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Influence of correlation scale errors on aquifer hydraulic conductivity inversion precision 被引量:1
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作者 Yun-xiao Mu Lei Zhu +2 位作者 Tong-qing Shen Meng Zhang Yuan-yuan Zha 《Water Science and Engineering》 EI CAS CSCD 2020年第3期243-252,共10页
In order to investigate the influence of correlation scale error on the inversion precision of the hydraulic conductivity of the aquifer,the successive linear estimator(SLE)was used to invert the hydraulic conductivit... In order to investigate the influence of correlation scale error on the inversion precision of the hydraulic conductivity of the aquifer,the successive linear estimator(SLE)was used to invert the hydraulic conductivity field of a heterogeneous aquifer based on synthetic experiments.By increasing the numbers of observation wells and pumping tests,we analyzed the difference between the estimated and true values of hydraulic conductivity with different correlation scale errors.The relationships between the observation well number and the error in inversion results,and between the pumping test number and the error in inversion results were investigated.The results show that,if the amount of observed head data is insufficient,there will be errors in inversion results with changing correlation scale.Due to the existence of correlation scale error,the improvement of inversion precision gradually slows down with the increase of the amount of observed head data,which indicates that too much observed head data causes data redundancy.Therefore,for the synthetic experiments described in this paper,the observation well number should be less than 41,the pumping test number should be less than 17,and a more suitable method should be selected according to the precision requirements of specific situations in practical engineering. 展开更多
关键词 Hydraulic conductivity Parameter inversion Successive linear estimator Correlation scale error Observation well number Pumping test number
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INFLUENCE OF DIFFERENT-SCALE ERRORS INTERACTIONS ON ANALYSIS AND FORECAST OF REGIONAL NWP MODEL 被引量:1
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作者 张旭斌 谈哲敏 《Journal of Tropical Meteorology》 SCIE 2015年第4期374-388,共15页
In the previous study, the influences of introducing larger- and smaller-scale errors on the background error covariances estimated at the given scales were investigated, respectively. This study used the eovariances ... In the previous study, the influences of introducing larger- and smaller-scale errors on the background error covariances estimated at the given scales were investigated, respectively. This study used the eovariances obtained in the previous study in the data assimilation and model forecast system based on three-dimensional variational method and the Weather Research and Forecasting model. In this study, analyses and forecasts from this system with different covariances for a period of one month were compared, and the causes for differing results were presented. The varia- tions of analysis increments with different-scale errors are consistent with those of variances and correlations of back- ground errors that were reported in the previous paper. In particular, the introduction of smaller-scale errors leads to greater amplitudes in analysis increments for medium-scale wind at the heights of both high- and low-level