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Identification of Kinematic Errors of Five-axis Machine Tool Trunnion Axis from Finished Test Piece 被引量:3
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作者 ZHANG Ya FU Jianzhong CHEN Zichen 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第5期999-1007,共9页
Compared with the traditional non-cutting measurement,machining tests can more accurately reflect the kinematic errors of five-axis machine tools in the actual machining process for the users.However,measurement and c... Compared with the traditional non-cutting measurement,machining tests can more accurately reflect the kinematic errors of five-axis machine tools in the actual machining process for the users.However,measurement and calculation of the machining tests in the literature are quite difficult and time-consuming.A new method of the machining tests for the trunnion axis of five-axis machine tool is proposed.Firstly,a simple mathematical model of the cradle-type five-axis machine tool was established by optimizing the coordinate system settings based on robot kinematics.Then,the machining tests based on error-sensitive directions were proposed to identify the kinematic errors of the trunnion axis of cradle-type five-axis machine tool.By adopting the error-sensitive vectors in the matrix calculation,the functional relationship equations between the machining errors of the test piece in the error-sensitive directions and the kinematic errors of C-axis and A-axis of five-axis machine tool rotary table was established based on the model of the kinematic errors.According to our previous work,the kinematic errors of C-axis can be treated as the known quantities,and the kinematic errors of A-axis can be obtained from the equations.This method was tested in Mikron UCP600 vertical machining center.The machining errors in the error-sensitive directions can be obtained by CMM inspection from the finished test piece to identify the kinematic errors of five-axis machine tool trunnion axis.Experimental results demonstrated that the proposed method can reduce the complexity,cost,and the time consumed substantially,and has a wider applicability.This paper proposes a new method of the machining tests for the trunnion axis of five-axis machine tool. 展开更多
关键词 five-axis machine tool kinematic errors trunnion axis test piece error-sensitive directions
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Statistical Diagnosis and Gross Error Test for Semiparametric Linear Model 被引量:1
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作者 DING Shijun ZHANG Songlin JIANG Weiping WANG Shouchun 《Geo-Spatial Information Science》 2009年第4期296-302,共7页
This paper systematically studies the statistical diagnosis and hypothesis testing for the semiparametric linear regression model according to the theories and methods of the statistical diagnosis and hypothesis testi... This paper systematically studies the statistical diagnosis and hypothesis testing for the semiparametric linear regression model according to the theories and methods of the statistical diagnosis and hypothesis testing for parametric regression model.Several diagnostic measures and the methods for gross error testing are derived.Especially,the global and local influence analysis of the gross error on the parameter X and the nonparameter s are discussed in detail;at the same time,the paper proves that the data point deletion model is equivalent to the mean shift model for the semiparametric regression model.Finally,with one simulative computing example,some helpful conclusions are drawn. 展开更多
关键词 parametric regression semiparametric linear model influencing analysis statistical diagnosis gross error testing
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A Study on Measurement Error during Alternating Current Induced Voltage Tests on Large Transformers 被引量:1
