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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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EFFECTS OF RANDOM ERRORS ON THE SIDELOBE FOR THE LINEAR ARRAY 被引量:1
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作者 Cheng Gang Lin Wei Lin Shiming(Northwestern Polytechnical University, Xi’an 710072) (Japan Micro Systems Co., Osaka 530-0001, Japan) 《Journal of Electronics(China)》 2002年第1期81-83,共3页
The effects of statistically dependent random errors on the sidelobe are analyzed for the linear array. It is shown that the random errors cause a rise in the sidelobe level. The simple formulas can also be obtained f... The effects of statistically dependent random errors on the sidelobe are analyzed for the linear array. It is shown that the random errors cause a rise in the sidelobe level. The simple formulas can also be obtained for the case of independent random errors. 展开更多
关键词 Linear array SIDELOBE random error Correlation moment
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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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Effect of random phase error and baseline roll angle error on eddy identification by interferometric imaging altimeter
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作者 Le GAO Hanwei SUN +1 位作者 Jifeng QI Qiufu JIANG 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2022年第5期1881-1888,共8页
To achieve better observation for sea surface,a new generation of wide-swath interferometric altimeter satellites is proposed.Before satellite launch,it is particularly important to study the data processing methods a... To achieve better observation for sea surface,a new generation of wide-swath interferometric altimeter satellites is proposed.Before satellite launch,it is particularly important to study the data processing methods and carry out the detailed error analysis of ocean satellites,because it is directly related to the ultimate ability of satellites to capture ocean information.For this purpose,ocean eddies are considered a specific case of ocean signals,and it can cause significant changes in sea surface elevation.It is suitable for theoretical simulation of the sea surface and systematic simulation of the altimeter.We analyzed the impacts of random error and baseline error on the sea surface and ocean signals and proposed a combined strategy of low-pass filtering,empirical orthogonal function(EOF)decomposition,and linear fitting to remove the errors.Through this strategy,sea surface anomalies caused by errors were considerably improved,and the capability of satellite for capturing ocean information was enhanced.Notably,we found that the baseline error in sea surface height data was likely to cause inaccuracy in eddy boundary detection,as well as false eddy detection.These abnormalities could be prevented for"clean"sea surface height after the errors removal. 展开更多
关键词 interferometric altimetry baseline error random error ocean eddy theoretical and systematic simulation error removal strategy
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ON DESIGN METHOD OF THE PRECISION CAM PROFILE WITH RANDOM PROCESSING ERRORS 被引量:4
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作者 Zhao ZhisuMechatronics Engineering andAutomation Institute,National University ofDefense Technology,Changsha 410073, China 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2003年第1期10-12,共3页
Based on probability and statistic, a design method of precision cam profileconcerning the influence of random processing errors is advanced. Combining the design with theprocess, which can be used to predict that cam... Based on probability and statistic, a design method of precision cam profileconcerning the influence of random processing errors is advanced. Combining the design with theprocess, which can be used to predict that cam profiles will be successfully processed or not in thedesign stage, design of the cam can be done by balancing the economization and reliability. Inaddition, an fuzzy deduction method based on Bayers formula is advanced to estimate processingreasonable of the designed precision cam profile, and it take few samples. 展开更多
关键词 Cam profiles design random processing errors Probability and statistic
