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Estimation of mass transfer coefficient in ozone absorption by linear least square fitting and Simplex search methods 被引量:1
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作者 海景 张刚 程江 《Journal of Central South University》 SCIE EI CAS 2012年第12期3396-3399,共4页
For physical ozone absorption without reaction,two parametric estimation methods,i.e.the common linear least square fitting and non-linear Simplex search methods,were applied,respectively,to determine the ozone mass t... For physical ozone absorption without reaction,two parametric estimation methods,i.e.the common linear least square fitting and non-linear Simplex search methods,were applied,respectively,to determine the ozone mass transfer coefficient during absorption and both methods give almost the same mass transfer coefficient.While for chemical absorption with ozone decomposition reaction,the common linear least square fitting method is not applicable for the evaluation of ozone mass transfer coefficient due to the difficulty of model linearization for describing ozone concentration dissolved in water.The nonlinear Simplex method obtains the mass transfer coefficient by minimizing the sum of the differences between the simulated and experimental ozone concentration during the whole absorption process,without the limitation of linear relationship between the dissolved ozone concentration and absorption time during the initial stage of absorption.Comparison of the ozone concentration profiles between the simulation and experimental data demonstrates that Simplex method may determine ozone mass transfer coefficient during absorption in an accurate and high efficiency way with wide applicability. 展开更多
关键词 linear least square fitting Simplex search method ozone absorption mass transfer coefficient
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Linear-fitting-based similarity coefficient map for tissue dissimilarity analysis in T2^*-w magnetic resonance imaging
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作者 余绍德 伍世宾 +5 位作者 王浩宇 魏新华 陈鑫 潘万龙 Hu Jiani 谢耀钦 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第12期610-615,共6页
Similarity coefficient mapping(SCM) aims to improve the morphological evaluation of T*2weighted magnetic resonance imaging(T*2-w MRI). However, how to interpret the generated SCM map is still pending. Moreover, ... Similarity coefficient mapping(SCM) aims to improve the morphological evaluation of T*2weighted magnetic resonance imaging(T*2-w MRI). However, how to interpret the generated SCM map is still pending. Moreover, is it probable to extract tissue dissimilarity messages based on the theory behind SCM? The primary purpose of this paper is to address these two questions. First, the theory of SCM was interpreted from the perspective of linear fitting. Then, a term was embedded for tissue dissimilarity information. Finally, our method was validated with sixteen human brain image series from multiecho T*2-w MRI. Generated maps were investigated from signal-to-noise ratio(SNR) and perceived visual quality, and then interpreted from intra- and inter-tissue intensity. Experimental results show that both perceptibility of anatomical structures and tissue contrast are improved. More importantly, tissue similarity or dissimilarity can be quantified and cross-validated from pixel intensity analysis. This method benefits image enhancement, tissue classification, malformation detection and morphological evaluation. 展开更多
关键词 T*2-w magnetic resonance imaging similarity coefficient map linear fitting tissue dissimilarity
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Research on the Model of Linear Data Fitting Method
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作者 Qiang ZHANG 《International Journal of Technology Management》 2015年第3期53-55,共3页
By using the method of least square linear fitting to analyze data do not exist errors under certain conditions, in order to make the linear data fitting method that can more accurately solve the relationship expressi... By using the method of least square linear fitting to analyze data do not exist errors under certain conditions, in order to make the linear data fitting method that can more accurately solve the relationship expression between the volume and quantity in scientific experiments and engineering practice, this article analyzed data error by commonly linear data fitting method, and proposed improved process of the least distance squ^re method based on least squares method. Finally, the paper discussed the advantages and disadvantages through the example analysis of two kinds of linear data fitting method, and given reasonable control conditions for its application. 展开更多
关键词 Data fitting least square method error analysis least distance square method linear correlation
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函数系数自回归模型推广形式的Back-Fitting估计 被引量:1
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作者 武志辉 惠军 《合肥工业大学学报(自然科学版)》 CAS CSCD 北大核心 2008年第6期985-987,991,共4页
文章针对时间序列中函数系数自回归模型给出其推广形式,借助向后拟合的思想介绍推广形式中函数系数部分和参数部分的估计,该方法可以得到模型中的常值系数估计量的精确表达式;并通过一个数值模拟表明所提出的估计方法具有可行性和稳定性。
