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We have implemented CBA and MCBA, which are based on the consideration of the global solution in the sound intensity adjustment. MCBA-CPN is applied on different uncertain nonlinear systems and Mackey\u2013Glass time series data to test the concert in terms of prediction accuracy. Proposed method is validated through statistical testing like chi-square and [Formula: see text]-test demonstrate that the difference between target and output of proposed method are acceptable. Finally, MCBA-CPN is applied to a real world problem for prediction of milk production data. <\/jats:p>","DOI":"10.1142\/s1469026816500164","type":"journal-article","created":{"date-parts":[[2016,9,5]],"date-time":"2016-09-05T09:26:53Z","timestamp":1473067613000},"page":"1650016","source":"Crossref","is-referenced-by-count":18,"title":["Modified Chaotic Bat Algorithm Based Counter Propagation Neural Network for Uncertain Nonlinear Discrete Time System"],"prefix":"10.1142","volume":"15","author":[{"given":"Uday Pratap","family":"Singh","sequence":"first","affiliation":[{"name":"Madhav Institute of Technology and Science, Gwalior 474005, Madhya Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sanjeev","family":"Jain","sequence":"additional","affiliation":[{"name":"Madhav Institute of Technology and Science, Gwalior 474005, Madhya Pradesh, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2016,9,27]]},"reference":[{"key":"S1469026816500164BIB001","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2006.878058"},{"key":"S1469026816500164BIB002","doi-asserted-by":"publisher","DOI":"10.1002\/aic.690351106"},{"key":"S1469026816500164BIB003","doi-asserted-by":"publisher","DOI":"10.1080\/00207178908559683"},{"key":"S1469026816500164BIB004","volume-title":"System Identification","author":"Soderstrom T.","year":"1989"},{"key":"S1469026816500164BIB005","doi-asserted-by":"publisher","DOI":"10.1002\/9781118535561"},{"key":"S1469026816500164BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.04.013"},{"key":"S1469026816500164BIB008","volume-title":"Neural Network and Neural Dynamic Method","author":"Zhang Y.","year":"2011"},{"key":"S1469026816500164BIB009","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2003.809425"},{"key":"S1469026816500164BIB010","doi-asserted-by":"publisher","DOI":"10.1016\/j.automatica.2005.03.026"},{"key":"S1469026816500164BIB011","doi-asserted-by":"publisher","DOI":"10.1002\/aic.690390308"},{"key":"S1469026816500164BIB012","doi-asserted-by":"publisher","DOI":"10.1109\/3477.735405"},{"key":"S1469026816500164BIB013","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2014.07.002"},{"key":"S1469026816500164BIB014","doi-asserted-by":"publisher","DOI":"10.1109\/72.80202"},{"key":"S1469026816500164BIB015","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.02.012"},{"key":"S1469026816500164BIB016","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2014.2378991"},{"key":"S1469026816500164BIB017","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2013.12.064"},{"key":"S1469026816500164BIB018","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2015.04.002"},{"key":"S1469026816500164BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.01.038"},{"key":"S1469026816500164BIB020","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.01.048"},{"key":"S1469026816500164BIB022","doi-asserted-by":"publisher","DOI":"10.1108\/02644401211235834"},{"key":"S1469026816500164BIB023","doi-asserted-by":"publisher","DOI":"10.1109\/TMAG.2011.2176108"},{"key":"S1469026816500164BIB024","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-012-1028-9"},{"key":"S1469026816500164BIB025","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.64.821"},{"key":"S1469026816500164BIB026","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2010.04.160"},{"key":"S1469026816500164BIB027","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2012.07.017"},{"key":"S1469026816500164BIB028","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-014-1669-y"},{"key":"S1469026816500164BIB029","doi-asserted-by":"publisher","DOI":"10.1142\/S0218001415590016"},{"key":"S1469026816500164BIB030","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2012.06.009"},{"key":"S1469026816500164BIB031","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2010.03.114"},{"key":"S1469026816500164BIB032","doi-asserted-by":"publisher","DOI":"10.1016\/j.medengphy.2005.06.006"},{"key":"S1469026816500164BIB033","volume-title":"Neural Network Design","author":"Hagan M. 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