jets. Tem- perature and humidity analysis increments are greater at the corresponding scales at the middle- and upper-levels. These analysis increments could improve the intensity of the jet-convection system that includes jets at different levels and the coupling between them that is associated with latent heat release. These changes in analyses will contribute to more ac- curate wind and temperature forecasts in the corresponding areas. When smaller-scale errors are included, humidity analysis increments are significantly enhanced at large scales and lower levels, to moisten southern analyses. Thus, dry bias can be corrected, which will improve humidity forecasts. Moreover, the inclusion of larger- (smaller-) scale errors will be beneficial for the accuracy of forecasts of heavy (light) precipitation at large (small) scales because of the ampli- fication (diminution) of the intensity and area in precipitation forecasts. 展开更多
关键词 background error covariances errors at different scales data assimilation
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ON THE OPTIMAL BACKGROUND ERROR COVARIANCES: DIFFERENT SCALE ERRORS' CONTRIBUTION 被引量:4
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作者 张旭斌 谈哲敏 《Journal of Tropical Meteorology》 SCIE 2013年第4期305-321,共17页
The large-scale and small-scale errors could affect background error covariances for a regional numerical model with the specified grid resolution.Based on the different background error covariances influenced by diff... The large-scale and small-scale errors could affect background error covariances for a regional numerical model with the specified grid resolution.Based on the different background error covariances influenced by different scale errors,this study tries to construct a so-called"optimal background error covariances"to consider the interactions among different scale errors.For this purpose,a linear combination of the forecast differences influenced by information of errors at different scales is used to construct the new forecast differences for estimating optimal background error covariances.By adjusting the relative weight of the forecast differences influenced by information of smaller-scale errors,the relative influence of different scale errors on optimal background error covariances can be changed.For a heavy rainfall case,the corresponding optimal background error covariances can be estimated through choosing proper weighting factor for forecast differences influenced by information of smaller-scale errors.The data assimilation and forecast with these optimal covariances show that,the corresponding analyses and forecasts can lead to superior quality,compared with those using covariances that just introduce influences of larger-or smallerscale errors.Due to the interactions among different scale errors included in optimal background error covariances,relevant analysis increments can properly describe weather systems(processes)at different scales,such as dynamic lifting,thermodynamic instability and advection of moisture at large scale,high-level and low-level jet at synoptic scale,and convective systems at mesoscale and small scale,as well as their interactions.As a result,the corresponding forecasts can be improved. 展开更多
关键词 BACKGROUND error covariances information of errorS at DIFFERENT scales MULTI-scale interactions
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Estimation of random errors for lidar based on noise scale factor 被引量:2