关键词 时间序列 函数系数自回归模型 局部线性估计 向后拟合法
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Displacement Response Reconstruction of Slender Flexible Structures Based on Cubic Spline Fitting Method 被引量:3
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作者 HAN Qing-hua MA Ye-xuan +1 位作者 FENG Xin-xin XU Wan-hai 《China Ocean Engineering》 SCIE EI CSCD 2019年第2期226-236,共11页
How to reconstruct a dynamic displacement of slender flexible structures is the key technology to develop smart structures and structural health monitoring(SHM), which are beneficial for controlling the structural vib... How to reconstruct a dynamic displacement of slender flexible structures is the key technology to develop smart structures and structural health monitoring(SHM), which are beneficial for controlling the structural vibration and protecting the structural safety. In this paper, the displacement reconstruction method based on cubic spline fitting is put forward to reconstruct the dynamic displacement of slender flexible structures without the knowledge of modeshapes and applied loading. The obtained strains and displacements are compared with the results calculated by ABAQUS to check the method's validity. It can be found that the proposed method can accurately identify the strains and displacement of slender flexible structures undergoing linear vibrations, nonlinear vibrations, and parametric vibrations. Under the concentrated force, the strains of slender flexible structures will change suddenly along the axial direction. With locally densified measurement points, the present reconstruction method still works well for the strain concentration problem. 展开更多
关键词 DISPLACEMENT RECONSTRUCTION CUBIC SPLINE fitting slender flexible structures linear vibrations PARAMETRIC vibrations nonlinear vibrations
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The Parameters Fitting in High-strength Concrete Mix Proportion Experiment 被引量:1
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作者 潘昊 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2005年第1期102-103,共2页
Parameters that need to be fitted in High-Strength concrete mix proportion expe riment and two equation models that are referenced in the experiment are discuss ed. The reasoning and implement of the corresponding lin... Parameters that need to be fitted in High-Strength concrete mix proportion expe riment and two equation models that are referenced in the experiment are discuss ed. The reasoning and implement of the corresponding linear fitting algorithm ar e demonstrated.Parmeter fitting is realized by value estimate method of mathemat ical statistics.This paper combines mathematical statisitics,linear equations an d template thought together successfully and discussed an efficient parameter fi tting method based on strength equation model and water consumption equation mod el. 展开更多
关键词 TEMPLATE linear fitting TYPE
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Study on Variation of Fitting Goodness of Relation Between Earthquake Frequency and Magnitude before Moderately Strong Earthquakes (Ms≥5.0) 被引量:1
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作者 Li Zhixiong,Zhang Guomin,Fu Zhengxiang,and Zhang YongxianState Seismological Bureau,Beijing 100036,China Center for Analysis and Prediction,SSB,Beijing 100036,China 《Earthquake Research in China》 1996年第4期20-28,共9页
In this paper,characteristics of spatial and temporal variation of linear fitting goodness before some moderately strong earthquakes(Ms≥5.0)in the eastern part of China(east of longitude 180)are studied according to ... In this paper,characteristics of spatial and temporal variation of linear fitting goodness before some moderately strong earthquakes(Ms≥5.0)in the eastern part of China(east of longitude 180)are studied according to the famous Gutenberg-Richter’s relation expressed as lgN=a-bM,by using the moderate and small events that occurred in and around the source area.The results show that the linear goodness of fitting varies abnormally prior to these moderately strong earthquakes.In the early stage of the earthquake preparatory process,distribution of the energy released through small events in and around the source area is isostatic and the fitting goodness approximates 1,while the distribution of the energy turns to be isostatic before moderately strong earthquakes,leading to the obvious decrease of the linear goodness of fitting.This phenomenon could be a medium term anomaly and a medium term criterion for moderately strong earthquake prediction. 展开更多
关键词 RELATION BETWEEN earthquake frequency and MAGNITUDE linear GOODNESS of fitting Medium TERM criterion for moderately strong EARTHQUAKES
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An Interesting Fitting Formula of Quark Masses
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作者 LIU Da-Qing 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第6X期1027-1030,共4页
We show an interesting empirical formula of quark masses here, which is obtained by implementing the east squares fit. In this formula the measured QCD coupling is almost a "best fitting coupling".
