CLASSIFICATIONTOFTECGTSIGNALSTUSINGTNOVELTMETHOD

  • Dr.N.Ashok Kumar,Prof.Abhra, Pratip Ray,Prof.Pragyan Paramita,Dr.R.Murugesan,Dr.T.C.Manjunath

Abstract

AnTelectrocardiogramT(ECG)TtestTthatTrecordsTelectricalTcardiacTactivityTcanThelpTdetectTHCMT patientsTearlyTinTtheTprocess.ThisTpaperTpresentsTaTclassificationTforTcardiovascularTpatients,whichweThaveTdevelopedTtoTidentifyTHCMTpatientsTwithT10secondTECGTsignals.WhenTtheTbulkTofTtheir heartbeatsTreportedTareTdefinedTasTHCM,TpatientsTmayTbeTlistedTasTHCM.TTherefore,TtheTundrlyingTtaskTofTtheTclassifierTwillTbeTtoTrecognizeTindividualTheartbeatsTsegmentedTasTHCMTbeatTfrom12leadTECGTsignalsTinTnonHCMTcardiovascularTpatientsWeThaveTbothTderivedTmorphologicalTandtemporalTpropertiesTfromTtheTECGTsignalsTforTheartTbeatTrecognitionTandTsomeTotherTcharacteristicsTareTalsoTidentifiedTbyTtheTuseTofTwaveletTdecomposition.TSuchTfeaturesTareTusedTtoTassessTifHCMTisTobstructiveTorTnot.TweThaveTtrainedTandTtestedTaTsupportTvectorTclassifierTtoTevaluate classificationTperformance.TWeThaveTalsoTcarriedToutTfunctionalTtestsTthroughTtheTgradualTremovtheTleastTinformativeTfeatures;TtheTresultsTshowTthatTaTselectTgroupTofThighlyTinformativeTfeatureswasTableTtoTachieveTperformanceTmeasurementsTsimilarTtoTthoseTobtainedTwithTtheTmaximumTsetTofTfeatures.
Published
2020-06-01
How to Cite
Dr.N.Ashok Kumar,Prof.Abhra, Pratip Ray,Prof.Pragyan Paramita,Dr.R.Murugesan,Dr.T.C.Manjunath. (2020). CLASSIFICATIONTOFTECGTSIGNALSTUSINGTNOVELTMETHOD. International Journal of Advanced Science and Technology, 29(06), 8705-8711. Retrieved from https://sersc.org/journals/index.php/IJAST/article/view/26051