧急避险和内涝应急响应造成更高潜在风险;在统计年限内,数据精度差异对降水量和降雨频率趋势预测结果的影响并不显著,但会使得降雨历时预测不确定性增加,降雨特征指标突变年份产生“跳跃”;PEP事件的降水量、降雨频率、降雨历时和降雨集中度受数据精度影响较小。 展开更多
关键词 极端降雨事件 多重精度降雨数据 Kruskal-Wallis检验 Sen’s斜率法 MANN-KENDALL检验 有序聚类法 北京市
在线阅读 下载PDF
基于解空间树的嵌入式软件测试数据生成方法
19
作者 李萍 杨丹 《邵阳学院学报(自然科学版)》 2025年第1期49-59,共11页
嵌入式软件中存在一些关键功能区域或者容易出现故障的区域。传统的测试数据生成方法可能是均匀地生成测试数据,而没有重点关注这些关键区域,导致存在大量冗余数据,降低了数据生成效果。对此,提出一种基于解空间树的嵌入式软件测试数据... 嵌入式软件中存在一些关键功能区域或者容易出现故障的区域。传统的测试数据生成方法可能是均匀地生成测试数据,而没有重点关注这些关键区域,导致存在大量冗余数据,降低了数据生成效果。对此,提出一种基于解空间树的嵌入式软件测试数据生成方法。首先针对原始源数据集进行数据预处理,然后基于处理后的数据,将原始源数据集的解空间表示为树状结构,满足覆盖标准,并有效减少冗余测试数据,提高测试效率。最后采用深度优先搜索与遗传算法相结合的方法对解空间树进行搜索,以生成嵌入式软件测试数据。结果表明,经过多个方面的评估,所研究方法的测试数据覆盖率在0.90~1.00之间,数据平衡指数始终高于0.97,且测试数据生成时间较短,说明该方法的数据生成效果较好,具有实用性。 展开更多
关键词 解空间树 嵌入式软件 测试数据 深度优先搜索 遗传算法 生成方法
在线阅读 下载PDF
基于最优路径相似度度量的MPI程序路径覆盖测试方法
20
作者 袁剑锋 刘佳 郭建卫 《电脑与信息技术》 2025年第1期41-47,共7页
针对消息传递接口(Message Passing Interface,MPI)程序中,路径覆盖路径相似度度量方法在测试数据生成方面效率较低的问题,提出一种高效且高可靠性的测试路径度量方法。该方法首先基于不同的相似性度量方法,度量MPI程序路径间的相似度,... 针对消息传递接口(Message Passing Interface,MPI)程序中,路径覆盖路径相似度度量方法在测试数据生成方面效率较低的问题,提出一种高效且高可靠性的测试路径度量方法。该方法首先基于不同的相似性度量方法,度量MPI程序路径间的相似度,并运用协同进化算法产生测试数据;然后,对比在不同的相似性度量方法下,产生覆盖MPI程序目标路径测试数据的有效性和效率;最后,确定对应最高有效性和效率的相似度度量方法为最优路径相似度公式。所提出的验证方法被应用于7个并行程序上,实验结果表明,所提方法在生成测试数据方面具有最高的效率和有效性。 展开更多
关键词 相似度度量方法 测试数据生成 路径覆盖测试 MPI程序 协同进化算法
在线阅读 下载PDF
上一页 1 2 28 下一页 到第
使用帮助 返回顶部