Empirical Models of the Azimuthal Reception Angle—Part I: Comparative Analysis of Empirical Models for Different Propagation Environments
Statistical properties of the reception angle have a significant impact on the choice of the antenna system patterns and decide on the received signal-processing methods. For angle of arrival in azimuth plane, comparative analysis of the empirical models and the approximation error evaluation are th...
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Veröffentlicht in: | Wireless personal communications 2016-11, Vol.91 (2), p.771-791 |
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description | Statistical properties of the reception angle have a significant impact on the choice of the antenna system patterns and decide on the received signal-processing methods. For angle of arrival in azimuth plane, comparative analysis of the empirical models and the approximation error evaluation are the purpose of this paper. Here, the presented analysis is focused on models such as the von Mises, modified Gaussian, modified Laplacian, and modified logistic. For each model, the approximation accuracy is determined with respect to measurement data for seven different propagation scenarios. The measures such as the least-squares error, difference of standard deviations, Kolmogorov–Smirnov statistic, and Cramer–von Mises statistic are used for evaluation of the approximation errors. Comparative analysis for four empirical models, differentiation of propagation environments, multi-criterial evaluation of approximation errors in significant degree fill a gap in the previous analysis presented in the literature. The obtained results show that the empirical models provide a better fit to the measurement data than the geometrical models, and the smallest errors of approximation are for the modified Laplacian and logistic distributions. |
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For angle of arrival in azimuth plane, comparative analysis of the empirical models and the approximation error evaluation are the purpose of this paper. Here, the presented analysis is focused on models such as the von Mises, modified Gaussian, modified Laplacian, and modified logistic. For each model, the approximation accuracy is determined with respect to measurement data for seven different propagation scenarios. The measures such as the least-squares error, difference of standard deviations, Kolmogorov–Smirnov statistic, and Cramer–von Mises statistic are used for evaluation of the approximation errors. Comparative analysis for four empirical models, differentiation of propagation environments, multi-criterial evaluation of approximation errors in significant degree fill a gap in the previous analysis presented in the literature. The obtained results show that the empirical models provide a better fit to the measurement data than the geometrical models, and the smallest errors of approximation are for the modified Laplacian and logistic distributions.</description><subject>Angle of arrival</subject><subject>Approximation</subject><subject>Communications Engineering</subject><subject>Comparative analysis</subject><subject>Computer Communication Networks</subject><subject>Empirical analysis</subject><subject>Engineering</subject><subject>Environment models</subject><subject>Error analysis</subject><subject>Errors</subject><subject>Evaluation</subject><subject>Mathematical analysis</subject><subject>Model accuracy</subject><subject>Networks</subject><subject>Propagation</subject><subject>Signal processing</subject><subject>Signal,Image and Speech Processing</subject><subject>Statistical analysis</subject><subject>Statistics</subject><issn>0929-6212</issn><issn>1572-834X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>C6C</sourceid><recordid>eNp1kT9LAzEchoMoWKsfwC3g4nKa5P4kcSu1aqGiSAe3kEtzbcrd5UyuhTq5u_oJ_SSmPQdRnAIvz_vALy8ApxhdYITopceYUBohnEVxwrMI74EeTimJWJw874Me4oRHGcHkEBx5v0QotDjpgfdR1RhnlCzhvZ3p0kNbwHah4eDVVKt2EfInrXTTGlvDQT0v9efbx6N0LRxfwaGtGulka9aBr2W58WbX_-MsrIPXpii003ULH51t5FzulKN6bZytq5D7Y3BQyNLrk--3D6Y3o-nwLpo83I6Hg0mkYk7aiBIi9YzmqSRJkseE85hnjJMiY0ilWiUZyylWhCNJkGR5HkJOdZJQTAqk4j4477SNsy8r7VtRGa90Wcpa25UXmLHwPYxTHNCzX-jSrly4tKNYijLOAoU7SjnrvdOFaJyppNsIjMR2HdGtI8I6YruO2JpJ1_GBrefa_TD_W_oCs-eUIA</recordid><startdate>20161101</startdate><enddate>20161101</enddate><creator>Ziółkowski, Cezary</creator><creator>Kelner, Jan M.</creator><general>Springer US</general><general>Springer Nature B.V</general><scope>C6C</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><orcidid>https://orcid.org/0000-0003-0750-0705</orcidid><orcidid>https://orcid.org/0000-0002-3902-0784</orcidid></search><sort><creationdate>20161101</creationdate><title>Empirical Models of the Azimuthal Reception Angle—Part I: Comparative Analysis of Empirical Models for Different Propagation Environments</title><author>Ziółkowski, Cezary ; Kelner, Jan M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c392t-722aed7b5a244b3299396892f680c5ec468b71c290a20a8bbc5e97e44712f0c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Angle of arrival</topic><topic>Approximation</topic><topic>Communications Engineering</topic><topic>Comparative analysis</topic><topic>Computer Communication Networks</topic><topic>Empirical analysis</topic><topic>Engineering</topic><topic>Environment models</topic><topic>Error analysis</topic><topic>Errors</topic><topic>Evaluation</topic><topic>Mathematical analysis</topic><topic>Model accuracy</topic><topic>Networks</topic><topic>Propagation</topic><topic>Signal processing</topic><topic>Signal,Image and Speech Processing</topic><topic>Statistical analysis</topic><topic>Statistics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ziółkowski, Cezary</creatorcontrib><creatorcontrib>Kelner, Jan M.</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Wireless personal communications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ziółkowski, Cezary</au><au>Kelner, Jan M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Empirical Models of the Azimuthal Reception Angle—Part I: Comparative Analysis of Empirical Models for Different Propagation Environments</atitle><jtitle>Wireless personal communications</jtitle><stitle>Wireless Pers Commun</stitle><date>2016-11-01</date><risdate>2016</risdate><volume>91</volume><issue>2</issue><spage>771</spage><epage>791</epage><pages>771-791</pages><issn>0929-6212</issn><eissn>1572-834X</eissn><abstract>Statistical properties of the reception angle have a significant impact on the choice of the antenna system patterns and decide on the received signal-processing methods. For angle of arrival in azimuth plane, comparative analysis of the empirical models and the approximation error evaluation are the purpose of this paper. Here, the presented analysis is focused on models such as the von Mises, modified Gaussian, modified Laplacian, and modified logistic. For each model, the approximation accuracy is determined with respect to measurement data for seven different propagation scenarios. The measures such as the least-squares error, difference of standard deviations, Kolmogorov–Smirnov statistic, and Cramer–von Mises statistic are used for evaluation of the approximation errors. Comparative analysis for four empirical models, differentiation of propagation environments, multi-criterial evaluation of approximation errors in significant degree fill a gap in the previous analysis presented in the literature. 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subjects | Angle of arrival Approximation Communications Engineering Comparative analysis Computer Communication Networks Empirical analysis Engineering Environment models Error analysis Errors Evaluation Mathematical analysis Model accuracy Networks Propagation Signal processing Signal,Image and Speech Processing Statistical analysis Statistics |
title | Empirical Models of the Azimuthal Reception Angle—Part I: Comparative Analysis of Empirical Models for Different Propagation Environments |
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