A new multipath mitigation method based on adaptive thresholding wavelet denoising and double reference shift strategy
Multipath disturbance is one of the major error sources in high-accuracy positioning for global navigation satellite system (GNSS). Although various methods based on software and hardware strategies have been developed to mitigate this error, they are still limited by different kinds of factors and...
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description | Multipath disturbance is one of the major error sources in high-accuracy positioning for global navigation satellite system (GNSS). Although various methods based on software and hardware strategies have been developed to mitigate this error, they are still limited by different kinds of factors and the effect is not ideal. After analyzing the existing methods, a new single-difference sidereal filtering method, based on adaptive thresholding wavelet denoising and double reference shift strategy (ATDR), is proposed to mitigate multipath effects for static short-baseline GNSS applications. The key idea of the proposed method is the use of both the adaptive thresholding wavelet denoising to extract an accurate multipath correction model from the reference Day and the double reference shift strategy to mitigate multipath for subsequent Day 2 more accurately and efficiently. By applying the introduced adaptive thresholding method, the average improvement rate of the RMS values of the single-difference residuals can reach about 15.82% compared with the constant thresholding method. Moreover, after applying the proposed ATDR method, the 3D positioning precision is improved by about 37.73% for the single epoch mode with 30 s data sampling rate and about 31.22% for the continuous mode with 1 s high sampling rate compared with the original results. Even compared with the constant thresholding single orbital reference (CTSR) method, the improvement percentage is about 33.94% in single epoch mode and about 25.40% in continuous mode for 3D positioning precision, respectively. In conclusion, the results of the two experiments indicate that the proposed ATDR method performs much better than the CTSR method in mitigating multipath for different sampling rates and different processing modes in the measurement domain for GNSS static short-baseline postprocessing applications. |
doi_str_mv | 10.1007/s10291-018-0708-z |
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Although various methods based on software and hardware strategies have been developed to mitigate this error, they are still limited by different kinds of factors and the effect is not ideal. After analyzing the existing methods, a new single-difference sidereal filtering method, based on adaptive thresholding wavelet denoising and double reference shift strategy (ATDR), is proposed to mitigate multipath effects for static short-baseline GNSS applications. The key idea of the proposed method is the use of both the adaptive thresholding wavelet denoising to extract an accurate multipath correction model from the reference Day and the double reference shift strategy to mitigate multipath for subsequent Day 2 more accurately and efficiently. By applying the introduced adaptive thresholding method, the average improvement rate of the RMS values of the single-difference residuals can reach about 15.82% compared with the constant thresholding method. Moreover, after applying the proposed ATDR method, the 3D positioning precision is improved by about 37.73% for the single epoch mode with 30 s data sampling rate and about 31.22% for the continuous mode with 1 s high sampling rate compared with the original results. Even compared with the constant thresholding single orbital reference (CTSR) method, the improvement percentage is about 33.94% in single epoch mode and about 25.40% in continuous mode for 3D positioning precision, respectively. In conclusion, the results of the two experiments indicate that the proposed ATDR method performs much better than the CTSR method in mitigating multipath for different sampling rates and different processing modes in the measurement domain for GNSS static short-baseline postprocessing applications.