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作者 WANG Xuan LI Yun-ge +1 位作者 CAO Xiao-long LIU Ying 《International Journal of Plant Engineering and Management》 2006年第1期17-24,共8页
The large transformer is pivotal equipment in an electric power supply system; Its partial discharge test and the induced voltage withstand test on large transformers are carried out at a frequency about twice the wor... The large transformer is pivotal equipment in an electric power supply system; Its partial discharge test and the induced voltage withstand test on large transformers are carried out at a frequency about twice the working frequency. If the magnetizing inductance cannot compensate for the stray capacitance, the test sample turns into a capacitive load and a capacitive rise exhibits in the testing circuit. For self-restoring insulation, a method has been recommended in IEC60-1 that an unapproved measuring system be calibrated by an approved system at a voltage not less than 50% of the rated testing voltage, and the result then be extrapolated linearly. It has been found that this method leads to great error due to the capacitive rise if it is not correctly used during a withstand voltage test under certain testing conditions, especiaUy for a test on high voltage transformers with large capacity. Since the withstand voltage test is the most important means to examine the operation reliability of a transformer, and it can be destructive to the insulation, a precise measurement must be guaranteed. In this paper a factor, named as the capacitive rise factor, is introduced to assess the rise. The voltage measurement error during the calibration is determined by the parameters of the test sample and the testing facilities, as well as the measuring point. Based on theoretical analysis in this paper, a novel method is suggested and demonstrated to estimate the error by using the capacitive rise factor and other known parame- ters of the testing circuit. 展开更多
关键词 TRANSFORMER test MEASUREMENT error
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Dynamics and Attitude Error Analysis for Dock Test System of Small Satellite
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作者 张元 孙丽丽 +1 位作者 赖一楠 戴野 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第4期372-379,共8页
To analyze the attitude errors of vertical docking test system of small satellite,the static error and kinematic error of test system are considered.The working principle of test system and coordinate of actuator are ... To analyze the attitude errors of vertical docking test system of small satellite,the static error and kinematic error of test system are considered.The working principle of test system and coordinate of actuator are introduced.The model of friction torque on the joints and torque on docking mechanism are built.Dynamics equation of actuator is built by the Lagrange equation and the Nielsen equation.Under the condition of 24 different angle groups,the calculation of dynamics equation is built by using MATLAB/SIMULINK platform and the kinematic errors of actuator are obtained.The attitude error models of docking mechanism are built.Results shows that the main angle error sources of yaw,row,pitch are not identical.The attitude error of yaw angle can be decreased by compensating the angle error around xaxis.The attitude error of row angle mainly originates in the system error,and it can be eliminated by adjusting non-orthogonal degree. 展开更多
关键词 attitude error test system angle errors dynamics equation
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On the Distribution of Type II Errors in Hypothesis Testing
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作者 Skip Thompson 《Applied Mathematics》 2011年第2期189-195,共7页
