Wireless Access Point Localization Using Nonlinear Least Squares and Multi-Level Quality Control
Locations of WiFi access points (APs) are important for WiFi positioning when a propagation model is used. The pre-surveyed propagation parameters, such as the path-loss exponent, are usually not available when localizing the APs in a new environment. This letter introduces a novel method that estim...
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Veröffentlicht in: | IEEE wireless communications letters 2015-12, Vol.4 (6), p.693-696 |
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creator | Yuan Zhuang You Li Haiyu Lan Syed, Zainab El-Sheimy, Naser |
description | Locations of WiFi access points (APs) are important for WiFi positioning when a propagation model is used. The pre-surveyed propagation parameters, such as the path-loss exponent, are usually not available when localizing the APs in a new environment. This letter introduces a novel method that estimates the AP locations and the parameters of the received signal strength (RSS) propagation model simultaneously using the weighted nonlinear least squares (NLLS) method. This method can run on consumer portable devices autonomously in real time without any a-priori information, and eliminate the need of pre-survey. Another contribution of this letter is to introduce a multi-level quality control mechanism, and utilize the statistical testing method in AP localization and propagation parameters (PPs) determination for the first time. Indoor experiments show that the proposed method provided more promising results than previous methods. |
doi_str_mv | 10.1109/LWC.2015.2483509 |
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The pre-surveyed propagation parameters, such as the path-loss exponent, are usually not available when localizing the APs in a new environment. This letter introduces a novel method that estimates the AP locations and the parameters of the received signal strength (RSS) propagation model simultaneously using the weighted nonlinear least squares (NLLS) method. This method can run on consumer portable devices autonomously in real time without any a-priori information, and eliminate the need of pre-survey. Another contribution of this letter is to introduce a multi-level quality control mechanism, and utilize the statistical testing method in AP localization and propagation parameters (PPs) determination for the first time. Indoor experiments show that the proposed method provided more promising results than previous methods.</description><identifier>ISSN: 2162-2337</identifier><identifier>EISSN: 2162-2345</identifier><identifier>DOI: 10.1109/LWC.2015.2483509</identifier><identifier>CODEN: IWCLAF</identifier><language>eng</language><publisher>IEEE</publisher><subject>AP localization ; Covariance matrices ; Global Positioning System ; IEEE 802.11 Standard ; Indoor environments ; multi-level quality control ; propagation model ; Quality control ; statistical testing ; weighted NLLS ; WiFi ; Wireless communication</subject><ispartof>IEEE wireless communications letters, 2015-12, Vol.4 (6), p.693-696</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c329t-17275fc38561b988a7addbc93bda5a96d85fd533085b0dfff23908faa0ab659c3</citedby><cites>FETCH-LOGICAL-c329t-17275fc38561b988a7addbc93bda5a96d85fd533085b0dfff23908faa0ab659c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/7283563$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/7283563$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Yuan Zhuang</creatorcontrib><creatorcontrib>You Li</creatorcontrib><creatorcontrib>Haiyu Lan</creatorcontrib><creatorcontrib>Syed, Zainab</creatorcontrib><creatorcontrib>El-Sheimy, Naser</creatorcontrib><title>Wireless Access Point Localization Using Nonlinear Least Squares and Multi-Level Quality Control</title><title>IEEE wireless communications letters</title><addtitle>LWC</addtitle><description>Locations of WiFi access points (APs) are important for WiFi positioning when a propagation model is used. The pre-surveyed propagation parameters, such as the path-loss exponent, are usually not available when localizing the APs in a new environment. This letter introduces a novel method that estimates the AP locations and the parameters of the received signal strength (RSS) propagation model simultaneously using the weighted nonlinear least squares (NLLS) method. This method can run on consumer portable devices autonomously in real time without any a-priori information, and eliminate the need of pre-survey. Another contribution of this letter is to introduce a multi-level quality control mechanism, and utilize the statistical testing method in AP localization and propagation parameters (PPs) determination for the first time. Indoor experiments show that the proposed method provided more promising results than previous methods.