Neural Anomalies Monitoring: Applications to Epileptic Seizure Detection and Prediction

摘要

Thereudhaveudbeenudnumerousudeffortsudinudtheudfieldudofudelectronicsudwithudtheudaimudofudmergingudtheudareasudofudhealthcareudandudtechnologyudinudtheudformudofudlowudpower,udmoreudefficientudhardware.udHoweverudoneudareaudofuddevelopmentudthatudcanudaidudinudtheudbridgeudofudhealthcareudandudemergingudtechnologyudisudinudInformationudandudCommunicationudTechnologyud(ICT).udHere,uddatabasingudandudanalysisudsystemsudcanudhelpudbridgeudtheudwealthudofudinformationudavailableud(bloodudtests,udgeneticudinformation,udneuraluddata)udintoudaudcommonudframeworkudofudanalysis.udAlso,udICTudsystemsudcanudintegrateudreal-timeudprocessingudfromudemergingudtechnologicaludsolutions,udsuchudasuddevelopedudlow-powerudelectronics.udThisudworkudisudbasedudonudthisudidea,udmergingudtechnologicaludsolutionsudinudtheudformudofudICTudwithudtheudneedudinudhealthcareudtoudidentifyudnormalityudinudaudpatients’udhealthudprofile.udInudthisudworkudweuddevelopudthisudideaudandudexplainudtheudconceptudmoreudthoroughly.udWeudthenudgoudonudtoudexploreudtwoudapplicationsudunderuddevelopment.udTheudfirstudisudaudsystemuddesignedudaroundudmonitoringudneuraludactivityudandudidentifying,udthroughudaudprocessingudalgorithm,udwhatudisudnormaludactivity,udsuchudthatudweudcanudidentifyudanomalies,udorudabnormalitiesudinudtheudsignal.udWeudexploreudEpilespyudwithudseizureuddetectionudandudpredictionudasudanudapplicationudcaseudstudyudtoudshowudtheudpotentialudofudthisudmethod.udTheudmotivationudbeingudthatudcurrentudmethodsudofudpredictionudhaveudprovenudtoudbeudunsuccessful.udWeudshowudthatudusingudourudalgorithmudweudcanudachieveudsignificantudsuccessudinudseizureudpredictionudanduddetection,udaboveudandudbeyondudcurrentudmethods.udTheudsecondudapplicationudexploresudtheudlinkudbetweenudgeneticudinformationudandudstandardudtestsud(blood,udurineudetc...)udandudhowudtheyudlinkudinudtogetherudtouddefineudaudpersonalisedudbenchmark.udWeudshowudhowudthisudcouldudworkudandudtheudstepsudthatudhaveudbeenudmadeudtowardsuddevelopingudsuchudauddatabase.