WiDRa: Enabling Millimeter-Level Differential Ranging Accuracy in Wi-Fi Using Carrier Phase
Although Wi-Fi is an ideal technology for many ranging applications, the performance of current methods is limited by the system bandwidth, leading to low accuracy of ~1 m. For many applications, measuring differential range, viz., the change in the range between adjacent measurements, is sufficient...
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Veröffentlicht in: | IEEE journal on selected areas in communications 2024-09, Vol.42 (9), p.2410-2423 |
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description | Although Wi-Fi is an ideal technology for many ranging applications, the performance of current methods is limited by the system bandwidth, leading to low accuracy of ~1 m. For many applications, measuring differential range, viz., the change in the range between adjacent measurements, is sufficient. Correspondingly, this work proposes WiDRa - a Wi-Fi based Differential Ranging solution that provides differential range estimates by using the sum-carrier-phase information. The proposed method is not limited by system bandwidth and can track range changes even smaller than the carrier wavelength. The proposed method is first theoretically justified, while taking into consideration the various hardware impairments affecting Wi-Fi chips. In the process, methods to isolate the sum-carrier phase from the hardware impairments are proposed. Extensive simulation results show that WiDRa can achieve a differential range estimation root-mean-square-error (RMSE) of \approx 1 mm in channels with a Rician-factor \geq 7 (a 100 \times improvement to existing methods). The proposed methods are also validated on off-the-shelf Wi-Fi hardware to demonstrate feasibility, where they achieve an RMSE of |
doi_str_mv | 10.1109/JSAC.2024.3413985 |
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For many applications, measuring differential range, viz., the change in the range between adjacent measurements, is sufficient. Correspondingly, this work proposes WiDRa - a Wi-Fi based Differential Ranging solution that provides differential range estimates by using the sum-carrier-phase information. The proposed method is not limited by system bandwidth and can track range changes even smaller than the carrier wavelength. The proposed method is first theoretically justified, while taking into consideration the various hardware impairments affecting Wi-Fi chips. In the process, methods to isolate the sum-carrier phase from the hardware impairments are proposed. Extensive simulation results show that WiDRa can achieve a differential range estimation root-mean-square-error (RMSE) of <inline-formula> <tex-math notation="LaTeX">\approx 1 </tex-math></inline-formula> mm in channels with a Rician-factor <inline-formula> <tex-math notation="LaTeX">\geq 7 </tex-math></inline-formula> (a <inline-formula> <tex-math notation="LaTeX">100 \times </tex-math></inline-formula> improvement to existing methods). The proposed methods are also validated on off-the-shelf Wi-Fi hardware to demonstrate feasibility, where they achieve an RMSE of <1 mm in the differential range. Finally, limitations of current investigation and future directions of exploration are suggested, to further tap into the potential of WiDRa.]]></description><identifier>ISSN: 0733-8716</identifier><identifier>EISSN: 1558-0008</identifier><identifier>DOI: 10.1109/JSAC.2024.3413985</identifier><identifier>CODEN: ISACEM</identifier><language>eng</language><publisher>IEEE</publisher><subject>Accuracy ; carrier phase ; CFO estimation ; differential ranging ; Distance measurement ; Estimation ; localization ; Protocols ; smart home ; Time measurement ; Wi-Fi ; Wi-Fi ranging ; Wireless fidelity ; Wireless sensor networks</subject><ispartof>IEEE journal on selected areas in communications, 2024-09, Vol.42 (9), p.2410-2423</ispartof><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c261t-c33330aa27324800c26c5d5d173fbe8df5f73939dd2ace23058fabdc62114b203</cites><orcidid>0000-0002-6599-0549 ; 0000-0003-0814-9144</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10556775$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/10556775$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Ratnam, Vishnu V.