When a statistical test of hypothesis for a population mean is performed, we are faced with the possibility of committing a Type II error by not rejecting the null hypothesis when in fact the population mean has chang... When a statistical test of hypothesis for a population mean is performed, we are faced with the possibility of committing a Type II error by not rejecting the null hypothesis when in fact the population mean has changed. We consider this issue and quantify matters in a manner that differs a bit from what is commonly done. In particular, we define the probability distribution function for Type II errors. We then explore some interesting properties that we have not seen mentioned elsewhere for this probability distribution function. Finally, we discuss several Maple procedures that can be used to perform various calculations using the distribution. 展开更多
关键词 COMPLEMENTARY error Function HYPOTHESIS testing POWER CURVES POWER Surfaces Type II errorS
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A flexible and robust soft-error testing system for microelectronic devices and integrated circuits
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作者 王晓辉 童腾 +7 位作者 苏弘 刘杰 张战刚 古松 刘天奇 孔洁 赵兴文 杨振雷 《Nuclear Science and Techniques》 SCIE CAS CSCD 2015年第3期64-70,共7页
Single event effects(SEEs) induced by radiations become a significant challenge to the reliability for modern electronic systems. To evaluate SEEs susceptibility for microelectronic devices and integrated circuits(ICs... Single event effects(SEEs) induced by radiations become a significant challenge to the reliability for modern electronic systems. To evaluate SEEs susceptibility for microelectronic devices and integrated circuits(ICs), an SEE testing system with flexibility and robustness was developed at Heavy Ion Research Facility in Lanzhou(HIRFL). The system is compatible with various types of microelectronic devices and ICs, and supports plenty of complex and high-speed test schemes and plans for the irradiated devices under test(DUTs). Thanks to the combination of meticulous circuit design and the hardened logic design, the system has additional performances to avoid an overheated situation and irradiations by stray radiations. The system has been tested and verified by experiments for irradiating devices at HIRFL. 展开更多
关键词 微电子器件 测试系统 集成电路 软误差 重离子研究装置 HIRFL 现代电子系统 辐照装置
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TESTING OF CORRELATION AND HETEROSCEDASTICITY IN NONLINEAR REGRESSION MODELS WITH DBL(p,q,1) RANDOM ERRORS
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作者 刘应安 韦博成 《Acta Mathematica Scientia》 SCIE CSCD 2008年第3期613-632,共20页
Chaos theory has taught us that a system which has both nonlinearity and random input will most likely produce irregular data. If random errors are irregular data, then random error process will raise nonlinearity (K... Chaos theory has taught us that a system which has both nonlinearity and random input will most likely produce irregular data. If random errors are irregular data, then random error process will raise nonlinearity (Kantz and Schreiber (1997)). Tsai (1986) introduced a composite test for autocorrelation and heteroscedasticity in linear models with AR(1) errors. Liu (2003) introduced a composite test for correlation and heteroscedasticity in nonlinear models with DBL(p, 0, 1) errors. Therefore, the important problems in regression model axe detections of bilinearity, correlation and heteroscedasticity. In this article, the authors discuss more general case of nonlinear models with DBL(p, q, 1) random errors by score test. Several statistics for the test of bilinearity, correlation, and heteroscedasticity are obtained, and expressed in simple matrix formulas. The results of regression models with linear errors are extended to those with bilinear errors. The simulation study is carried out to investigate the powers of the test statistics. All results of this article extend and develop results of Tsai (1986), Wei, et al (1995), and Liu, et al (2003). 展开更多