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作者 王欢雪 刘建国 张天舒 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第8期386-390,共5页
Estimation of random errors, which are due to shot noise of photomultiplier tube(PMT) or avalanche photodiode(APD) detectors, is very necessary in lidar observation. Due to the Poisson distribution of incident electro... Estimation of random errors, which are due to shot noise of photomultiplier tube(PMT) or avalanche photodiode(APD) detectors, is very necessary in lidar observation. Due to the Poisson distribution of incident electrons, there still exists a proportional relationship between standard deviation and square root of its mean value. Based on this relationship,noise scale factor(NSF) is introduced into the estimation, which only needs a single data sample. This method overcomes the distractions of atmospheric fluctuations during calculation of random errors. The results show that this method is feasible and reliable. 展开更多
关键词 atmospheric optics LIDAR random error noise factor noise scale factor
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一种针对高精度光纤惯导的多位置快速对准方法
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作者 贾琳 严恭敏 +1 位作者 王小旭 刘生攀 《中国惯性技术学报》 北大核心 2026年第2期107-113,共7页
针对高精度光纤惯导长期贮存后光纤陀螺标度因数漂移导致传统双位置、连续旋转等方法航向角对准误差增大的问题,通过重新设计转位方案和定义系统状态,提出了一种多位置快速对准方法。该方法转动方案简单易工程实现,对准时间短适应快速需... 针对高精度光纤惯导长期贮存后光纤陀螺标度因数漂移导致传统双位置、连续旋转等方法航向角对准误差增大的问题,通过重新设计转位方案和定义系统状态,提出了一种多位置快速对准方法。该方法转动方案简单易工程实现,对准时间短适应快速需求,既继承了传统对准方法抵消或调制陀螺漂移的优点,又显著抑制了陀螺标度因数误差对自对准精度的影响。仿真和实物实验结果表明:当陀螺标度因数误差在0~200 ppm范围内时,所提方法的航向角对准结果均未受到明显影响;在陀螺标度因数误差为200 ppm时,所提方法的航向角对准精度较双位置法提高46″,较连续旋转法提高106″。 展开更多
关键词 光纤惯导 标度因数误差 多位置 快速对准
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工业生产中皮带秤误差成因及校准优化研究
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作者 李彬彬 程兆盛 +1 位作者 李延新 陈小新 《计量与测试技术》 2026年第2期156-158,163,共4页
电子皮带秤是一种连续动态称重设备,但会因工作环境复杂多变,而导致计量精度易受粉尘、高温、机械振动等不可控因素的干扰,从而影响测量的准确性与稳定性。因此,本文针对其在工业生产中误差较大的问题,从机械、环境、安装调试及维护管... 电子皮带秤是一种连续动态称重设备,但会因工作环境复杂多变,而导致计量精度易受粉尘、高温、机械振动等不可控因素的干扰,从而影响测量的准确性与稳定性。因此,本文针对其在工业生产中误差较大的问题,从机械、环境、安装调试及维护管理等方面进行分析,并提出设备改造、校准流程规范化、维护优化三种解决方案,从而为工业现场提升皮带秤计量精度提供参考。 展开更多
关键词 电子皮带秤 误差分析 物料计量 解决方案 维护管理
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Mesoscale Predictability of Mei-yu Heavy Rainfall 被引量:10
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作者 刘建勇 谈哲敏 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2009年第3期438-450,共13页
Recently reported results indicate that small amplitude and small scale initial errors grow rapidly and subsequently contaminate short-term deterministic mesoscale forecasts. This rapid error growth is dependent on no... Recently reported results indicate that small amplitude and small scale initial errors grow rapidly and subsequently contaminate short-term deterministic mesoscale forecasts. This rapid error growth is dependent on not only moist convection but also the flow regime. In this study, the mesoscale predictability and error growth of mei-yu heavy rainfall is investigated by simulating a particular precipitation event along the mei-yu front on 4- 6 July 2003 in eastern China. Due to the multi-scale character of the mei-yu front and scale interactions, the error growth of mei-yu heavy rainfall forecasts is markedly different from that in middle-latitude moist baroclinic systems. The optimal growth of the errors has a relatively wide spectrum, though it gradually migrates with time from small scale to mesoscale. During