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		<identifier>oai:zbc.uz.zgora.pl:78865</identifier>
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<dc:title xml:lang="pl"><![CDATA[Nonparametric instrumental variables for identification of block-oriented systems]]></dc:title>
<dc:creator><![CDATA[Mzyk, Grzegorz]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[system identification]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[instrumental variables]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[NARMAX system]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[Hammerstein systems]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[Wiener system]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[Lur`e system]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[nonparametric methods]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[A combined, parametric-nonparametric identification algorithm for a special case of NARMAX systems is proposed. The parameters of individual blocks are aggregated in one matrix (including mixed products of parameters). The matrix is estimated by an instrumental variables technique with the instruments generated by a nonparametric kernel method. Finally, the result is decomposed to obtain parameters of the system elements.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[The consistency of the proposed estimate is proved and the rate of convergence is analyzed. Also, the form of optimal instrumental variables is established and the method of their approximate generation is proposed. The idea of nonparametric generation of instrumental variables guarantees that the I.V. estimate is well defined, improves the behaviour of the least-squares method and allows reducing the estimation error. The method is simple in implementation and robust to the correlated noise.]]></dc:description>
<dc:publisher><![CDATA[Zielona Góra: Uniwersytet Zielonogórski]]></dc:publisher>
<dc:contributor><![CDATA[Korbicz, Józef (1951- ) - red.]]></dc:contributor>
<dc:contributor><![CDATA[Uciński, Dariusz - red.]]></dc:contributor>
<dc:date><![CDATA[2013]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/78865/AMCS_2013_23_3_4.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/88659/edition/78865/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:78865]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, volume 23, number 3 (2013)]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:88659]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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