K-means Based Processing of GPS Data

K-means Based Processing of GPS Data

We propose here a new error correction algorithm for GPS (Global positioning system) receivers called SKMW, which processes GPS coordinates with smoothing, k-means, mean, and weighted average in turn. We also propose values for parameters to be used with the algorithm, and analyze their performance...

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Bibliographic Details
Main Authors: Meng Du, Xinyuan Huang, Bin Qiu
Format: Article
Language:English
Published: IFSA Publishing, S.L. 2014-01-01
Series:Sensors & Transducers
Subjects:
K-means
GPS
SKMW method
Data processing.
Online Access:http://www.sensorsportal.com/HTML/DIGEST/january_2014/Vol_163/P_1814.pdf
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record_format Article
spelling doaj-cfbc9a67e6334c339fe939b4b36624142020-11-24T22:41:35ZengIFSA Publishing, S.L.Sensors & Transducers2306-85151726-54792014-01-011631148154K-means Based Processing of GPS DataMeng Du0Xinyuan Huang1Bin Qiu2College of Information, Beijing Forestry University, Beijing 100083, China School of Animation and Digital Arts, Communication University of China, Beijing 100024, China Department of Mathematics and Information Science, National Institute of Subsidiary of Hebei Normal University, Shijiazhuang 050091, ChinaWe propose here a new error correction algorithm for GPS (Global positioning system) receivers called SKMW, which processes GPS coordinates with smoothing, k-means, mean, and weighted average in turn. We also propose values for parameters to be used with the algorithm, and analyze their performance in field tests. Our analysis has shown that SKMW can effective improve the accuracy of GPS applications. http://www.sensorsportal.com/HTML/DIGEST/january_2014/Vol_163/P_1814.pdfK-meansGPSSKMW methodData processing.
collection DOAJ
language English
format Article
sources DOAJ
author Meng Du
Xinyuan Huang
Bin Qiu
spellingShingle Meng Du
Xinyuan Huang
Bin Qiu
K-means Based Processing of GPS Data
Sensors & Transducers
K-means
GPS
SKMW method
Data processing.
author_facet Meng Du
Xinyuan Huang
Bin Qiu
author_sort Meng Du
title K-means Based Processing of GPS Data
title_short K-means Based Processing of GPS Data
title_full K-means Based Processing of GPS Data
title_fullStr K-means Based Processing of GPS Data
title_full_unstemmed K-means Based Processing of GPS Data
title_sort k-means based processing of gps data
publisher IFSA Publishing, S.L.
series Sensors & Transducers
issn 2306-8515
1726-5479
publishDate 2014-01-01
description We propose here a new error correction algorithm for GPS (Global positioning system) receivers called SKMW, which processes GPS coordinates with smoothing, k-means, mean, and weighted average in turn. We also propose values for parameters to be used with the algorithm, and analyze their performance in field tests. Our analysis has shown that SKMW can effective improve the accuracy of GPS applications.
topic K-means
GPS
SKMW method
Data processing.
url http://www.sensorsportal.com/HTML/DIGEST/january_2014/Vol_163/P_1814.pdf
work_keys_str_mv AT mengdu kmeansbasedprocessingofgpsdata
AT xinyuanhuang kmeansbasedprocessingofgpsdata
AT binqiu kmeansbasedprocessingofgpsdata
_version_ 1725701736012709888

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