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Error Threshold of Fully Random Eigen Model 被引量:1
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作者 李多芳 曹天光 +3 位作者 耿金鹏 乔丽华 顾建中 展永 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第1期170-173,共4页
Species evolution is essentially a random process of interaction between biological populations and their environ- ments. As a result, some physical parameters in evolution models are subject to statistical fluctuatio... Species evolution is essentially a random process of interaction between biological populations and their environ- ments. As a result, some physical parameters in evolution models are subject to statistical fluctuations. In this work, two important parameters in the Eigen model, the fitness and mutation rate, are treated as Gaassian dis- tributed random variables simultaneously to examine the property of the error threshold. Numerical simulation results show that the error threshold in the fully random model appears as a crossover region instead of a phase transition point, and &s the fluctuation strength increases the crossover region becomes smoother and smoother. Furthermore, it is shown that the randomization of the mutation rate plays a dominant role in changing the error threshold in the fully random model, which is consistent with the existing experimental data. The implication of the threshold change due to the randomization for antiviral strategies is discussed. 展开更多
关键词 error Threshold of Fully random Eigen Model
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A Radiotherapy Treatment Margin Formula When Systematic Positioning Errors are Relatively Small Compared to Random Positioning Errors: A First-Order Approximation
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作者 Kiyoshi Yoda 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2017年第2期193-196,共4页
A radiotherapy treatment margin formula has been analytically derived when a standard deviation (SD) of systematic positioning errors &#425;is relatively small compared to an SD of random positioning errors &s... A radiotherapy treatment margin formula has been analytically derived when a standard deviation (SD) of systematic positioning errors &#425;is relatively small compared to an SD of random positioning errors &sigma;. The margin formula for 0 ≤ &#425;≤ &sigma;was calculated by linearly interpolating two boundaries at &#425;= 0 and &#425;= &sigma;, assuming that the van Herk margin approximation of k1&#425;+ k2&sigma;is valid at &#425;= &sigma;. It was shown that a margin formula for 0 ≤ &#425;≤ &sigma;may be approximated by k1&sigma;+ k2&#425;, leading to a more general form of k1 max(&#425;,&sigma;) + k2 min(&#425;,&sigma;) which is a piecewise linear approximation for any values of &#425;and &sigma;. 展开更多
关键词 TREATMENT MARGIN Systematic POSITIONING errorS random POSITIONING errorS
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THE APPLICATION OF RANDOM METRIC SPACE IN ERROR ESTIMATE
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作者 Zhu Linhu Yang Yali(Faculty of Engineering,The Air Force Engincering University,Xi’an 710038,PRC) 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2000年第S1期129-131,共3页
Throughout this paper,let(Ω,ι,μ)be a probability space,D the collection of allleft-continuous distribution functions,and D^+={F(0)=0|F∈D},and L(Ω)the collec-tion of all random variables which is a.s.finite on Ω,... Throughout this paper,let(Ω,ι,μ)be a probability space,D the collection of allleft-continuous distribution functions,and D^+={F(0)=0|F∈D},and L(Ω)the collec-tion of all random variables which is a.s.finite on Ω,and L^+={ξ≥0 a.s.|ξ∈L(Ω)}.For random metric (normed) spaces,see [1]or[2].Theorem 1 Let(M,d)be a complete metric space f:M→M,a contract mappingwith contract coefficient α∈[0,1),L(Ω,m)the collection of all M-valued random vari- 展开更多
关键词 In THE APPLICATION OF random METRIC SPACE IN error ESTIMATE
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THE LAW OF THE ITERATED LOGARITHM OF RANDOM WEIGHTING APPROXIMATION FOR MEAN ERROR──NON.I.I.D.SITUATION
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作者 王炳章 彭建平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1996年第8期741-750,共10页
For the dislribulion if mean error under independent but not identicallydislribuled conditions. its approximating dislribution whose precision reachO is obtained.
