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Shape Optimization of Bow Bulbs with Minimum Wave-Making Resistance Based on Rankine Source Method 被引量:5
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作者 张宝吉 《Journal of Shanghai Jiaotong university(Science)》 EI 2012年第1期65-69,共5页
The hull form optimization concerns one of the most important applications of wave-making resistance theories.In recent years,scholars can determine the hull form by using the optimization method based on the computat... The hull form optimization concerns one of the most important applications of wave-making resistance theories.In recent years,scholars can determine the hull form by using the optimization method based on the computational fluid dynamics(CFD)and other mathematical techniques.In this paper,the hull form optimization method based on the Rankine source method and nonlinear programming(NLP)is discussed;in the optimization process,a hull form modification function is introduced to represent an improved hull surface and to generate a new smooth hull surface by changing its frame lines and bow stem profiles under the prescribed design constraints. Numerical example is given for a practical container hull form.Finally,shape optimization of bow bulls is shown for non-protruding and protruding bow bulls.This study presents a simplified and practical design method to the select frame lines of bow bulls. 展开更多
关键词 shape optimization minimum wave-making resistance Rankine source method nonlinear programming(NLP)
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Analytical model for straight hemming based on minimum energy method 被引量:1
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作者 Qian WANG Xiang-huai DONG He-zong LI Hai-ming ZHANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2011年第7期532-542,共11页
An analytical model for straight hemming was developed based on minimum energy method to study the effect of flanging die corner radius on hemming qualities.In order to calculate plastic strain and strain energy more ... An analytical model for straight hemming was developed based on minimum energy method to study the effect of flanging die corner radius on hemming qualities.In order to calculate plastic strain and strain energy more exactly,the neutral layer of specimen corner after hemming is assumed to be a half ellipse with its major semi-axis unknown.Isotropic hardening rule is adopted to describe bending and reverse bending processes neglecting Bauschinger effect.The model takes into account the material property parameters in order to satisfy a wide application range of different materials.Specimen profile,creepage/growing(roll-in/roll-out) and maximum equivalent strain are predicted,which are greatly influenced by the flanging die corner radius.Experimental facilities were designed and hemming experiments were undertaken.The predicted results of the present analytical model were compared to experimental data as well as finite element(FE) simulation results.It was confirmed that they are in good agreement,and the model can be used to evaluate whether the material used as an outer panel for hemming is appropriate and to optimize process parameters when the material used for hemming is changed. 展开更多
关键词 Analytical model minimum energy method DEFECTS Large deformation HEMMING
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Research on Design Method of the Full Form Ship with Minimum Thrust Deduction Factor 被引量:2
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作者 张宝吉 缪爱琴 张竹心 《China Ocean Engineering》 SCIE EI CSCD 2015年第2期301-310,共10页
In the preliminary design stage of the full form ships, in order to obtain a hull form with low resistance and maximum propulsion efficiency, an optimization design program for a full form ship with the minimum thrust... In the preliminary design stage of the full form ships, in order to obtain a hull form with low resistance and maximum propulsion efficiency, an optimization design program for a full form ship with the minimum thrust deduction factor has been developed, which combined the potential flow theory and boundary layer theory with the optimization technique. In the optimization process, the Sequential Unconstrained Minimization Technique(SUMT) interior point method of Nonlinear Programming(NLP) was proposed with the minimum thrust deduction factor as the objective function. An appropriate displacement is a basic constraint condition, and the boundary layer separation is an additional one. The parameters of the hull form modification function are used as design variables. At last, the numerical optimization example for lines of after-body of 50000 DWT product oil tanker was provided, which indicated that the propulsion efficiency was improved distinctly by this optimal design method. 展开更多
关键词 optimization minimum thrust deduction factor NLP Rankine source method boundary layer separation
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A New Regularized Minimum Error Thresholding Method