</description><subject>AP localization</subject><subject>Covariance matrices</subject><subject>Global Positioning System</subject><subject>IEEE 802.11 Standard</subject><subject>Indoor environments</subject><subject>multi-level quality control</subject><subject>propagation model</subject><subject>Quality control</subject><subject>statistical testing</subject><subject>weighted NLLS</subject><subject>WiFi</subject><subject>Wireless communication</subject><issn>2162-2337</issn><issn>2162-2345</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kMtKAzEUhoMoWGr3gpu8wNRcmplkWQZvMN7Q0uV4JpNIJE40SYX69E5p8Wz-A__5zuJD6JySOaVEXTbres4IFXO2kFwQdYQmjJasYHwhjv93Xp2iWUofZJySUEblBL2tXTTepISXWu_iKbgh4yZo8O4XsgsDXiU3vOOHMHg3GIi4MZAyfvneQDQJw9Dj-43PrmjMj_H4eTOSeYvrMOQY_Bk6seCTmR1yilbXV6_1bdE83tzVy6bQnKlc0IpVwmouRUk7JSVU0PedVrzrQYAqeylsLzgnUnSkt9Yyroi0AAS6UijNp4js_-oYUorGtl_RfULctpS0O0ntKKndSWoPkkbkYo84Y8z_ecXGtuT8D12CZCc</recordid><startdate>201512</startdate><enddate>201512</enddate><creator>Yuan Zhuang</creator><creator>You Li</creator><creator>Haiyu Lan</creator><creator>Syed, Zainab</creator><creator>El-Sheimy, Naser</creator><general>IEEE</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>201512</creationdate><title>Wireless Access Point Localization Using Nonlinear Least Squares and Multi-Level Quality Control</title><author>Yuan Zhuang ; You Li ; Haiyu Lan ; Syed, Zainab ; El-Sheimy, Naser</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c329t-17275fc38561b988a7addbc93bda5a96d85fd533085b0dfff23908faa0ab659c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>AP localization</topic><topic>Covariance matrices</topic><topic>Global Positioning System</topic><topic>IEEE 802.11 Standard</topic><topic>Indoor environments</topic><topic>multi-level quality control</topic><topic>propagation model</topic><topic>Quality control</topic><topic>statistical testing</topic><topic>weighted NLLS</topic><topic>WiFi</topic><topic>Wireless communication</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yuan Zhuang</creatorcontrib><creatorcontrib>You Li</creatorcontrib><creatorcontrib>Haiyu Lan</creatorcontrib><creatorcontrib>Syed, Zainab</creatorcontrib><creatorcontrib>El-Sheimy, Naser</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 wireless communications letters</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Yuan Zhuang</au><au>You Li</au><au>Haiyu Lan</au><au>Syed, Zainab</au><au>El-Sheimy, Naser</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Wireless Access Point Localization Using Nonlinear Least Squares and Multi-Level Quality Control</atitle><jtitle>IEEE wireless communications letters</jtitle><stitle>LWC</stitle><date>2015-12</date><risdate>2015</risdate><volume>4</volume><issue>6</issue><spage>693</spage><epage>696</epage><pages>693-696</pages><issn>2162-2337</issn><eissn>2162-2345</eissn><coden>IWCLAF</coden><abstract>Locations of WiFi access points (APs) are important for WiFi positioning when a propagation model is used. The pre-surveyed propagation parameters, such as the path-loss exponent, are usually not available when localizing the APs in a new environment. This letter introduces a novel method that estimates the AP locations and the parameters of the received signal strength (RSS) propagation model simultaneously using the weighted nonlinear least squares (NLLS) method. This method can run on consumer portable devices autonomously in real time without any a-priori information, and eliminate the need of pre-survey. Another contribution of this letter is to introduce a multi-level quality control mechanism, and utilize the statistical testing method in AP localization and propagation parameters (PPs) determination for the first time. Indoor experiments show that the proposed method provided more promising results than previous methods.</abstract><pub>IEEE</pub><doi>10.1109/LWC.2015.2483509</doi><tpages>4</tpages></addata></record> |
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subjects | AP localization Covariance matrices Global Positioning System IEEE 802.11 Standard Indoor environments multi-level quality control propagation model Quality control statistical testing weighted NLLS WiFi Wireless communication |
title | Wireless Access Point Localization Using Nonlinear Least Squares and Multi-Level Quality Control |
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