关键词 mean error random weight APPROXIMATION
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Effects of systematic phase errors on optimized quantum random-walk search algorithm
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作者 张宇超 鲍皖苏 +1 位作者 汪翔 付向群 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第6期155-163,共9页
This study investigates the effects of systematic errors in phase inversions on the success rate and number of iterations in the optimized quantum random-walk search algorithm. Using the geometric description of this ... This study investigates the effects of systematic errors in phase inversions on the success rate and number of iterations in the optimized quantum random-walk search algorithm. Using the geometric description of this algorithm, a model of the algorithm with phase errors is established, and the relationship between the success rate of the algorithm, the database size, the number of iterations, and the phase error is determined. For a given database size, we obtain both the maximum success rate of the algorithm and the required number of iterations when phase errors are present in the algorithm. Analyses and numerical simulations show that the optimized quantum random-walk search algorithm is more robust against phase errors than Grover's algorithm. 展开更多
关键词 quantum search algorithm quantum random walk phase errors ROBUSTNESS
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Semi-supervised classification based on Markov Random Field and Robust Error Function
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作者 LIN Qing SHAN Ping-ping +1 位作者 WANG Shi-tong ZHAN Yong-zhao 《通讯和计算机(中英文版)》 2009年第4期1-5,共5页
关键词 半管理 MARKOV随机场 误差函数 能量函数
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USING ERROR-CORRECTING ENCODERS TO DESIGN LOCAL-RANDOM SEQUENCE GENERATORS
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作者 杨义先 《Journal of Electronics(China)》 1995年第1期9-14,共6页
This paper proved the statement that a good linear block encoder is in fact a good local-random sequence generator. Furthermore, this statement discovers the deep relationship between the error-correcting coding theor... This paper proved the statement that a good linear block encoder is in fact a good local-random sequence generator. Furthermore, this statement discovers the deep relationship between the error-correcting coding theory and the modern cryptography. 展开更多
关键词 error-correcting CODING CRYPTOGRAPHY random SEQUENCES
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面向高精度寻北的HRG随机误差抑制方法
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作者 李巍 王一淳 +1 位作者 于洪胜 程越 《中国惯性技术学报》 北大核心 2026年第3期228-233,241,共7页
针对半球谐振陀螺仪(HRG)随机误差难以有效抑制的问题,提出了一种基于Allan方差和时间序列分析的HRG随机误差建模与Kalman滤波噪声抑制方法,以提高寻北精度。首先对预处理后的陀螺仪输出数据进行Allan方差分析,确定了构成陀螺仪随机误... 针对半球谐振陀螺仪(HRG)随机误差难以有效抑制的问题,提出了一种基于Allan方差和时间序列分析的HRG随机误差建模与Kalman滤波噪声抑制方法,以提高寻北精度。首先对预处理后的陀螺仪输出数据进行Allan方差分析,确定了构成陀螺仪随机误差的主要误差源以及各误差源系数,根据等效原理建立准确的陀螺仪随机误差数学模型,并设计Kalman滤波器,抑制了陀螺仪随机误差对寻北精度的影响,最后在单轴转台上采用连续旋转寻北方法进行寻北实验。实验结果表明,所提方法有效抑制了陀螺仪的随机误差影响,滤波后寻北方位角的标准偏差由0.3236°降至0.2417°,精度提升了约25%。 展开更多