关键词 quark mass linear fitting
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半变系数模型的Back-Fitting估计
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作者 程慧燕 《应用泛函分析学报》 2017年第1期113-118,共6页
针对半变系数回归模型给出了一种后向拟合方法,该方法可得到模型中常值系数估计量的精确表达式;同时给出了实验设计方法和数值模拟结果,用于验证所提出的估计方法对估计常值系数具有满意的精度和稳定性.
关键词 半变系数模型 局部线性拟合 后向拟合法 广义交叉确认法
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洛阳盾构隧道地表沉降Peck公式参数修正
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作者 郜新军 魏文宇 +1 位作者 李珊珊 苏庆辉 《郑州大学学报(工学版)》 CAS 北大核心 2025年第1期75-81,共7页
为准确预测洛阳粉质黏土与砂卵石复合地层中的盾构隧道地表沉降量,采用线性回归拟合方法,对洛阳地铁某区间隧道盾构掘进时的地表沉降监测数据进行拟合,引入地表最大沉降修正系数α和沉降槽宽度修正系数β对单线Peck公式进行修正。结果表... 为准确预测洛阳粉质黏土与砂卵石复合地层中的盾构隧道地表沉降量,采用线性回归拟合方法,对洛阳地铁某区间隧道盾构掘进时的地表沉降监测数据进行拟合,引入地表最大沉降修正系数α和沉降槽宽度修正系数β对单线Peck公式进行修正。结果表明:针对单线隧道,采用线性回归方法拟合隧道横断面地表沉降得到的曲线与实际监测数据吻合度高,当修正系数α为0.4~0.9、β为0.5~0.7时得到的修正Peck公式精度最高;针对双线隧道,该地层下的地表沉降基本呈双峰“W”形,双线隧道的土体损失率η和沉降槽宽度系数K的分布区间分别为0.2%~0.8%和0.2~0.5,平均值分别为0.45%和0.37,且先行线的土体损失率均值、沉降槽宽度系数均值分别为后行线的1.4倍、1.3倍。研究成果可为洛阳典型粉质黏土与砂卵石复合地层中盾构隧道后续施工提供数据支撑。 展开更多
关键词 隧道盾构 粉质黏土与砂卵石复合地层 PECK公式 线性拟合 地表沉降 修正系数
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DFIT测试在长庆气田开发中的应用 被引量:3
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作者 唐梅荣 卜向前 +1 位作者 王成旺 彭瑞强 《油气井测试》 2006年第5期43-45,48,共4页
与常规的小型测试压裂不同,流体注入诊断测试(DFIT)是通过关井阶段出现的拟线性流或拟径向流阶段求取储层压力,采用改进的梅耶霍夫方法(M-method)解释储层渗透率。以长庆榆林气田一口开发井为例,依据DFIT的技术原理和测试步骤,对该并测... 与常规的小型测试压裂不同,流体注入诊断测试(DFIT)是通过关井阶段出现的拟线性流或拟径向流阶段求取储层压力,采用改进的梅耶霍夫方法(M-method)解释储层渗透率。以长庆榆林气田一口开发井为例,依据DFIT的技术原理和测试步骤,对该并测试压降数据进行解释分析,结果可信度较高,证明了该项工艺在长庆低压低渗油气田的可行性。 展开更多
关键词 拟线性径向流 拟合 地层参数
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身体活动阶段理论的阶段有效性评估:以“从无活动到保持活动的四步骤(FIT)模型”为例 被引量:3
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作者 段艳平 张茹 +1 位作者 韦晓娜 BREHM Walter 《中国运动医学杂志》 CAS CSCD 北大核心 2014年第6期568-575,共8页
本研究从阶段算法测量有效性和阶段特征两个方面,对"从无活动到保持活动的四步骤模型"(FIT模型)的阶段有效性进行全面评估。前者检验FIT模型的阶段算法是否可以将个体正确划分为"活动者"和"不活动者",后... 本研究从阶段算法测量有效性和阶段特征两个方面,对"从无活动到保持活动的四步骤模型"(FIT模型)的阶段有效性进行全面评估。前者检验FIT模型的阶段算法是否可以将个体正确划分为"活动者"和"不活动者",后者检验社会心理学变量是否随身体活动阶段变化表现出非连续性模式和非线性趋势。本研究采用横断性研究设计,以中德两国2082名成年人为研究被试(年龄:M=38.7,SD=8.67;中国人:1206人,57.9%),采用敏感性、特异性、受试者工作特征曲线(ROC曲线)、曲线下面积值(AUC值)和卡方检验考察阶段算法测量有效性及其在人口统计学变量上的差异性。此外,采用先验对比检验和趋势检验对阶段特征进行考察。研究结果包括:(1)在阶段算法测量有效性方面,敏感性指标为92.8%,特异性指标为81.5%,AUC值为0.93,表明FIT模型的阶段算法在区分活动者和不活动者上,具有较高的判别力。此外,敏感性和特异性在年龄和性别上差异均不显著,但在国籍和受教育程度上有显著差异。(2)在先验对比检验中,社会心理学变量在阶段上的非连续性模式得到证实。它们在相邻阶段间关系的假设有67.4%得到验证。在趋势检验中,所有社会心理学变量均出现显著的二次方及以上趋势,其非线性趋势得到证实。本研究在一定程度上验证了FIT模型的阶段有效性,为今后基于FIT模型身体活动阶段分类,设计阶段匹配性干预,促进成年人参与和坚持身体活动提供了理论依据。 展开更多
关键词 fit模型 阶段有效性 特异性 敏感性 非连续性模式 非线性趋势
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线性测量误差模型的lack-of-fit检验
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作者 宋卫星 崔恒建 《北京师范大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第4期462-469,共8页
基于正态假设 ,提出了测量误差模型lack of fit检验的一种方法 .在原假设下 ,检验统计量渐近服从 χ2 分布 .还就该检验的势函数与权函数的选择进行了讨论 。
关键词 线性测量误差模型 lack-of-fit检验 偏差校正 条件期望 正态假设 势函数 权函数
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A comparison of piecewise cubic Hermite interpolating polynomials,cubic splines and piecewise linear functions for the approximation of projectile aerodynamics 被引量:3