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作者 王保平 张研 +1 位作者 王晓田 吴成茂 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第4期355-364,共10页
To overcome the shortcoming that the traditional minimum error threshold method can obtain satisfactory image segmentation results only when the object and background of the image strictly obey a certain type of proba... To overcome the shortcoming that the traditional minimum error threshold method can obtain satisfactory image segmentation results only when the object and background of the image strictly obey a certain type of probability distribution,one proposes the regularized minimum error threshold method and treats the traditional minimum error threshold method as its special case.Then one constructs the discrete probability distribution by using the separation between segmentation threshold and the average gray-scale values of the object and background of the image so as to compute the information energy of the probability distribution.The impact of the regularized parameter selection on the optimal segmentation threshold of the regularized minimum error threshold method is investigated.To verify the effectiveness of the proposed regularized minimum error threshold method,one selects typical grey-scale images and performs segmentation tests.The segmentation results obtained by the regularized minimum error threshold method are compared with those obtained with the traditional minimum error threshold method.The segmentation results and their analysis show that the regularized minimum error threshold method is feasible and produces more satisfactory segmentation results than the minimum error threshold method.It does not exert much impact on object acquisition in case of the addition of a certain noise to an image.Therefore,the method can meet the requirements for extracting a real object in the noisy environment. 展开更多
关键词 image processing image segmentation regularized minimum error threshold method informational divergence segmentation threshold
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Determination of the Minimum Testing Time for Wireline Formation Testing with the Finite Element Method
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作者 Hu Falong Xiao Lizhi +1 位作者 Zhang Yuanzhong Wang Chengwei 《Petroleum Science》 SCIE CAS CSCD 2006年第1期39-44,共6页
The wireline formation tester (WFT) is an important tool for formation evaluation, such as calculating the formation pressure and permeability, identifying the fluid type, and determining the interface between oil a... The wireline formation tester (WFT) is an important tool for formation evaluation, such as calculating the formation pressure and permeability, identifying the fluid type, and determining the interface between oil and water. However, in a low porosity and low permeability formation, the supercharge pressure effect exists, since the mudcake has a poor sealing ability. The mudcake cannot isolate the hydrostatic pressure of the formation around the borehole and the mud seeps into the formations, leading to inaccurate formation pressure measurement. At the same time, the tool can be easily stuck in the low porosity/low permeability formation due to the long waiting and testing time. We present a method for determining the minimum testing time for the wireline formation tester. The pressure distribution of the mudcake and the formation were respectively calculated with the finite element method (FEM). The radius of the influence of mud pressure was also computed, and the minimum testing time in low porosity/low permeability formations was determined within a range of values for different formation permeabilities. The determination of the minimum testing time ensures an accurate formation pressure measurement and minimizes possible accidents due to long waiting and testing time. 展开更多
关键词 Wireline formation tester the minimum testing time the finite element method
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Generalized Minimum Perpendicular Distance Square Method of Estimation
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作者 Rezaul Karim Morshed Alam +1 位作者 M. M. H. Chowdhury Forhad Hossain 《Applied Mathematics》 2012年第12期1945-1949,共5页
In case of heteroscedasticity, a Generalized Minimum Perpendicular Distance Square (GMPDS) method has been suggested instead of traditionally used Generalized Least Square (GLS) method to fit a regression line, with a... In case of heteroscedasticity, a Generalized Minimum Perpendicular Distance Square (GMPDS) method has been suggested instead of traditionally used Generalized Least Square (GLS) method to fit a regression line, with an aim to get a better fitted regression line, so that the estimated line will be closest one to the observed points. Mathematical form of the estimator for the parameters has been presented. A logical argument behind the relationship between the slopes of the lines and has been placed. 展开更多
关键词 HETEROSCEDASTICITY Ordinary Least SQUARE method minimum PERPENDICULAR DISTANCE SQUARE method GENERALIZED Least SQUARE method
