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[求助] 紧急求助,一篇sci文章的检索号

作者:
Zhang Qianqian, Gui Qingming
文题:
Bayesian methods for outliers detection in GNSS time series
期刊名:
Journal of Geodesy
期刊年份:
2013
卷(期),起止页码:
87(7):609-627
Doi:
10.1007/s00190-013-0640-5

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精卫填海202: 金币+5, ★★★★★最佳答案 2014-01-22 13:09:28
oven1986: 检索EPI+1, 感谢应助,鼓励一下。 2014-01-22 16:28:03
入藏号: WOS:000320508900001
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Bayesian methods for outliers detection in GNSS time series


作者:Zhang, QQ (Zhang Qianqian)[ 1,2 ] ; Gui, QM (Gui Qingming)[ 1 ]




JOURNAL OF GEODESY



卷: 87

期: 7

页: 609-627

DOI: 10.1007/s00190-013-0640-5

出版年: JUL 2013

查看期刊信息






































摘要

This article is concerned with the problem of detecting outliers in GNSS time series based on Bayesian statistical theory. Firstly, a new model is proposed to simultaneously detect different types of outliers based on the conception of introducing different types of classification variables corresponding to the different types of outliers; the problem of outlier detection is converted into the computation of the corresponding posterior probabilities, and the algorithm for computing the posterior probabilities based on standard Gibbs sampler is designed. Secondly, we analyze the reasons of masking and swamping about detecting patches of additive outliers intensively; an unmasking Bayesian method for detecting additive outlier patches is proposed based on an adaptive Gibbs sampler. Thirdly, the correctness of the theories and methods proposed above is illustrated by simulated data and then by analyzing real GNSS observations, such as cycle slips detection in carrier phase data. Examples illustrate that the Bayesian methods for outliers detection in GNSS time series proposed by this paper are not only capable of detecting isolated outliers but also capable of detecting additive outlier patches. Furthermore, it can be successfully used to process cycle slips in phase data, which solves the problem of small cycle slips.


关键词

作者关键词:GNSS time series; Bayesian methods; Additive outlier; Innovative outlier; Masking; Cycle slips

KeyWords Plus:GPS; DISCONTINUITIES; IDENTIFICATION; WEIGHTS; NOISE; MODEL


作者信息

通讯作者地址: Zhang, QQ (通讯作者)



      

Informat Engn Univ, Inst Sci, 62 Kexue Rd, Zhengzhou 450001, Peoples R China.



地址:



      

[ 1 ] Informat Engn Univ, Inst Sci, Zhengzhou 450001, Peoples R China



      

[ 2 ] Informat Engn Univ, Inst Geospatial Informat, Zhengzhou 450052, Peoples R China



电子邮件地址:zhangqianqian0216@163.com; guiqm@public.zz.ha.cn


基金资助致谢



基金资助机构

授权号



National Science Foundation of China


40974009

41174005



Planned Research Project of Technology of Zhengzhou City





China's satellite navigation



查看基金资助信息   




出版商

SPRINGER, 233 SPRING ST, NEW YORK, NY 10013 USA


类别 / 分类

研究方向:Geochemistry & Geophysics; Remote Sensing

Web of Science 类别:Geochemistry & Geophysics; Remote Sensing


文献信息

文献类型:Article

语种:English

入藏号: WOS:000320508900001

ISSN: 0949-7714


期刊信息


Impact Factor (影响因子): Journal Citation Reports®


其他信息

IDS 号: 165UA

Web of Science 核心合集中的 "引用的参考文献": 50

Web of Science 核心合集中的 "被引频次": 0
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