关键词 半球谐振陀螺寻北仪 随机误差 KALMAN滤波 时间序列分析 ALLAN方差
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白光干涉信号相位噪声分析与抑制方法研究
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作者 马龙 李颖 +3 位作者 郝敬堂 梁坤 尹绪涛 裴昕 《计测技术》 2026年第1期105-128,共24页
介绍了兼具非接触、高精度、适应性强等优势的白光干涉术,分析了实际测量中干涉信号受光源不稳定、扫描器件非线性与环境扰动等多重因素影响导致信号相位噪声显著增加的问题。阐述了目前白光干涉信号相位噪声分析与抑制方法的研究进展,... 介绍了兼具非接触、高精度、适应性强等优势的白光干涉术,分析了实际测量中干涉信号受光源不稳定、扫描器件非线性与环境扰动等多重因素影响导致信号相位噪声显著增加的问题。阐述了目前白光干涉信号相位噪声分析与抑制方法的研究进展,重点展示了本课题组在该领域开展的一系列研究工作,包括构建涵盖随机扰动、色散误差与振动等影响因素的多源噪声分析框架,以及有针对性地提出的噪声抑制策略。指出未来应进一步深入研究白光干涉中相位噪声的形成机制、相位响应特性以及与系统参数的耦合关系等,提出可将多源噪声建模、自适应优化与深度学习等技术应用于白光干涉信号相位噪声分析与抑制领域,推动精密测量技术的发展。 展开更多
关键词 白光干涉术 表面形貌测量 相位噪声 噪声模型 随机扰动 色散误差 抑制方法 响应特性
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基于Huber损失函数的稳健随机森林模型及应用
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作者 蔡超 胡成翔 《统计与决策》 北大核心 2026年第5期47-53,共7页
随着人工智能技术的发展,随机森林模型在众多领域中得到了快速发展和广泛应用。但在处理实际问题时,传统的随机森林模型易受厚尾数据、异常值等因素影响,导致估计出现偏差。鉴于此,文章提出基于Huber损失函数的稳健随机森林模型,并给出... 随着人工智能技术的发展,随机森林模型在众多领域中得到了快速发展和广泛应用。但在处理实际问题时,传统的随机森林模型易受厚尾数据、异常值等因素影响,导致估计出现偏差。鉴于此,文章提出基于Huber损失函数的稳健随机森林模型,并给出了估计算法、变量重要性测度方法及偏相依关系测度方法。该模型利用Huber损失函数的优势,在处理具有偏态分布或异常值的数据时具有更好的稳健性,且能更好地降低极端异常值对模型估计的不良影响。数值模拟结果表明:在处理具有偏态分布或异常值的数据时,基于Huber损失函数的稳健随机森林模型在预测性能上显著优于均值回归森林模型和中位数回归森林模型。将基于Huber损失函数的稳健随机森林模型应用于中国县域数字金融与农民收入数据集中,结果表明,所提方法比传统的随机森林模型具有更好的稳健性和更强的预测能力。 展开更多
关键词 随机森林模型 Huber损失函数 预测误差 稳健性
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圆光栅角位移测量误差补偿技术的展望
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作者 苏润辛 于海 +2 位作者 万秋华 梁立辉 赵长海 《激光技术》 北大核心 2026年第2期234-241,共8页
随着智能制造和精密加工技术的迭代升级,圆光栅角位移测量技术凭借其角秒级的反馈精度和高频响应特性,在高精度伺服控制和超精密机械加工领域中被广泛应用。系统归纳了圆光栅角位移测量过程中多源误差对测量精度的差异化影响,依据其频... 随着智能制造和精密加工技术的迭代升级,圆光栅角位移测量技术凭借其角秒级的反馈精度和高频响应特性,在高精度伺服控制和超精密机械加工领域中被广泛应用。系统归纳了圆光栅角位移测量过程中多源误差对测量精度的差异化影响,依据其频谱特性将测量误差划分为长周期误差、短周期误差和随机变化误差,介绍了3类误差的物理成因;梳理了国内外创新型圆光栅误差补偿技术;总结了3类误差补偿技术的研究现状;对测量误差补偿技术的特点进行了分析,并展望了圆光栅角位移测量误差补偿技术的发展前景。 展开更多
关键词 测量与计量 圆光栅 误差补偿技术 长周期误差 短周期误差 随机变化误差
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基于TTAO优化算法优化VMD和RF算法的刀具磨损预测研究
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作者 郭淼现 周亮 +2 位作者 江小辉 黄之文 龚多甫 《计量学报》 北大核心 2026年第3期324-333,共10页
为了提高刀具磨损的预测准确度,基于三角拓扑聚合优化(TTAO)算法,对刀具不同磨损阶段的切削力信号,进行变分模态分解(VMD)的分解参数K和α优化,并结合随机森林(RF)算法实现刀具磨损值的预测。首先,基于刀具磨损机理划分为初期、正常、急... 为了提高刀具磨损的预测准确度,基于三角拓扑聚合优化(TTAO)算法,对刀具不同磨损阶段的切削力信号,进行变分模态分解(VMD)的分解参数K和α优化,并结合随机森林(RF)算法实现刀具磨损值的预测。首先,基于刀具磨损机理划分为初期、正常、急剧3个磨损阶段,对各阶段切削力信号进行VMD分解,从而利用TTAO算法进行参数优化以提高信号分解精度;其次,以优化后的VMD算法结合排列熵对不同磨损阶段的切削力数据进行降噪,并提取磨损特征构建磨损预测训练模型,用于刀具的磨损预测;最后,将预测矩阵样本输入至RF中进行刀具磨损识别。结果表明:通过对不同磨损阶段的切削力数据进行针对性降噪,可以有效降低刀具磨损预测误差,平均绝对百分比误差e_(MAPE)降低了33.14%,平均绝对误差e_(MAE)降低了39.46%,均方根误差e_(RMSE)降低了40.07%。 展开更多
关键词 几何量计量 刀具磨损预测 三角拓扑聚合优化 变分模态分解 随机森林 误差评估
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Errors-in-variables模型的参数估计 被引量:3
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作者 时正华 袁永生 《曲阜师范大学学报(自然科学版)》 CAS 2005年第1期35-37,共3页
介绍了Errors_in_variables模型 ,利用Fisher得分算法 ,给出了在自变量的随机影响因素和因变量的随机影响因素相互独立和无重复测量数据情况下Errors_in_variables模型参数估计的迭代公式 .