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An Improved Minimum Distance Method Based on Artificial Neural Networks
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作者 Qing Li, Deling Zheng, Wenbo Meng Yong Tang Information Engineering School, University of Science and Technology Beijing, Beijing 100083, China E-mail: Li_Qing_2001@263.net 《Journal of University of Science and Technology Beijing》 CSCD 2002年第1期74-77,共4页
MDM (minimum distance method) is a very popular algorithm in staterecognition. But it has a presupposition, that is, the distance within one class must be shorterenough than the distance between classes. When this pre... MDM (minimum distance method) is a very popular algorithm in staterecognition. But it has a presupposition, that is, the distance within one class must be shorterenough than the distance between classes. When this presupposition is not satisfied, the method isno longer valid. In order to overcome the shortcomings of MDM, an improved minimum distance method(IMDM) based on ANN (artificial neural networks) is presented. The simulation results demonstratethat IMDM has two advantages, that is, the rate of recognition is faster and the accuracy ofrecognition is higher compared with MDM. 展开更多
关键词 state recognition minimum distance method artificial neural networks
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On the Computing of the Minimum Distance of Linear Block Codes by Heuristic Methods
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作者 Mohamed Askali Ahmed Azouaoui +1 位作者 Said Nouh Mostafa Belkasmi 《International Journal of Communications, Network and System Sciences》 2012年第11期774-784,共11页
The evaluation of the minimum distance of linear block codes remains an open problem in coding theory, and it is not easy to determine its true value by classical methods, for this reason the problem has been solved i... The evaluation of the minimum distance of linear block codes remains an open problem in coding theory, and it is not easy to determine its true value by classical methods, for this reason the problem has been solved in the literature with heuristic techniques such as genetic algorithms and local search algorithms. In this paper we propose two approaches to attack the hardness of this problem. The first approach is based on genetic algorithms and it yield to good results comparing to another work based also on genetic algorithms. The second approach is based on a new randomized algorithm which we call 'Multiple Impulse Method (MIM)', where the principle is to search codewords locally around the all-zero codeword perturbed by a minimum level of noise, anticipating that the resultant nearest nonzero codewords will most likely contain the minimum Hamming-weight codeword whose Hamming weight is equal to the minimum distance of the linear code. 展开更多
关键词 minimum Distance Error Impulse method Heuristic methods Genetic Algorithms NP-HARDNESS Linear Error Correcting Codes BCH Codes QR Codes Double Circulant Codes
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An intersection method for locating earthquakes in complex velocity models 被引量:1
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作者 赵爱华 丁志峰 《Applied Geophysics》 SCIE CSCD 2007年第4期294-300,共7页
The intersection method is one of the basic approaches for locating earthquakes and is not only robust but also efficient. However, its location accuracy is not high, especially for focal depth because the velocity mo... The intersection method is one of the basic approaches for locating earthquakes and is not only robust but also efficient. However, its location accuracy is not high, especially for focal depth because the velocity model used for the conventional intersection method is based on homogeneous or laterally homogeneous media, which is too simple. In order to improve the accuracy, we have modified the existing intersection method. In the modified approach, the earthquake loci are not assumed to be circular or hyperbolic and calculation accuracy is improved using a minimum traveltime tree algorithm for tracing rays. The numerical model shows that the modified method can locate earthquakes in complex velocity models. 展开更多
关键词 Earthquake location intersection method ray tracing minimum traveltime tree algorithm
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基于最小二乘法的深孔直线度优化算法研究
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作者 于大国 邓文斌 《组合机床与自动化加工技术》 北大核心 2026年第2期33-37,共5页
针对深孔空间直线度误差评定问题,提出了一种基于最小二乘法的优化算法。首先,利用最小二乘法求得深孔拟合轴线,进行空间离散点坐标变换和投影,利用几何法求得投影点的最小覆盖圆;其次,探究了最小覆盖圆特殊点的产生机理,并利用MATLAB... 针对深孔空间直线度误差评定问题,提出了一种基于最小二乘法的优化算法。首先,利用最小二乘法求得深孔拟合轴线,进行空间离散点坐标变换和投影,利用几何法求得投影点的最小覆盖圆;其次,探究了最小覆盖圆特殊点的产生机理,并利用MATLAB软件编程对实验数据进行验证;最后,利用现有数据进行直线度误差实例计算,将计算结果与其他直线度误差评定算法对比。结果表明,该方法简单且精度较高,适用于检测精度较高的应用场合,具有一定的工程实用价值。 展开更多
关键词 深孔直线度 最小二乘法 几何法 最小覆盖圆
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TR秩下张量补全的极小极大优化
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作者 蔡嘉诚 王川龙 《应用数学》 北大核心 2026年第1期232-244,共13页
基于张量环(TR)秩,本文提出张量补全的极小极大优化,并运用加速临近梯度法进行求解.最后,与Tucker秩、TR秩的三种算法进行数值实验对比,结果展示了该优化模型和算法的有效性.