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作者 C.A.Rabbath D.Corriveau 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2019年第5期741-757,共17页
Modelling and simulation of projectile flight is at the core of ballistic computer software and is essential to the study of performance of rifles and projectiles in various engagement conditions.An effective and repr... Modelling and simulation of projectile flight is at the core of ballistic computer software and is essential to the study of performance of rifles and projectiles in various engagement conditions.An effective and representative numerical model of projectile flight requires a relatively good approximation of the aerodynamics.The aerodynamic coefficients of the projectile model should be described as a series of piecewise polynomial functions of the Mach number that ideally meet the following conditions:they are continuous,differentiable at least once,and have a relatively low degree.The paper provides the steps needed to generate such piecewise polynomial functions using readily available tools,and then compares Piecewise Cubic Hermite Interpolating Polynomial(PCHIP),cubic splines,and piecewise linear functions,and their variant,as potential curve fitting methods to approximate the aerodynamics of a generic small arms projectile.A key contribution of the paper is the application of PCHIP to the approximation of projectile aerodynamics,and its evaluation against a set of criteria.Finally,the paper provides a baseline assessment of the impact of the polynomial functions on flight trajectory predictions obtained with 6-degree-of-freedom simulations of a generic projectile. 展开更多
关键词 Aerodynamic coefficients PIECEWISE POLYNOMIAL FUNCTIONS CUBIC splines Curve fitting PIECEWISE linear FUNCTIONS PIECEWISE CUBIC HERMITE interpolating POLYNOMIAL PROJECTILE modelling and simulation Fire control inputs Precision Ballistic computer software
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A self-adaptive linear evolutionary algorithm for solving constrained optimization problems 被引量:1
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作者 Kezong TANG Jingyu YANG +1 位作者 Shang GAO Tingkai SUN 《控制理论与应用(英文版)》 EI 2010年第4期533-539,共7页
In many real-world applications of evolutionary algorithms,the fitness of an individual requires a quantitative measure.This paper proposes a self-adaptive linear evolutionary algorithm (ALEA) in which we introduce ... In many real-world applications of evolutionary algorithms,the fitness of an individual requires a quantitative measure.This paper proposes a self-adaptive linear evolutionary algorithm (ALEA) in which we introduce a novel strategy for evaluating individual's relative strengths and weaknesses.Based on this strategy,searching space of constrained optimization problems with high dimensions for design variables is compressed into two-dimensional performance space in which it is possible to quickly identify 'good' individuals of the performance for a multiobjective optimization application,regardless of original space complexity.This is considered as our main contribution.In addition,the proposed new evolutionary algorithm combines two basic operators with modification in reproduction phase,namely,crossover and mutation.Simulation results over a comprehensive set of benchmark functions show that the proposed strategy is feasible and effective,and provides good performance in terms of uniformity and diversity of solutions. 展开更多