</creatorcontrib><creatorcontrib>Sadiq, Bilal</creatorcontrib><creatorcontrib>Chen, Hao</creatorcontrib><creatorcontrib>Sun, Wei</creatorcontrib><creatorcontrib>Wu, Shunyao</creatorcontrib><creatorcontrib>Loong Ng, Boon</creatorcontrib><creatorcontrib>Zhang, Jianzhong</creatorcontrib><title>WiDRa: Enabling Millimeter-Level Differential Ranging Accuracy in Wi-Fi Using Carrier Phase</title><title>IEEE journal on selected areas in communications</title><addtitle>J-SAC</addtitle><description><![CDATA[Although Wi-Fi is an ideal technology for many ranging applications, the performance of current methods is limited by the system bandwidth, leading to low accuracy of ~1 m. For many applications, measuring differential range, viz., the change in the range between adjacent measurements, is sufficient. Correspondingly, this work proposes WiDRa - a Wi-Fi based Differential Ranging solution that provides differential range estimates by using the sum-carrier-phase information. The proposed method is not limited by system bandwidth and can track range changes even smaller than the carrier wavelength. The proposed method is first theoretically justified, while taking into consideration the various hardware impairments affecting Wi-Fi chips. In the process, methods to isolate the sum-carrier phase from the hardware impairments are proposed. Extensive simulation results show that WiDRa can achieve a differential range estimation root-mean-square-error (RMSE) of <inline-formula> <tex-math notation="LaTeX">\approx 1 </tex-math></inline-formula> mm in channels with a Rician-factor <inline-formula> <tex-math notation="LaTeX">\geq 7 </tex-math></inline-formula> (a <inline-formula> <tex-math notation="LaTeX">100 \times </tex-math></inline-formula> improvement to existing methods). The proposed methods are also validated on off-the-shelf Wi-Fi hardware to demonstrate feasibility, where they achieve an RMSE of <1 mm in the differential range. Finally, limitations of current investigation and future directions of exploration are suggested, to further tap into the potential of WiDRa.]]></description><subject>Accuracy</subject><subject>carrier phase</subject><subject>CFO estimation</subject><subject>differential ranging</subject><subject>Distance measurement</subject><subject>Estimation</subject><subject>localization</subject><subject>Protocols</subject><subject>smart home</subject><subject>Time measurement</subject><subject>Wi-Fi</subject><subject>Wi-Fi ranging</subject><subject>Wireless fidelity</subject><subject>Wireless sensor networks</subject><issn>0733-8716</issn><issn>1558-0008</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkM9KAzEYxIMoWKsPIHjIC6R-STabrLeybf1DRamWHjws2eyXGtmuklShb2-XenAuA8PMHH6EXHIYcQ7F9cPLuBwJENlIZlwWRh2RAVfKMAAwx2QAWkpmNM9PyVlKHwA8y4wYkLdVmCzsDZ12tm5Dt6aPoW3DBrcY2Rx_sKWT4D1G7LbBtnRhu3XfGjv3Ha3b0dDRVWCzQJepz0sbY8BIn99twnNy4m2b8OLPh2Q5m76Wd2z-dHtfjufMiZxvmZN7gbVCS5EZgH3qVKMarqWv0TReeS0LWTSNsA6FBGW8rRuXC86zWoAcEn74dfEzpYi--ophY-Ou4lD1dKqeTtXTqf7o7DdXh01AxH99pXKtlfwF5-xgWg</recordid><startdate>20240901</startdate><enddate>20240901</enddate><creator>Ratnam, Vishnu V.