关键词 张量补全 极小极大优化 临近梯度法 TR秩
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连云港市乌龙河生态水位确定及保障措施研究
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作者 徐欣宜 余鑫 +2 位作者 刘炜伟 周佳华 谢晓艳 《全面腐蚀控制》 2026年第1期326-328,共3页
为落实最严格水资源管理制度、推动河湖生态保护和高质量发展,本文以江苏省连云港市乌龙河为例,通过结合湿周法、最小生物空间法、排频法等综合分析确定了乌龙河控制断面的生态水位值为0.59m,并在此基础上构建起了“目标明确、责任清晰... 为落实最严格水资源管理制度、推动河湖生态保护和高质量发展,本文以江苏省连云港市乌龙河为例,通过结合湿周法、最小生物空间法、排频法等综合分析确定了乌龙河控制断面的生态水位值为0.59m,并在此基础上构建起了“目标明确、责任清晰、监测到位、调度有序”的生态水位保障体系,为平原河网地区生态水位确定技术方法增添了新鲜血液,所构建的保障体系也针对性强、可操作性强,能够为我国其他类似地区开展河湖生态水位管理及生态保护修复工作提供相应的技术参考和实践借鉴。 展开更多
关键词 生态水位 乌龙河 保障措施 湿周法 最小生物空间法
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氦喷吹法质谱检漏技术应用研究
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作者 吴华 陈光奇 《中国特种设备安全》 2026年第2期41-45,共5页
为研究氦喷吹法定量检漏的可行性,利用通道型校准漏孔进行了不同方法的检漏对比试验。试验结果表明氦喷吹辅助抽真空分流法仅用于定位检漏;高真空无分流氦喷吹法与低真空相比,最小可检漏率可提高2个数量级,能用于半定量估算。试验证实... 为研究氦喷吹法定量检漏的可行性,利用通道型校准漏孔进行了不同方法的检漏对比试验。试验结果表明氦喷吹辅助抽真空分流法仅用于定位检漏;高真空无分流氦喷吹法与低真空相比,最小可检漏率可提高2个数量级,能用于半定量估算。试验证实检漏灵敏度不但与检漏系统和方法有关,还与检漏系统能维持的真空度相关。试验给出的检漏原理结构可用于检漏系统及工艺设计参考。 展开更多
关键词 泄漏检测 氦质谱检漏 氦喷吹法 校准漏孔 最小可检漏率
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噪声敏感建筑物集中区域划定关键问题研究
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作者 刘洁玉 王堃 +4 位作者 陈宇 左朋莱 张涛 高强 杨雅雯 《环境保护科学》 2026年第1期121-126,134,共7页
噪声污染已成为制约城市高质量发展的突出环境问题。《中华人民共和国噪声污染防治法》明确规定,县级以上地方人民政府应当划定噪声敏感建筑物集中区域,但划定工作仍处于起步阶段,划定技术路线、评价指标体系、配套管理措施等仍在探索... 噪声污染已成为制约城市高质量发展的突出环境问题。《中华人民共和国噪声污染防治法》明确规定,县级以上地方人民政府应当划定噪声敏感建筑物集中区域,但划定工作仍处于起步阶段,划定技术路线、评价指标体系、配套管理措施等仍在探索中。文章系统梳理了噪声敏感建筑物集中区域的概念内涵与演进脉络,综述了国内外研究进展,重点分析了划定中最小划定单元的确定、边界外延距离范围、特殊建筑类型认定等3大问题。结果表明:最小划定单元应突破单一模式,在高密度混合功能区探索采用“地块+建筑物”混合划定模式;边界外延距离阈值建议以200 m作为初始筛查距离,基于实际噪声影响动态优化,实现精准管控;特殊建筑类型认定时应坚持功能管控优先原则,将具备居住属性的小产权房和租赁公寓纳入保护范畴。 展开更多
关键词 噪声敏感建筑物集中区域 噪声污染防治 划定方法 最小划定单元 边界外延 建筑认定
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鼠刺属13种植物的叶表皮微形态特征及其分类鉴定价值
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作者 任志琴 黄安玲 +3 位作者 姜金香 徐朝娟 杨蓉 王志威 《植物资源与环境学报》 北大核心 2026年第1期1-13,共13页
利用光学显微镜对鼠刺属(Itea Linn.)13种常见植物开展叶表皮微形态特征研究,基于最小数据集法筛选出关键分类鉴定指标,编制了鼠刺属13种植物的分类检索表,为该属物种鉴定提供必要的依据。结果表明:鼠刺属13种植物上、下表皮细胞的垂周... 利用光学显微镜对鼠刺属(Itea Linn.)13种常见植物开展叶表皮微形态特征研究,基于最小数据集法筛选出关键分类鉴定指标,编制了鼠刺属13种植物的分类检索表,为该属物种鉴定提供必要的依据。结果表明:鼠刺属13种植物上、下表皮细胞的垂周壁式样存在较大差异,均分为微波状、波状、深波状弯曲3种类型;上、下表皮还观察到单细胞非腺毛、多列多细胞腺毛及腺鳞等附属物的存在,附属物在部分近缘物种间〔如冬青叶鼠刺(I.ilicifolia Oliv.)与滇鼠刺(I.yunnanensis Franch.)、河岸鼠刺(I.riparia Collett et Hemsl.)与秀丽鼠刺(I.amoena Chun)〕差异明显。基于最小数据集法筛选出上表皮细胞长宽比、上表皮细胞周长、上表皮细胞面积、气孔器面积、气孔密度和气孔指数6个关键分类鉴定指标,其数值范围分别为1.75~2.29、87.29~186.23μm、342.60~911.11μm^(2)、105.69~414.21μm^(2)、561~912 mm^(-2)、15.68%~29.83%;其中,上表皮细胞面积、气孔器面积显示的显著差异数量最多(均为64),其后依次为上表皮细胞周长(57)、气孔指数(47)、气孔密度(27)、上表皮细胞长宽比(6)。对于通过叶表皮细胞垂周壁式样以及附属物难以鉴别的部分近缘物种,如峨眉鼠刺(I.omeiensis C.K.Schneid.)、鼠刺(I.chinensis Hook.et Arn.)、腺鼠刺(I.glutinosa Hand.-Mazz.),可借助上述6个指标实现更为有效的区分。综上表明,鼠刺属13种植物的叶表皮微形态特征差异明显,具有重要的分类价值;筛选出的上表皮细胞长宽比等6个指标可用于有效区分鼠刺属13种植物。 展开更多