关键词 DBL(p Q 1) random errors nonlinear regression models score test HETEROSCEDASTICITY CORRELATION
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辐射加热环境下的非接触测温误差评价技术
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作者 王成亮 李嘉伟 +5 位作者 王晓晖 王智勇 王伟 甄雷兴 陈翠圆 武小峰 《强度与环境》 2026年第1期25-31,共7页
针对热试验辐射热环境下非接触测温误差评价的难题,本文开展了相关技术研究。将等效黑体引入辐射加热环境中,规避了加热器辐射光干扰以及目标发射率变化对测温基准的影响。同时,采用双面加热方法,保证了等效黑体平板试件受热的均匀性,... 针对热试验辐射热环境下非接触测温误差评价的难题,本文开展了相关技术研究。将等效黑体引入辐射加热环境中,规避了加热器辐射光干扰以及目标发射率变化对测温基准的影响。同时,采用双面加热方法,保证了等效黑体平板试件受热的均匀性,使黑体腔内外面温度一致,进而实现了辐射加热环境下对辐射测温仪的准确测温误差评价,为结构热试验辐射温度测试提供了技术参考。 展开更多
关键词 非接触测温 热试验 误差评价 辐射背景
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Sensitivity and Specificity Analysis Relation to Statistical Hypothesis Testing and Its Errors: Application to Cryptosporidium Detection Techniques
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作者 Emmanuel de-Graft Johnson Owusu-Ansah Angelina Sampson +1 位作者 Amponsah K. Samuel Abaidoo Robert 《Open Journal of Applied Sciences》 2016年第4期209-216,共8页
The use of Statistical Hypothesis Testing procedure to determine type I and type II errors was linked to the measurement of sensitivity and specificity in clinical trial test and experimental pathogen detection techni... The use of Statistical Hypothesis Testing procedure to determine type I and type II errors was linked to the measurement of sensitivity and specificity in clinical trial test and experimental pathogen detection techniques. A theoretical analysis of establishing these types of errors was made and compared to determination of False Positive, False Negative, True Positive and True Negative. Experimental laboratory detection methods used to detect Cryptosporidium spp. were used to highlight the relationship between hypothesis testing, sensitivity, specificity and predicted values. The study finds that, sensitivity and specificity for the two laboratory methods used for Cryptosporidium detection were low hence lowering the probability of detecting a “false null hypothesis” for the presence of cryptosporidium in the water samples using either Microscopic or PCR. Nevertheless, both procedures for cryptosporidium detection had higher “true negatives” increasing its probability of failing to reject a “true null hypothesis” with specificity of 1.00 for both Microscopic and PCR laboratory detection methods. 展开更多
关键词 Sensitivity SPECIFICITY Type I and II errors Detection Methods Hypothesis testing
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Comparison of Type I Error Rates of Siegel-Tukey and Savage Tests among Non-Parametric Tests
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作者 Sahib Ramazanov Hakan Çora 《Open Journal of Applied Sciences》 2024年第9期2393-2410,共18页
This study aimed to examine the performance of the Siegel-Tukey and Savage tests on data sets with heterogeneous variances. The analysis, considering Normal, Platykurtic, and Skewed distributions and a standard deviat... This study aimed to examine the performance of the Siegel-Tukey and Savage tests on data sets with heterogeneous variances. The analysis, considering Normal, Platykurtic, and Skewed distributions and a standard deviation ratio of 1, was conducted for both small and large sample sizes. For small sample sizes, two main categories were established: equal and different sample sizes. Analyses were performed using Monte Carlo simulations with 20,000 repetitions for each scenario, and the simulations were evaluated using SAS software. For small sample sizes, the I. type error rate of the Siegel-Tukey test generally ranged from 0.045 to 0.055, while the I. type