关键词 Multiobjective optimization Evolutionary algorithms Pareto optimal solution linear fitness function
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Parker Test for Heteroskedasticity Based on Sample Fitted Values 被引量:1
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作者 Jingming Jiang Guangming Deng 《Open Journal of Statistics》 2021年第3期400-408,共9页
<p> <span style="font-family:Verdana;">To address the drawbacks of the traditional Parker test in multivariate linear</span><span style="font-family:;" "=""> ... <p> <span style="font-family:Verdana;">To address the drawbacks of the traditional Parker test in multivariate linear</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">models:</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">the process is cumbersome and computationally intensive,</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">we propose a new heteroscedasticity test.</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">A new heteroskedasticity test is proposed using the fitted values of the samples as new explanatory variables, reconstructing the regression model, and giving a new heteroskedasticity test based on the significance test of the coefficients, it is also compared with the existing Parker test which is improved using the principal component idea. Numerical simulations and empirical analyses show that the improved Parker test with the fitted values of the samples proposed in this paper is superior.</span> </p> 展开更多
关键词 Multiple linear Regression Model Parker Test fitted Values Heteroskedasticity Test
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An adaptive genetic algorithm for solving bilevel linear programming problem
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作者 王广民 王先甲 +1 位作者 万仲平 贾世会 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2007年第12期1605-1612,共8页
Bilevel linear programming, which consists of the objective functions of the upper level and lower level, is a useful tool for modeling decentralized decision problems. Various methods are proposed for solving this pr... Bilevel linear programming, which consists of the objective functions of the upper level and lower level, is a useful tool for modeling decentralized decision problems. Various methods are proposed for solving this problem. Of all the algorithms, the ge- netic algorithm is an alternative to conventional approaches to find the solution of the bilevel linear programming. In this paper, we describe an adaptive genetic algorithm for solving the bilevel linear programming problem to overcome the difficulty of determining the probabilities of crossover and mutation. In addition, some techniques are adopted not only to deal with the difficulty that most of the chromosomes maybe infeasible in solving constrained optimization problem with genetic algorithm but also to improve the efficiency of the algorithm. The performance of this proposed algorithm is illustrated by the examples from references. 展开更多