关键词 鼠刺属 叶表皮微形态特征 分类鉴定 最小数据集法
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基于改进人工势场法的无人船路径规划
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作者 孙岩林 齐向东 +2 位作者 熊攀 赵正阳 秦钜灏 《舰船科学技术》 北大核心 2026年第4期179-184,共6页
本文针对传统人工势场法在无人船向目标点移动过程中,由于障碍物斥力与目标点引力相平衡而导致局部极小值现象,以及目标点可能处于障碍物斥力影响范围从而无法到达的问题,提出基于粒子群优化算法的人工势场法。首先,将无人船与目标点之... 本文针对传统人工势场法在无人船向目标点移动过程中,由于障碍物斥力与目标点引力相平衡而导致局部极小值现象,以及目标点可能处于障碍物斥力影响范围从而无法到达的问题,提出基于粒子群优化算法的人工势场法。首先,将无人船与目标点之间的直线距离引入斥力函数中,解决目标点不可达问题;随后,在局部极小值区域的特定范围内利用粒子群优化算法生成若干粒子,并基于评价函数确定最优虚拟目标点,此虚拟目标点可引导无人船脱离局部极小值区域。仿真实验结果表明,改进后的算法能够成功使无人船摆脱局部极小值陷阱并顺利到达目标点,且整体路径平滑度有所提高,用时较短,提升了在复杂环境下的鲁棒性。 展开更多
关键词 人工势场法 路径规划 局部极小值 斥力势场 避障 粒子群优化算法
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基于互补性指标和聚类分析的户变关系辨识
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作者 邓明瑞 付皖皖 赵耀 《上海电力大学学报》 2026年第1期2-13,共12页
针对低压配电网拓扑结构中存在户变关系不匹配及台区相似度阈值无明确计算方法的问题,提出了一种动态阈值取值方法进行户变关系辨识,并使用层次聚类方法进行相位辨识。首先,使用互补性指标衡量噪声影响下用户电压序列之间的相关程度。随... 针对低压配电网拓扑结构中存在户变关系不匹配及台区相似度阈值无明确计算方法的问题,提出了一种动态阈值取值方法进行户变关系辨识,并使用层次聚类方法进行相位辨识。首先,使用互补性指标衡量噪声影响下用户电压序列之间的相关程度。随后,基于最小最大原则对用户电压曲线进行聚类分析,确定台区互补性指标阈值。再次,基于互补性指标阈值形成电压曲线相似性矩阵,并结合层次聚类方法实现相位关系辨识。最后,基于实际台区数据进行算例分析,验证了所提方法的准确性。 展开更多
关键词 拓扑识别 频谱分析 互补性指标 最小最大原则 层次聚类方法
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滇池最小生态需水量研究
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作者 孙秋戎 淦家伟 李靖 《水利水电快报》 2026年第1期73-77,共5页
为改善滇池水环境,基于受人类活动影响较小时的滇池流域水文特征,分析滇池在近似天然状况下的最小生态需水量。研究采用历年逐月经验频率法90%频率对应的水位作为湖泊最低生态水位,根据滇池水位-面积关系曲线,得到对应的滇池湖面面积为2... 为改善滇池水环境,基于受人类活动影响较小时的滇池流域水文特征,分析滇池在近似天然状况下的最小生态需水量。研究采用历年逐月经验频率法90%频率对应的水位作为湖泊最低生态水位,根据滇池水位-面积关系曲线,得到对应的滇池湖面面积为297.485 km^(2)。通过折算将水面蒸发转换成湖面蒸发,得到湖面净蒸发量为585.1 mm,湖区年最小生态耗水量为1.74亿m^(3)。采用计算河道内生态需水的方法计算出湖生态需水,运用Tennant法等多种方法对出湖河道生态需水量进行计算,并对结果进行评价。计算结果表明:Tennant法更适合确定滇池出湖最小生态需水量(0.72亿m^(3)),滇池最小生态需水量为2.46亿m^(3)。研究结果可为滇池流域水生态、水环境保护及水资源调度管理提供参考。 展开更多
关键词 湖泊生态需水 最低生态水位 TENNANT法 滇池
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基于选权迭代法的开采沉陷预计模型参数反演
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作者 郭旭炜 薛建华 李邹军 《测绘与空间地理信息》 2026年第1期46-49,共4页
针对矿区沉陷监测中不可避免地存在粗差,影响该地质条件下预计模型参数求取精度的问题,以高斯-马尔可夫模型为基础,在残差一次范数最小准测下建立平差模型,并通过选权迭代法进行参数反演,进而得到精度更高的开采沉陷预计模型参数。以Log... 针对矿区沉陷监测中不可避免地存在粗差,影响该地质条件下预计模型参数求取精度的问题,以高斯-马尔可夫模型为基础,在残差一次范数最小准测下建立平差模型,并通过选权迭代法进行参数反演,进而得到精度更高的开采沉陷预计模型参数。以Logistic函数模型为例,基于矿区实测数据进行参数反演,结果表明:基于选权迭代法的参数反演模型具有较高的抗差能力,相同地质条件下求取的参数具有较高的可靠性。 展开更多
关键词 选权迭代法 残差一次范数最小 参数反演 开采沉陷
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Monte Carlo Method for the Uncertainty Evaluation of Spatial Straightness Error Based on New Generation Geometrical Product Specification 被引量:10