error rate of the Savage test was observed to range from 0.016 to 0.041. Similar trends were observed for Platykurtic and Skewed distributions. In scenarios with different sample sizes, the Savage test generally exhibited lower I. type error rates. For large sample sizes, two main categories were established: equal and different sample sizes. For large sample sizes, the I. type error rate of the Siegel-Tukey test ranged from 0.047 to 0.052, while the I. type error rate of the Savage test ranged from 0.043 to 0.051. In cases of equal sample sizes, both tests generally had lower error rates, with the Savage test providing more consistent results for large sample sizes. In conclusion, it was determined that the Savage test provides lower I. type error rates for small sample sizes and that both tests have similar error rates for large sample sizes. These findings suggest that the Savage test could be a more reliable option when analyzing variance differences. 展开更多
关键词 Non-Parametric test Siegel-Tukey test Savage test Monte Carlo Simulation Type I error
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APPROXIMATE POWER OF HETEROSCEDASTICITY TEST IN NONLINEAR MODELS WITH ARIMA(0,1,0) ERRORS 被引量:1
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作者 Lin Jinguan Wei Bocheng Zhang Nansong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2005年第4期423-430,共8页
This paper presents an approach for estimating power of the score test, based on an asymptotic approximation to the power of the score test under contiguous alternatives. The method is applied to the problem of power ... This paper presents an approach for estimating power of the score test, based on an asymptotic approximation to the power of the score test under contiguous alternatives. The method is applied to the problem of power calculations for the score test of heteroscedasticity in European rabbit data (Ratkowsky, 1983). Simulation studies are presented which indicate that the asymptotic approximation to the finite-sample situation is good over a wide range of parameter configurations. 展开更多
关键词 ARIMA (0 1 0) errors asymptotic approximation HETEROSCEDASTICITY local power nonlinear model score test.
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大载荷大变形飞机全机静力试验技术
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作者 刘冰 张建锋 周銮良 《中国科技论文》 2026年第2期104-115,共12页
针对大型飞机全机静力试验中承载结构大变形特征,提出了一套完整的飞机大变形结构强度试验方案,开展了大变形试验误差分析和试验系统设计要求研究,突破了试验件载荷处理、飞机支持、载荷施加、配平设计、姿态修正等关键技术,最后以某型... 针对大型飞机全机静力试验中承载结构大变形特征,提出了一套完整的飞机大变形结构强度试验方案,开展了大变形试验误差分析和试验系统设计要求研究,突破了试验件载荷处理、飞机支持、载荷施加、配平设计、姿态修正等关键技术,最后以某型飞机大变形试验工况为研究对象完成了试验技术的应用与验证。试验结果表明,提出的试验方案科学合理,可以精确完成机翼大变形状态下考核结构的强度验证,验证了技术方案的有效性,为大型飞机大变形试验技术标准化提供了重要参考。 展开更多
关键词 大变形结构 静力试验 全尺寸飞机 误差分析 姿态修正
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线性回归模型Bootstrap LM-Error检验的水平扭曲 被引量:3
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作者 欧变玲 龙志和 林怡坚 《数理统计与管理》 CSSCI 北大核心 2013年第1期35-41,共7页
基于OLS估计残差,本文将Bootstrap方法用于空间误差相关性LM-Error检验,综合考虑Bootstrap模拟抽样次数、空间衔接结构以及样本量,研究并比较空间误差相关Bootstrap LM-Error检验与渐近检验的水平扭曲。大量Monte Carlo实验结果显示,当... 基于OLS估计残差,本文将Bootstrap方法用于空间误差相关性LM-Error检验,综合考虑Bootstrap模拟抽样次数、空间衔接结构以及样本量,研究并比较空间误差相关Bootstrap LM-Error检验与渐近检验的水平扭曲。大量Monte Carlo实验结果显示,当模型误差不满足独立正态分布的假设条件时,空间误差相关LM-Error渐近检验的水平扭曲较大,采用Bootstrap方法可以较好地降低该水平扭曲;不管模型误差是否满足独立正态分布的假设条件,Bootstrap方法均能够有效地降低LMError渐近检验的水平扭曲。 展开更多
关键词 水平扭曲 BOOTSTRAP方法 LM-error检验 蒙特卡罗模拟
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空间面板数据模型BootstrapLM-Error检验研究 被引量:5
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作者 任通先 龙志和 陈青青 《统计研究》 CSSCI 北大核心 2015年第5期91-96,共6页
在误差项不服从经典分布的情形下,面板数据模型常用的空间相关性检验存在较大的偏差。本文将FDB方法引入空间面板数据模型的空间相关性检验,构建Bootstrap LM检验统计量,并通过Monte Carlo模拟实验,从水平扭曲和功效两个方面研究误差项... 在误差项不服从经典分布的情形下,面板数据模型常用的空间相关性检验存在较大的偏差。本文将FDB方法引入空间面板数据模型的空间相关性检验,构建Bootstrap LM检验统计量,并通过Monte Carlo模拟实验,从水平扭曲和功效两个方面研究误差项存在正态分布、异方差、时间序列相关等情形下,空间面板数据模型Bootstrap LM检验的有效性。Monte Carlo模拟实验结果表明,空间面板数据模型渐近LM-Error检验在误差项不服从经典正态分布时,存在较大的水平扭曲,FDB LM-Error检验则在基本不损失检验功效的前提下,有效矫正渐近检验的水平扭曲,是空间面板数据模型空间相关性LM检验更为有效的方法。 展开更多