</description><identifier>ISSN: 1080-5370</identifier><identifier>EISSN: 1521-1886</identifier><identifier>DOI: 10.1007/s10291-018-0708-z</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Adaptive filters ; Atmospheric Sciences ; Automotive Engineering ; Data sampling ; Earth and Environmental Science ; Earth Sciences ; Electrical Engineering ; Geophysics/Geodesy ; Global navigation satellite system ; Noise reduction ; Original Article ; Space Exploration and Astronautics ; Space Sciences (including Extraterrestrial Physics ; Strategy</subject><ispartof>GPS solutions, 2018-04, Vol.22 (2), p.1-12, Article 40</ispartof><rights>Springer-Verlag GmbH Germany, part of Springer Nature 2018</rights><rights>GPS Solutions is a copyright of Springer, (2018). All Rights Reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c382t-de5d12ac3c8c5db86ba1da68c555a22dcd6a805f992e4c59db9a24e6eca885443</citedby><cites>FETCH-LOGICAL-c382t-de5d12ac3c8c5db86ba1da68c555a22dcd6a805f992e4c59db9a24e6eca885443</cites><orcidid>0000-0001-6988-3364</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s10291-018-0708-z$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s10291-018-0708-z$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27903,27904,41466,42535,51296</link.rule.ids></links><search><creatorcontrib>Su, Mingkun</creatorcontrib><creatorcontrib>Zheng, Jiansheng</creatorcontrib><creatorcontrib>Yang, Yanxi</creatorcontrib><creatorcontrib>Wu, Qiang</creatorcontrib><title>A new multipath mitigation method based on adaptive thresholding wavelet denoising and double reference shift strategy</title><title>GPS solutions</title><addtitle>GPS Solut</addtitle><description>Multipath disturbance is one of the major error sources in high-accuracy positioning for global navigation satellite system (GNSS). Although various methods based on software and hardware strategies have been developed to mitigate this error, they are still limited by different kinds of factors and the effect is not ideal. After analyzing the existing methods, a new single-difference sidereal filtering method, based on adaptive thresholding wavelet denoising and double reference shift strategy (ATDR), is proposed to mitigate multipath effects for static short-baseline GNSS applications. The key idea of the proposed method is the use of both the adaptive thresholding wavelet denoising to extract an accurate multipath correction model from the reference Day and the double reference shift strategy to mitigate multipath for subsequent Day 2 more accurately and efficiently. By applying the introduced adaptive thresholding method, the average improvement rate of the RMS values of the single-difference residuals can reach about 15.82% compared with the constant thresholding method. Moreover, after applying the proposed ATDR method, the 3D positioning precision is improved by about 37.73% for the single epoch mode with 30 s data sampling rate and about 31.22% for the continuous mode with 1 s high sampling rate compared with the original results. Even compared with the constant thresholding single orbital reference (CTSR) method, the improvement percentage is about 33.94% in single epoch mode and about 25.40% in continuous mode for 3D positioning precision, respectively. In conclusion, the results of the two experiments indicate that the proposed ATDR method performs much better than the CTSR method in mitigating multipath for different sampling rates and different processing modes in the measurement domain for GNSS static short-baseline postprocessing applications.</description><subject>Adaptive filters</subject><subject>Atmospheric Sciences</subject><subject>Automotive Engineering</subject><subject>Data sampling</subject><subject>Earth and Environmental Science</subject><subject>Earth Sciences</subject><subject>Electrical Engineering</subject><subject>Geophysics/Geodesy</subject><subject>Global navigation satellite system</subject><subject>Noise reduction</subject><subject>Original Article</subject><subject>Space Exploration and Astronautics</subject><subject>Space Sciences (including Extraterrestrial Physics</subject><subject>Strategy</subject><issn>1080-5370</issn><issn>1521-1886</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>BENPR</sourceid><recordid>eNp1kMtqwzAQRU1poWnaD-hO0LVbSbYcaRlCXxDopl2LsTSOFRw7leSE5OurkEJXXc2De-8MJ8vuGX1klM6eAqNcsZwymdMZlfnxIpswwVnOpKwuU08lzUUxo9fZTQhrSjlVqpxkuznpcU82YxfdFmJLNi66FUQ39GSDsR0sqSGgJWkGC9vodkhi6zG0Q2ddvyJ72GGHkVjsBxdOG-gtscNYd0g8NuixN0hC65pIQvQQcXW4za4a6ALe_dZp9vXy_Ll4y5cfr--L-TI3heQxtygs42AKI42wtaxqYBaqNAgBnFtjK5BUNEpxLI1QtlbAS6zQgJSiLItp9nDO3frhe8QQ9XoYfZ9Oas6F4lLOFEsqdlYZP4SQftZb7zbgD5pRfcKrz3h1wqtPePUxefjZE5K2X6H_S_7f9AMCpYEb</recordid><startdate>20180401</startdate><enddate>20180401</enddate><creator>Su, Mingkun</creator><creator>Zheng, Jiansheng</creator><creator>Yang, Yanxi</creator><creator>Wu, Qiang</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FD</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>BKSAR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>H8D</scope><scope>HCIFZ</scope><scope>L7M</scope><scope>PCBAR</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><orcidid>https://orcid.org/0000-0001-6988-3364</orcidid></search><sort><creationdate>20180401</creationdate><title>A