</creator><creator>Sadiq, Bilal</creator><creator>Chen, Hao</creator><creator>Sun, Wei</creator><creator>Wu, Shunyao</creator><creator>Loong Ng, Boon</creator><creator>Zhang, Jianzhong</creator><general>IEEE</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0002-6599-0549</orcidid><orcidid>https://orcid.org/0000-0003-0814-9144</orcidid></search><sort><creationdate>20240901</creationdate><title>WiDRa: Enabling Millimeter-Level Differential Ranging Accuracy in Wi-Fi Using Carrier Phase</title><author>Ratnam, Vishnu V. ; Sadiq, Bilal ; Chen, Hao ; Sun, Wei ; Wu, Shunyao ; Loong Ng, Boon ; Zhang, Jianzhong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c261t-c33330aa27324800c26c5d5d173fbe8df5f73939dd2ace23058fabdc62114b203</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Accuracy</topic><topic>carrier phase</topic><topic>CFO estimation</topic><topic>differential ranging</topic><topic>Distance measurement</topic><topic>Estimation</topic><topic>localization</topic><topic>Protocols</topic><topic>smart home</topic><topic>Time measurement</topic><topic>Wi-Fi</topic><topic>Wi-Fi ranging</topic><topic>Wireless fidelity</topic><topic>Wireless sensor networks</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ratnam, Vishnu V.</creatorcontrib><creatorcontrib>Sadiq, Bilal</creatorcontrib><creatorcontrib>Chen, Hao</creatorcontrib><creatorcontrib>Sun, Wei</creatorcontrib><creatorcontrib>Wu, Shunyao</creatorcontrib><creatorcontrib>Loong Ng, Boon</creatorcontrib><creatorcontrib>Zhang, Jianzhong</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><jtitle>IEEE journal on selected areas in communications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Ratnam, Vishnu V.</au><au>Sadiq, Bilal</au><au>Chen, Hao</au><au>Sun, Wei</au><au>Wu, Shunyao</au><au>Loong Ng, Boon</au><au>Zhang, Jianzhong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>WiDRa: Enabling Millimeter-Level Differential Ranging Accuracy in Wi-Fi Using Carrier Phase</atitle><jtitle>IEEE journal on selected areas in communications</jtitle><stitle>J-SAC</stitle><date>2024-09-01</date><risdate>2024</risdate><volume>42</volume><issue>9</issue><spage>2410</spage><epage>2423</epage><pages>2410-2423</pages><issn>0733-8716</issn><eissn>1558-0008</eissn><coden>ISACEM</coden><abstract><![CDATA[Although Wi-Fi is an ideal technology for many ranging applications, the performance of current methods is limited by the system bandwidth, leading to low accuracy of ~1 m. For many applications, measuring differential range, viz., the change in the range between adjacent measurements, is sufficient. Correspondingly, this work proposes WiDRa - a Wi-Fi based Differential Ranging solution that provides differential range estimates by using the sum-carrier-phase information. The proposed method is not limited by system bandwidth and can track range changes even smaller than the carrier wavelength. The proposed method is first theoretically justified, while taking into consideration the various hardware impairments affecting Wi-Fi chips. In the process, methods to isolate the sum-carrier phase from the hardware impairments are proposed. Extensive simulation results show that WiDRa can achieve a differential range estimation root-mean-square-error (RMSE) of <inline-formula> <tex-math notation="LaTeX">\approx 1 </tex-math></inline-formula> mm in channels with a Rician-factor <inline-formula> <tex-math notation="LaTeX">\geq 7 </tex-math></inline-formula> (a <inline-formula> <tex-math notation="LaTeX">100 \times </tex-math></inline-formula> improvement to existing methods). The proposed methods are also validated on off-the-shelf Wi-Fi hardware to demonstrate feasibility, where they achieve an RMSE of <1 mm in the differential range. Finally, limitations of current investigation and future directions of exploration are suggested, to further tap into the potential of WiDRa.]]></abstract><pub>IEEE</pub><doi>10.1109/JSAC.2024.3413985</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-6599-0549</orcidid><orcidid>https://orcid.org/0000-0003-0814-9144</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Accuracy carrier phase CFO estimation differential ranging Distance measurement Estimation localization Protocols smart home Time measurement Wi-Fi Wi-Fi ranging Wireless fidelity Wireless sensor networks |
title | WiDRa: Enabling Millimeter-Level Differential Ranging Accuracy in Wi-Fi Using Carrier Phase |
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