关键词 空间面板数据模型 BOOTSTRAP方法 LM—error检验 MONTE CARLO模拟
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滑雪鞋固定器脱离力矩测试试验装置误差分析及对比试验
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作者 王国恒 张博僖 +1 位作者 李海连 陆玥 《北华大学学报(自然科学版)》 2026年第1期147-155,共9页
滑雪鞋固定器脱离力矩测试试验装置缺少装置误差修正方法和手段。分析滑雪鞋固定器脱离力矩测试原理,依据等效转化法设计一套等效转化对比试验装置。通过对比试验得出不同DIN下测试试验装置与对比试验装置试验数据,进行误差分析、测试... 滑雪鞋固定器脱离力矩测试试验装置缺少装置误差修正方法和手段。分析滑雪鞋固定器脱离力矩测试原理,依据等效转化法设计一套等效转化对比试验装置。通过对比试验得出不同DIN下测试试验装置与对比试验装置试验数据,进行误差分析、测试试验装置数据修正。结果表明:测试试验装置在不同DIN下测量数据具有良好的平稳性和重复性,修正后数据与对比试验装置数据误差小于3%,验证了测试试验装置的可靠性和准确性。 展开更多
关键词 滑雪鞋脱离力矩 测试试验装置 对比试验 误差分析
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500 kV避雷器上节泄漏电流测试研究
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作者 刘晓飞 王涛 +4 位作者 贾晓瑜 李建鹏 胡伟涛 张宝全 赵智龙 《高压电器》 北大核心 2026年第4期98-103,共6页
文中主要对不拆线试验测试500 kV电压等级避雷器直流泄漏电流超标问题进行研究。针对多节避雷器上节0.75U1mA下泄漏电流超标问题,采用Ansys Maxwell仿真和现场测试开展系统分析。提出解决该问题的现场测试方案,并得出该方案可有效降低... 文中主要对不拆线试验测试500 kV电压等级避雷器直流泄漏电流超标问题进行研究。针对多节避雷器上节0.75U1mA下泄漏电流超标问题,采用Ansys Maxwell仿真和现场测试开展系统分析。提出解决该问题的现场测试方案,并得出该方案可有效降低电离电流对测试结果的影响,提高泄漏电流测试准确性的结论。现场测试结论与仿真结果一致。 展开更多
关键词 避雷器 0.75U1mA 电离电流 有限元 试验误差
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多数据传输速率SerDes的测试方法研究
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作者 曹睿 张霞 +2 位作者 李智超 王兆辉 侯帅康 《电子与封装》 2026年第1期48-56,共9页
串行器/解串器(SerDes)参数测试是芯片测试中不可缺少的一部分,但是涉及到多数据传输速率SerDes发送端和接收端测试通常需要分别进行,并且测试环境较为复杂,频繁更改测试环境会导致测试流程冗长且可靠性较低。基于一款多数据传输速率交... 串行器/解串器(SerDes)参数测试是芯片测试中不可缺少的一部分,但是涉及到多数据传输速率SerDes发送端和接收端测试通常需要分别进行,并且测试环境较为复杂,频繁更改测试环境会导致测试流程冗长且可靠性较低。基于一款多数据传输速率交换芯片的测试需求,构建出一套可以同时进行多数据传输速率SerDes发送端和接收端测试的环境,并且可以在此基础上进行高低温测试,测试流程中环境不需要进行任何更改。测试结果表明,该测试系统可以满足被测芯片SerDes在4.250~53.125 Gbit/s传输速率下发送端、接收端的三温测试,测试方法便利且测试数据真实可靠。 展开更多
关键词 SerDes测试 多数据传输速率测试 高低温测试 误码率 眼图
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6-PSS并联机构构型设计与参数优化
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作者 王启明 薛牟宇 +2 位作者 高大威 方鸣 葛运 《机械强度》 北大核心 2026年第3期47-59,共13页
【目的】针对6-PSS并联机构构型布置与尺度综合优化缺乏系统性研究的问题,通过多构型对比与算法优化,提升机构的工作空间与灵巧度。【方法】首先,设计了4种不同构型并建立运动学模型;其次,采用区间离散法求解了可达工作空间;再次,以工... 【目的】针对6-PSS并联机构构型布置与尺度综合优化缺乏系统性研究的问题,通过多构型对比与算法优化,提升机构的工作空间与灵巧度。【方法】首先,设计了4种不同构型并建立运动学模型;其次,采用区间离散法求解了可达工作空间;再次,以工作空间为目标函数,分别利用粒子群优化算法和平衡优化器算法进行了尺度综合优化;最后,通过实物样机试验对模型有效性及误差灵敏度进行了验证。【结果】结果表明,平衡优化器算法在收敛速度与全局搜索能力上优于粒子群优化算法,得出最优结构参数组合,显著提升了6-PSS并联机构的综合运动性能,为该类高精度设备的设计提供了支撑。 展开更多
关键词 6-PSS并联机构 结构设计 工作空间 误差分析 样机试验
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计量测试误差分析与控制方法研究
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作者 陈楠 《中国科技纵横》 2026年第3期82-84,共3页
本文针对计量测试中的误差问题展开系统研究,旨在通过剖析误差来源提出科学控制方法,提升测试数据可靠性。本文以建筑工程全周期计量测试活动为对象,从人员操作、仪器性能、环境干扰及方法适用性四个维度深入分析误差产生机理。研究结... 本文针对计量测试中的误差问题展开系统研究,旨在通过剖析误差来源提出科学控制方法,提升测试数据可靠性。本文以建筑工程全周期计量测试活动为对象,从人员操作、仪器性能、环境干扰及方法适用性四个维度深入分析误差产生机理。研究结果表明,人员专业能力不足与操作规范性缺失、仪器设备精度衰减与维护缺失、环境参数动态变化、测试方法选择偏差是导致误差的主要因素。针对上述问题,本文构建涵盖人员培训体系优化、仪器全生命周期管理、环境干扰多维防控、测试方法标准化建设的质量控制框架。通过实施三维能力提升机制、分级校准制度、动态环境补偿模型及闭环操作规程验证,有效降低计量测试误差。 展开更多
关键词 计量测试 误差分析 控制方法
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高BMI孕妇NIPT检测时点优化模型研究
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作者 曹弦 《现代信息科技》 2026年第6期175-179,共5页
为提高高BMI孕妇无创产前检测(NIPT)精准度、降低临床风险,基于高BMI孕妇NIPT实测数据开展研究。经GC含量筛选、孕周格式转换等数据清洗后,采用Pearson相关分析、多元线性回归构建Y染色体浓度-孕周/BMI关联模型(F检验验证),结合K-means... 为提高高BMI孕妇无创产前检测(NIPT)精准度、降低临床风险,基于高BMI孕妇NIPT实测数据开展研究。经GC含量筛选、孕周格式转换等数据清洗后,采用Pearson相关分析、多元线性回归构建Y染色体浓度-孕周/BMI关联模型(F检验验证),结合K-means聚类、随机森林回归及误差分析,优化BMI分组并确定最佳检测时点。结果显示,男胎Y染色体浓度与孕周呈正相关,与BMI呈负相关(模型整体显著),仅孕妇体重影响Y染色体达标时间;按BMI聚为3组,无误差时最佳时点均在13~27周高风险期,控制误差后结果稳定。高BMI孕妇NIPT需结合孕周、BMI及体重进行分层检测,控制误差可降低风险,未来可补充多地区样本优化模型。 展开更多
关键词 高BMI孕妇 无创产前检测 Y染色体浓度 最佳检测时点 K-MEANS聚类 随机森林回归 检测误差控制
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