new multipath mitigation method based on adaptive thresholding wavelet denoising and double reference shift strategy</title><author>Su, Mingkun ; Zheng, Jiansheng ; Yang, Yanxi ; Wu, Qiang</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c382t-de5d12ac3c8c5db86ba1da68c555a22dcd6a805f992e4c59db9a24e6eca885443</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Adaptive filters</topic><topic>Atmospheric Sciences</topic><topic>Automotive Engineering</topic><topic>Data sampling</topic><topic>Earth and Environmental Science</topic><topic>Earth Sciences</topic><topic>Electrical Engineering</topic><topic>Geophysics/Geodesy</topic><topic>Global navigation satellite system</topic><topic>Noise reduction</topic><topic>Original Article</topic><topic>Space Exploration and Astronautics</topic><topic>Space Sciences (including Extraterrestrial Physics</topic><topic>Strategy</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Su, Mingkun</creatorcontrib><creatorcontrib>Zheng, Jiansheng</creatorcontrib><creatorcontrib>Yang, Yanxi</creatorcontrib><creatorcontrib>Wu, Qiang</creatorcontrib><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>Natural Science Collection</collection><collection>Earth, Atmospheric & Aquatic Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Aerospace Database</collection><collection>SciTech Premium Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Earth, Atmospheric & Aquatic Science Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><jtitle>GPS solutions</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Su, Mingkun</au><au>Zheng, Jiansheng</au><au>Yang, Yanxi</au><au>Wu, Qiang</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A new multipath mitigation method based on adaptive thresholding wavelet denoising and double reference shift strategy</atitle><jtitle>GPS solutions</jtitle><stitle>GPS Solut</stitle><date>2018-04-01</date><risdate>2018</risdate><volume>22</volume><issue>2</issue><spage>1</spage><epage>12</epage><pages>1-12</pages><artnum>40</artnum><issn>1080-5370</issn><eissn>1521-1886</eissn><abstract>Multipath disturbance is one of the major error sources in high-accuracy positioning for global navigation satellite system (GNSS). Although various methods based on software and hardware strategies have been developed to mitigate this error, they are still limited by different kinds of factors and the effect is not ideal. After analyzing the existing methods, a new single-difference sidereal filtering method, based on adaptive thresholding wavelet denoising and double reference shift strategy (ATDR), is proposed to mitigate multipath effects for static short-baseline GNSS applications. The key idea of the proposed method is the use of both the adaptive thresholding wavelet denoising to extract an accurate multipath correction model from the reference Day and the double reference shift strategy to mitigate multipath for subsequent Day 2 more accurately and efficiently. By applying the introduced adaptive thresholding method, the average improvement rate of the RMS values of the single-difference residuals can reach about 15.82% compared with the constant thresholding method. Moreover, after applying the proposed ATDR method, the 3D positioning precision is improved by about 37.73% for the single epoch mode with 30 s data sampling rate and about 31.22% for the continuous mode with 1 s high sampling rate compared with the original results. Even compared with the constant thresholding single orbital reference (CTSR) method, the improvement percentage is about 33.94% in single epoch mode and about 25.40% in continuous mode for 3D positioning precision, respectively. In conclusion, the results of the two experiments indicate that the proposed ATDR method performs much better than the CTSR method in mitigating multipath for different sampling rates and different processing modes in the measurement domain for GNSS static short-baseline postprocessing applications.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><doi>10.1007/s10291-018-0708-z</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0001-6988-3364</orcidid></addata></record> |
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title | A new multipath mitigation method based on adaptive thresholding wavelet denoising and double reference shift strategy |
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