the whole period of this heavy rainfall event, the error growth has three different stages, which similar to the evolution of 6-hour accumulated precipitation. Multi-step error growth manifests as an increase of the amplitude of errors, the horizontal scale of the errors, or both. The vertical profile of forecast errors in the developing convective instability and the moist physics convective system indicates two peaks, which correspond with inside the mei-yu front, and related to moist The error growth for the mei-yu heavy rainfall is concentrated convective instability and scale interaction. 展开更多
关键词 mesoscale predictability error growth scale interaction mei-yu front precipitation
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Anovelprofile error model to calculate contact error
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作者 刘钦 吴伟仁 +1 位作者 张之敬 金鑫 《Journal of Beijing Institute of Technology》 EI CAS 2014年第3期318-324,共7页
A new profile model based on multi-scale asperities is developed and contact error is cal- culated. After stratified sampling, the model can get the distribution law of entity points on each cross section. Asperity ra... A new profile model based on multi-scale asperities is developed and contact error is cal- culated. After stratified sampling, the model can get the distribution law of entity points on each cross section. Asperity radius of curvature is estimated by the relationship between circle radius and the section interval. Contact error is related to surface form error. A model equation of contact error plane is calculated through a method based on static equilibrium theory. Three contact asperities which determine the contact error plane on the rough surface are studied. The simulation results show that contact error can be accurately calculated according to the profile error model. 展开更多
关键词 profile error multi-scale asperities model contact error
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径流预报误差的混合t Location-Scale分布模型及应用 被引量:3
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作者 孙凤玲 李继清 张验科 《水力发电》 北大核心 2020年第12期13-18,共6页
基于混合t Location-Scale分布良好的自适应性,利用k均值聚类法挖掘数据隐含结构、良好的聚类效果特点,建立了不同预见期径流预报误差混合t Location-Scale分布模型。将模型应用于雅砻江流域官地水库,对预见期分别为6、12、18 h和24 h... 基于混合t Location-Scale分布良好的自适应性,利用k均值聚类法挖掘数据隐含结构、良好的聚类效果特点,建立了不同预见期径流预报误差混合t Location-Scale分布模型。将模型应用于雅砻江流域官地水库,对预见期分别为6、12、18 h和24 h的区间径流预报误差进行了分析与建模,结果发现混合t Location-Scale分布模型弥补了单一分布难以描述径流预报误差特征多样性的局限,能更准确地描述不同预见期径流预报误差的统计特征,误差分布与实测径流预报误差的变化规律一致,可为水库水电站的径流预报和调度运行提供更加准确、可靠的来水数据。 展开更多
关键词 径流预报误差 单一分布模型 混合t Location-scale分布模型 K均值聚类
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Effect of Surface Roughness in Micro-nano Scale on Slotted Waveguide Arrays in Ku-band
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作者 Na LI Peng LI Liwei SONG 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第3期595-603,共9页
Modeling of the roughness in micro-nano scale and its influence have not been fully investigated, however the roughness will cause amplitude and phase errors of the radiating slot, and decrease the precision and effic... Modeling of the roughness in micro-nano scale and its influence have not been fully investigated, however the roughness will cause amplitude and phase errors of the radiating slot, and decrease the precision and efficiency of the SWA in Ku-band. Firstly, the roughness is simulated using the electromechanical coupled(EC) model. The relationship between roughness and the antenna's