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作者 WEN Xiulan XU Youxiong +2 位作者 LI Hongsheng WANG Fenglin SHENG Danghong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第5期875-881,共7页
Straightness error is an important parameter in measuring high-precision shafts. New generation geometrical product speeifieation(GPS) requires the measurement uncertainty characterizing the reliability of the resul... Straightness error is an important parameter in measuring high-precision shafts. New generation geometrical product speeifieation(GPS) requires the measurement uncertainty characterizing the reliability of the results should be given together when the measurement result is given. Nowadays most researches on straightness focus on error calculation and only several research projects evaluate the measurement uncertainty based on "The Guide to the Expression of Uncertainty in Measurement(GUM)". In order to compute spatial straightness error(SSE) accurately and rapidly and overcome the limitations of GUM, a quasi particle swarm optimization(QPSO) is proposed to solve the minimum zone SSE and Monte Carlo Method(MCM) is developed to estimate the measurement uncertainty. The mathematical model of minimum zone SSE is formulated. In QPSO quasi-random sequences are applied to the generation of the initial position and velocity of particles and their velocities are modified by the constriction factor approach. The flow of measurement uncertainty evaluation based on MCM is proposed, where the heart is repeatedly sampling from the probability density function(PDF) for every input quantity and evaluating the model in each case. The minimum zone SSE of a shaft measured on a Coordinate Measuring Machine(CMM) is calculated by QPSO and the measurement uncertainty is evaluated by MCM on the basis of analyzing the uncertainty contributors. The results show that the uncertainty directly influences the product judgment result. Therefore it is scientific and reasonable to consider the influence of the uncertainty in judging whether the parts are accepted or rejected, especially for those located in the uncertainty zone. The proposed method is especially suitable when the PDF of the measurand cannot adequately be approximated by a Gaussian distribution or a scaled and shifted t-distribution and the measurement model is non-linear. 展开更多
关键词 uncertainty evaluation Monte Carlo method spatial straightness error quasi particle swarm optimization minimum zone solution geometrical product specification
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