关键词 bilevel linear programming genetic algorithm fitness value adaptive operator probabilities crossover and mutation
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A fault recognition method based on clustering linear regression
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作者 陈雷 SHI Jiaqi ZHANG Ting 《High Technology Letters》 EI CAS 2023年第4期406-415,共10页
Aiming at the problems of low accuracy,long time consumption,and failure to obtain quantita-tive fault identification results of existing automatic fault identification technic,a fault recognition method based on clus... Aiming at the problems of low accuracy,long time consumption,and failure to obtain quantita-tive fault identification results of existing automatic fault identification technic,a fault recognition method based on clustering linear regression is proposed.Firstly,Hough transform is used to detect the line segment of the enhanced image obtained by the coherence cube algorithm.Secondly,the endpoint of the line segment detected by Hough transform is taken as the key point,and the adaptive clustering linear regression algorithm is used to cluster the key points adaptively according to the lin-ear relationship between them.Finally,a fault is generated from each category of key points based on least squares curve fitting method to realize fault identification.To verify the feasibility and pro-gressiveness of the proposed method,it is compared with the traditional method and the latest meth-od on the actual seismic data through experiments,and the effectiveness of the proposed method is verified by the experimental results on the actual seismic data. 展开更多
关键词 fault recognition CLUSTERING linear regression curve fitting seismic interpreta-tion
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基于线结构光扫描的烟支表面缺陷检测方法研究 被引量:1
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作者 钟琳 徐海 +4 位作者 米芳芳 赵德华 詹妮 丁凡 牛燕丽 《包装与食品机械》 CAS 北大核心 2024年第2期82-87,共6页
在烟支表面缺陷检测时,为解决传统二维图像方法无法获得深度信息的问题,提出一种基于线结构光传感器旋转扫描的检测方法。烟支在两同向辊轮的旋转带动下实现自转,通过线结构光视觉传感器获取物体轴向轮廓线,使用随机采样一致性拟合轮廓... 在烟支表面缺陷检测时,为解决传统二维图像方法无法获得深度信息的问题,提出一种基于线结构光传感器旋转扫描的检测方法。烟支在两同向辊轮的旋转带动下实现自转,通过线结构光视觉传感器获取物体轴向轮廓线,使用随机采样一致性拟合轮廓线,通过计算原始点到拟合轮廓的距离判断缺陷点。选取某品牌烟支在检测过程中得到的原始数据,其中多组样本的Kappa值均达到0.97,重复性达到99.3%。研究为烟支缺陷检测提供参考。 展开更多
关键词 线结构光视觉传感器 烟支 随机采样一致性 直线拟合
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基于幂加权最小二乘拟合的红外相机辐射定标方法
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作者 金占雷 晋利兵 +3 位作者 张九双 徐丽娜 鲍云飞 李岩 《光子学报》 EI CAS CSCD 北大核心 2024年第4期171-186,共16页
分析了现有线性度计算方法的不足,提出基于偏差/测量值的新线性度评价方式,通过该方式最小二乘拟合的低端温度偏差比高端大一个数量级,并采用加权拟合提高系统响应线性度。在分析不同光谱的温度和辐亮度拟合函数基础上,提出一种基于辐... 分析了现有线性度计算方法的不足,提出基于偏差/测量值的新线性度评价方式,通过该方式最小二乘拟合的低端温度偏差比高端大一个数量级,并采用加权拟合提高系统响应线性度。在分析不同光谱的温度和辐亮度拟合函数基础上,提出一种基于辐亮度倒数幂加权最小二乘线性拟合的地面和星上辐射定标方法,确认最佳权重幂次,建立了幂次n=1的加权最小二乘拟合外黑体线性定标方程、内黑体线性定标方程、内外黑体辐亮度转换模型。针对星上内黑体高精度两点定标建立了基于加权最小二乘拟合内外黑体辐亮度转换模型;针对星上黑体发射率退化提出了基于恒星定标的红外相机星上内黑体辐亮度定标修正方法,建立了外黑体辐亮度、内黑体辐亮度和恒星辐亮度转换模型。采用加权线性拟合后,积分时间10 ms的低温端外黑体反演偏差由1.63 K下降到0.52 K,内黑体偏差反演温度偏差由0.83 K下降到0.39 K,系统响应线性度明显提升。 展开更多
关键词 红外遥感 辐射定标 线性度 幂加权 最小二乘拟合
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