radiation properties is obtained. For verification, an antenna proto- type is manufactured and tested, and the simulation method is introduced. According to the prototype, a contrasting experiment dealing with the flatness of the radiating plane is conducted to test the simulation method. The advantage of the EC model is validated by comparisons of the EC model and two classical roughness models (sine wave and fractal function), which shows that the EC model gives a more accurate description model for roughness, the maxi- mum error is 13%. The existence of roughness strongly broadens the beamwidth and raises the side-lobe level of SWA, which is 1.2 times greater than the ideal antenna. In addition, effect of the EC model's evaluation indices is investigated, the most affected scale of the roughness is found, which is 1/10 of the working wavelength. The proposed research provides the instruction for antenna designing and manufacturing. 展开更多
关键词 Slotted waveguide arrays - Roughness model Micro/nano-scale Amplitude and phase errors Radiationcharacteristics
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不同尺度初始误差对2021年台风烟花路径和强度模拟预报的影响
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作者 周菲凡 叶一苇 +2 位作者 张晗 杨雅雯 段晚锁 《大气科学》 北大核心 2025年第2期550-564,共15页
本文以2021年台风烟花为例,考察了不同尺度初始误差对台风路径和强度预报的影响。分别由NCEP提供的FNL再分析资料和由ECMWF提供的ERA5资料驱动WRF模式,对烟花进行长时间(14 d)、高分辨率(3 km)的模拟,产生对照试验CTL_F和CTL_E。对比分... 本文以2021年台风烟花为例,考察了不同尺度初始误差对台风路径和强度预报的影响。分别由NCEP提供的FNL再分析资料和由ECMWF提供的ERA5资料驱动WRF模式,对烟花进行长时间(14 d)、高分辨率(3 km)的模拟,产生对照试验CTL_F和CTL_E。对比分析CTL_F和CTL_E的模拟结果,并与最佳路径进行比较,将与最佳路径较为接近的模拟结果作为真值,将另一模拟结果作为有误差的预报。将二者的初始场作差,并进行尺度分解,以200 km,2000 km为界限,分解成小尺度、中尺度和大尺度3种误差,分别将这3种尺度的误差叠加到真值的初始场上,再分别进行模拟预报,考察不同尺度的误差对台风烟花模拟预报的影响程度,并分析各种尺度误差对预报误差的相对贡献。结果表明,不论是强度预报,还是路径预报,在前10 d的预报中,中尺度误差起到了决定性作用。而在后4 d的预报中,大尺度和小尺度误差的贡献逐渐凸显,三种尺度误差的效果相当。此外,中尺度误差在前期使得台风路径偏东,强度偏强,而大尺度和小尺度误差使得台风路径偏西,强度偏弱。分析原因显示,初始时刻总误差场的信息主要体现在中尺度误差上,因此中尺度误差在前期的作用最为显著。中尺度误差略微加快了台风增强的速度,显著放缓了台风衰减的速度,而大尺度和小尺度误差略微放缓了台风增强的速度,而明显加快了台风衰减的速度。此外,叠加中尺度误差场后台风具有更强的初始强度,偏东的路径又使得其登陆时间较晚,综上,中尺度误差使得台风强度偏强。而大尺度和小尺度误差由于使得台风路径偏西,较早登陆,因此使得台风强度总体偏弱。 展开更多
关键词 尺度分解 初始误差 台风路径 台风强度 数值模拟
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改进MSE和BTSVM的往复压缩机轴承智能诊断研究
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作者 闫旭辉 武文革 邓诗俊 《机械设计与制造》 北大核心 2025年第12期277-282,共6页
针对往复压缩机轴承故障诊断识别准确率不高,故障特征信息耦合等问题,提出了基于改进MSE和优化BTSVM的故障诊断新方法。鉴于多尺度样本熵算法在冗余计算与特征提取效率方面存在的局限性,本研究深入剖析其多尺度处理策略与样本熵计算流程... 针对往复压缩机轴承故障诊断识别准确率不高,故障特征信息耦合等问题,提出了基于改进MSE和优化BTSVM的故障诊断新方法。鉴于多尺度样本熵算法在冗余计算与特征提取效率方面存在的局限性,本研究深入剖析其多尺度处理策略与样本熵计算流程,针对性地实施了优化措施。由此,本文提出了改进多尺度样本熵算法(IMSE),旨在显著提升算法的计算效率与特征提取精度。其次,针对传统纠错码无法确定码长及最优排列顺序这两方面的不足,将Hadamard矩阵应用于纠错码,提出一种基于Hadamard纠错码结合二叉树支持向量机(BTSVM)的故障识别方法。最后,将两种改进方法进行混合应用于往复压缩机故障诊断中,结果表明,本方法不但提高了故障诊断的准确率,还极大地加快了故障诊断的计算速度。 展开更多
关键词 往复压缩机 改进多尺度样本熵算法 纠错码 二叉树支持向量机 故障诊断
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Temporal Shape Error Concealment for Video Objects
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作者 于烨 谢旭东 +2 位作者 陆建华 郑君里 陈长文 《Journal of Beijing Institute of Technology》 EI CAS 2008年第3期322-329,共8页
