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The design of such pattern recognition systems may not leave aside a preliminary thorough investigation of the nonlinear dynamics of the network and its basic components. In a synchronization scenario with almost\u2010sinusoidal oscillations, each of the memristive elements used in the cells of the network under consideration features an unusual current\u2013voltage behavior. This manuscript models the linear circuitry and the memristive element in each cell so as to capture the observed dynamics and then presents an analytical study explaining the quantitative dependence of memristive current\u2013voltage behavior on excitation amplitude\u2013angular frequency ratio and on initial condition on the system state. This work leads to the first rigorous classification of all possible current\u2013voltage characteristics for a sine\u2010wave voltage\u2010driven memristive element. This analytical study shall pave way towards a better understanding of the complex and still unexplored dynamical properties of this nonlinear device, whose distinct features could improve the capabilities of future\u2010generation pattern recognition systems. Copyright \u00a9 2012 John Wiley &amp; Sons, Ltd.<\/jats:p>","DOI":"10.1002\/cta.1804","type":"journal-article","created":{"date-parts":[[2012,3,19]],"date-time":"2012-03-19T06:57:38Z","timestamp":1332140258000},"page":"1277-1320","source":"Crossref","is-referenced-by-count":81,"title":["Analysis of current\u2013voltage characteristics for memristive elements in pattern recognition systems"],"prefix":"10.1002","volume":"40","author":[{"given":"Fernando","family":"Corinto","sequence":"first","affiliation":[{"name":"Politecnico di Torino\u2014Electronics  Turin Italy"}]},{"given":"Alon","family":"Ascoli","sequence":"additional","affiliation":[{"name":"Politecnico di Torino\u2014Electronics  Turin Italy"}]},{"given":"Marco","family":"Gilli","sequence":"additional","affiliation":[{"name":"Politecnico di Torino\u2014Electronics  Turin Italy"}]}],"member":"311","published-online":{"date-parts":[[2012,3,19]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCT.1971.1083337"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1976.10092"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature06932"},{"key":"e_1_2_9_5_1","doi-asserted-by":"publisher","DOI":"10.1038\/nnano.2008.160"},{"issue":"21","key":"e_1_2_9_6_1","first-page":"215201(1)","article-title":"The mechanism of electroforming of metal oxide memristive switches","volume":"20","author":"Yang JJ","year":"2009","journal-title":"Nanotechnology"},{"key":"e_1_2_9_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/LED.2009.2021418"},{"key":"e_1_2_9_8_1","doi-asserted-by":"publisher","DOI":"10.1021\/nl900030n"},{"key":"e_1_2_9_9_1","doi-asserted-by":"publisher","DOI":"10.1038\/nmat2748"},{"key":"e_1_2_9_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/MSPEC.2008.4687366"},{"key":"e_1_2_9_11_1","first-page":"485","volume-title":"Proc. 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