关键词 随机自变量 errors-in-variables模型 Fisher得分算法
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多属性学术评价中指标选取的误差问题研究
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作者 俞立平 《高校图书馆工作》 2026年第1期38-44,共7页
多属性学术评价是基于指标体系进行综合评价的一类方法,其指标选取的误差问题一直缺乏系统的研究。本文在理论分析的基础上,以学术期刊评价为例,分析了系统误差的产生机制,发现单一指标的选取既存在系统误差,也存在偶然误差;从指标体系... 多属性学术评价是基于指标体系进行综合评价的一类方法,其指标选取的误差问题一直缺乏系统的研究。本文在理论分析的基础上,以学术期刊评价为例,分析了系统误差的产生机制,发现单一指标的选取既存在系统误差,也存在偶然误差;从指标体系角度分析学术评价存在的系统误差。总体上,学术评价指标选取的误差以系统误差为主,偶然误差仅占较小比例。在此基础上,提出了降低指标选取系统误差的方法。研究认为,学术评价指标选取的误差产生机制是多元的,要重视指标选取的系统误差问题,学术评价指标存在的主要问题不是指标过量问题,而是评价指标的时间跨度一致问题,消除学术评价指标选取的系统误差是一项系统工程。 展开更多
关键词 多属性评价 学术评价 指标体系 系统误差 偶然误差
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大气误差附加约束的长距离RTK定位方法
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作者 杨婷 聂志喜 +1 位作者 王振杰 赵爽 《全球定位系统》 2026年第1期101-112,共12页
实时动态差分(real time kinematic,RTK)定位技术因其成本低、实时性强等优点,已成为实时位移监测领域的重要技术手段.然而,随着跨海大桥、海上平台等远距离基础设施对高精度实时位移监测需求不断增长,常规RTK技术在长距离作业中,因测... 实时动态差分(real time kinematic,RTK)定位技术因其成本低、实时性强等优点,已成为实时位移监测领域的重要技术手段.然而,随着跨海大桥、海上平台等远距离基础设施对高精度实时位移监测需求不断增长,常规RTK技术在长距离作业中,因测站间距离增加导致大气误差(对流层和电离层延迟)的空间相关性降低,差分后残余大气误差难以充分消除,严重影响模糊度的收敛从而影响定位精度.针对这一问题,提出一种大气误差附加约束的长距离RTK定位方法:1)将经先验模型改正并进行差分后残余的对流层和电离层延迟参数化并纳入估计模型,针对残余误差分别建立先验约束:对流层残差基于台站间高差和测站距离构建先验方差,更全面地刻画长距离条件下对流层残差的不确定性;电离层残差结合纬度相关性构建先验方差,实现对定位参数解算过程的稳健约束;2)考虑大气误差的时变特性,采用随机游走过程对对流层和电离层参数进行动态估计,电离层活动变化大,随机游走噪声建模考虑基线长度和卫星高度角变化,使动态估计更符合实际情况.基于国际GNSS服务组织(International GNSS Service,IGS)测站和海上平台实测数据开展试验,结果表明:相较于常规RTK方法,所提方法在不同的观测环境下均有效缩短了收敛时间和模糊度首次固定时间,显著提升了模糊度固定率,同时在水平和垂向定位精度上取得明显改善. 展开更多
关键词 长距离实时动态差分(RTK) 大气误差 附加约束 随机游走过程
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