A novel temporal shape error concealment technique is proposed, which can he used in the context of object-based video coding schemes. In order to reduce the effect of the shape variations of a video object, the curva... A novel temporal shape error concealment technique is proposed, which can he used in the context of object-based video coding schemes. In order to reduce the effect of the shape variations of a video object, the curvature scale space (CSS) technique is adopted to extract features, and then these features are used for boundary matching between the current frame and the previous frame. Because the temporal, spatial and sta- tistical video contour information are all considered, the proposed method can find the optimal matching, which is used to replace the damaged contours. The simulation results show that the proposed algorithm achieves better subjective, objective qualities and higher efficiency than those previously developed methods. 展开更多
关键词 error concealment object-based image and video processing curvature scale space (CSS) shapedata
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Parallel Algorithms for Residue Scaling and Error Correction in Residue Arithmetic
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作者 Hao-Yung Lo Ting-Wei Lin 《Wireless Engineering and Technology》 2013年第4期198-213,共16页
In this paper, we present two new algorithms in residue number systems for scaling and error correction. The first algorithm is the Cyclic Property of Residue-Digit Difference (CPRDD). It is used to speed up the resid... In this paper, we present two new algorithms in residue number systems for scaling and error correction. The first algorithm is the Cyclic Property of Residue-Digit Difference (CPRDD). It is used to speed up the residue multiple error correction due to its parallel processes. The second is called the Target Race Distance (TRD). It is used to speed up residue scaling. Both of these two algorithms are used without the need for Mixed Radix Conversion (MRC) or Chinese Residue Theorem (CRT) techniques, which are time consuming and require hardware complexity. Furthermore, the residue scaling can be performed in parallel for any combination of moduli set members without using lookup tables. 展开更多
关键词 Chinese REMAINDER Theorem (CRT) error Correction error Detection Parallel RESIDUE SCALING RESIDUE Number Systems (RNS) TARGET Race Distance (TRD) TARGET Residue-Digit Difference
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多尺度山地植被总初级生产力遥感估算中的误差来源解析
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作者 谢馨瑶 李爱农 +1 位作者 田洁 邬昌林 《遥感学报》 北大核心 2025年第1期203-218,共16页
山地生态系统是陆地重要的贮碳库,准确估算山地植被总初级生产力GPP(Gross Primary Productivity)可进一步认知陆地植被对全球气候变化的反馈作用。然而,现有植被GPP遥感产品常忽略地形对光合作用过程的控制作用和亚像元空间异质性,分... 山地生态系统是陆地重要的贮碳库,准确估算山地植被总初级生产力GPP(Gross Primary Productivity)可进一步认知陆地植被对全球气候变化的反馈作用。然而,现有植被GPP遥感产品常忽略地形对光合作用过程的控制作用和亚像元空间异质性,分别导致了“地形误差”和“空间尺度误差”。本文以四川王朗国家级自然保护区为例,重点解析高(30 m)、中(480 m)、低(960 m)空间分辨率下山地植被GPP遥感估算中的误差来源。结果表明:不同地形条件模拟下的多尺度植被GPP呈现出明显的空间差异(区域均值差距高达198 g(/m^(2)·a)),说明忽略山地环境的特殊性将对GPP遥感估算结果造成较大偏差;植被GPP遥感估算地形误差随着空间分辨率的降低呈现减小的趋势,高空间分辨率下的地形误差不容忽视(区域偏差高达200 g(/m^(2)·a))。其中,未考虑水分重分配导致山地植被GPP空间分布存在较大不确定性(均方根误差为402 g(/m^(2)·a)),因此土壤水分模拟精度的提升将有助于进一步改善山地高空间分辨率植被GPP遥感产品。从植被GPP遥感估算空间尺度误差的角度来说,研究发现其随着空间分辨率的降低呈现增大的趋势,中、低空间分辨率下的尺度误差均不容忽视(分别为161 g(/m^(2)·a)和210 g(/m^(2)·a))。因此,本文建议在多尺度山地植被GPP遥感估算中,高空间分辨率产品应该重点关注地形效应,中、低空间分辨率产品应该进一步消除空间尺度误差。本研究结果可为生产山地植被GPP遥感产品提供有益认知,丰富山地定量遥感理论体系,助力“双碳”目标。 展开更多
关键词 遥感 植被总初级生产力 山地生态系统 多尺度 地形误差 空间尺度误差
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整体测量场精度评价方法研究
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作者 杨淑睿 林嘉睿 +3 位作者 张辉 史慎东 滕明鑫 杨凌辉 《航空制造技术》 北大核心 2025年第8期121-129,共9页
多基站整体测量场的构建是目前实现制造空间大尺寸三维测量最有效的手段,其精度评价对于保证测量结果的可靠性和测量任务规划的合理性都具有重要的意义。针对整体测量场精度评价过程中的多源观测数据融合问题,建立了以几何约束为核心的... 多基站整体测量场的构建是目前实现制造空间大尺寸三维测量最有效的手段,其精度评价对于保证测量结果的可靠性和测量任务规划的合理性都具有重要的意义。针对整体测量场精度评价过程中的多源观测数据融合问题,建立了以几何约束为核心的整体测量场数学模型,提出了以仪器观测量不确定度、仪器位姿参数不确定度、目标点坐标不确定度为指标体系的整体测量场精度评价方法。根据测量结果的统计信息实现了仪器观测量现场不确定度的快速准确评定;利用GUM法分析测量不确定度的传播过程,建立了仪器位姿参数不确定度和目标点坐标不确定度的评定方法;通过仿真试验和现场试验,验证了整体测量场精度评价方法的合理性。 展开更多
关键词 整体测量场 精度评价 测量不确定度 误差分析 大尺寸测量
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基于交叉熵赋权的大规模创新型竞赛评审的优化模型
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作者 郭东威 朱英明 +1 位作者 陈玉磊 张耀 《中国管理科学》 北大核心 2025年第12期134-145,共12页
创新型作品的评审具有一定的主观性,不同专家的评分可能差异较大。为了客观评审大规模创新型竞赛作品,提出了基于交叉熵专家赋权的评审模型。首先,建立了作品捆绑式交叉分发的数学模型。该模型一方面保证了每份作品都有可比较的对象,以... 创新型作品的评审具有一定的主观性,不同专家的评分可能差异较大。为了客观评审大规模创新型竞赛作品,提出了基于交叉熵专家赋权的评审模型。首先,建立了作品捆绑式交叉分发的数学模型。该模型一方面保证了每份作品都有可比较的对象,以便对异常分数进行修正;另一方面使得任意两位专家尽可能具有数量相等的交叉评审作品,以比较和发现各专家的评分特点,进而建立科学的专家赋权模型。其次,根据少数服从多数原则,建立了调整部分原始评分的有效方法。该方法降低了随机误差、专家误判等造成的不公平。然后,建立了基于交叉熵的专家赋权法。该权重在一定程度上弥补了大规模评审中采用标准分法的前提假设可能不成立的缺陷。最后,通过实验验证了本文方法的有效性、合理性和科学性。 展开更多
关键词 大规模创新型竞赛 评分误差 交叉熵 专家权重
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半波电压对光纤陀螺精度影响的研究
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作者 左强 郑少伟 尹娟娟 《测控技术》 2025年第8期14-18,24,共6页
光纤陀螺(Fiber Optic Gyroscope,FOG)是飞行控制系统中测量角速度的重要传感器,其精度直接关系到飞行控制的稳定性和飞行品质。多功能集成光学器件(Y波导)的半波电压误差是影响闭环FOG标度因数精度的关键因素之一。基于闭环FOG的系统模... 光纤陀螺(Fiber Optic Gyroscope,FOG)是飞行控制系统中测量角速度的重要传感器,其精度直接关系到飞行控制的稳定性和飞行品质。多功能集成光学器件(Y波导)的半波电压误差是影响闭环FOG标度因数精度的关键因素之一。基于闭环FOG的系统模型,系统分析了半波电压误差对反馈相位、标度因数和测量精度的影响。提出一种无须搭建额外光路、基于Sagnac干涉原理的在线测量方法,实现了对系统半波电压误差的检测。进一步设计了在FPGA中对该误差参数进行实时数字补偿的调试工艺,并通过实测数据验证了其在提高陀螺测量精度和稳定性方面的有效性。实验结果表明,通过补偿控制,半波电压误差在±80mV以内,可将测量误差控制在满量程的0.05%以内,为高动态飞行器惯性导航系统的精度提升提供了理论支持与工程解决方案。 展开更多
关键词 闭环光纤陀螺 Y波导 半波电压误差 标度因数
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基于KAN和误差时间序列自相关性特征的多时间尺度光伏功率预测
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作者 李嵩 夏成军 +2 位作者 刘译夫 汪愉康 刘育成 《电力系统保护与控制》 北大核心 2025年第24期176-187,共12页
针对日前预测模型在非线性特征提取能力上的不足,以及日内预测时功率输出波动特征复杂导致模型学习困难的问题,提出了基于科尔莫戈洛夫-阿诺尔德网络(Kolmogorov-Arnold networks,KAN)和误差时间序列自相关性特征的多时间尺度光伏功率... 针对日前预测模型在非线性特征提取能力上的不足,以及日内预测时功率输出波动特征复杂导致模型学习困难的问题,提出了基于科尔莫戈洛夫-阿诺尔德网络(Kolmogorov-Arnold networks,KAN)和误差时间序列自相关性特征的多时间尺度光伏功率预测方法。首先,在日前预测阶段,设计了以KAN为基本单元的预测模型,通过残差连接改进的深层KAN提取数据空间特征,并结合多头注意力机制提取数据时序特征,显著提升了模型对各种气候特征的提取能力。然后,在日内预测阶段,基于日前预测结果,结合误差时间序列的自相关性特征进行间接预测,显著降低了预测序列的波动幅度,降低了模型的学习难度。最后,基于某光伏功率预测大赛提供的数据进行实验,结果表明,所设计的日前预测模型相较于长短时记忆(long short-term memory,LSTM)网络、Transformer等模型,预测结果的均方误差(mean square error,MSE)至少降低3.8%。所提出的日内间接预测方法相比于直接预测方法,预测结果的MSE降低38.3%。 展开更多
关键词 光伏功率预测 多时间尺度 KAN 误差时间序列的自相关性特征
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全局性遥感真实性检验的思考
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作者 肖青 吴小丹 +4 位作者 闻建光 卞尊健 林兴稳 游冬琴 尹高飞 《遥感学报》 北大核心 2025年第6期1739-1753,共15页
真实性检验问题、反演问题和尺度问题并列为定量遥感3大科学问题。真实性检验是反映和揭示遥感算法和产品误差的重要基础,也是遥感产品质量不断改进的重要保障。经过近40年的发展,真实性检验的方法和手段也日益丰富和多样化。从传统的... 真实性检验问题、反演问题和尺度问题并列为定量遥感3大科学问题。真实性检验是反映和揭示遥感算法和产品误差的重要基础,也是遥感产品质量不断改进的重要保障。经过近40年的发展,真实性检验的方法和手段也日益丰富和多样化。从传统的基于统计学的比对分析,到基于物理模型的仿真验证,真实性检验技术已经形成了一套完整的体系。这些技术的泛化应用也为定量遥感研究提供了更加丰富的数据支持和验证手段,已经成为定量遥感发展的一大助力。经过多年的技术积累与发展,真实性检验内涵与外延均已远超简单的比对和评价,逐渐向一个全面、系统的过程发展,深入到遥感数据获取、遥感辐射定标、模型算法、产品生产等多个环节。各种与地理相关的宏观与微观应用的深入拓展,客观上推动了业界从遥感科学与技术学科层面,系统性地全局分析遥感信息不确定性出现、转移或者转化规律,耦合时代技术条件与优势,不断迭代提升空间观测能力。业界当前已经具备从卫星成像、数据标定、模型算法验证、遥感数据产品检验、应用效果评价,乃至于遥感辐射传输理论与对地观测方法等全方位检验的能力。但是遥感信息具备时间、空间、光谱和事件的多维度特性,如何通过全局性的遥感真实性检验方法,系统性地提升遥感空间观测能力,尚需要系统性重新梳理真实性检验的内涵、方法体系和产出,亦需要形成学科内和跨学科交叉合作的工作机制。本文对真实性检验的概念和内涵进行了新的阐释,对主要阶段真实性检验的内涵、方法与技术发展现状进行了分析和总结,剖析了目前真实性检验亟需突破的关键难题。最后,本文对真实性检验发展的具体思路和发展方向进行了展望。 展开更多
关键词 遥感 全局性真实性检验 像元参考真值 不确定性 误差溯源
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