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DigitalFilterSpecificationsThesefiltersareunealisablebecause(oneofthefollowingissufficient)theirimpulseresponsesinfinitelylongnon-causalTheiramplituderesponsescannotbeequaltoaconstantoverabandoffrequenciesAnotherperspectivethatprovidessomeunderstandingcanbeobtainedbylookingattheidealamplitudesquared.1DigitalFilterSpecificationsConsidertheidealLPresponsesquared(sameasactualLPresponse)2DigitalFilterSpecificationsTherealisablesquaredamplituderesponsetransferfunction(anditsdifferential)iscontinuousinSuchfunctionsifIIRcanbeinfiniteatpointbutaroundthatpointcannotbezero.ifFIRcannotbeinfiniteanywhere.Hencepreviousdefferentialofidealresponseisunrealisable3DigitalFilterSpecificationsArealisableresponsewouldeffectivelyneedtohaveanapproximationofthedeltafunctionsinthedifferentialThisisanecessarycondition4DigitalFilterSpecificationsForexamplethemagnituderesponseofadigitallowpassfiltermaybegivenasindicatedbelow5DigitalFilterSpecificationsInthepassbandwerequirethat withadeviationInthestopbandwerequirethat withadeviation
6DigitalFilterSpecificationsFilterspecificationparameters-passbandedgefrequency-stopbandedgefrequency-peakripplevalueinthepassband-peakripplevalueinthestopband7DigitalFilterSpecificationsPracticalspecificationsareoftengivenintermsoflossfunction(indB)
Peakpassbandripple
dBMinimumstopbandattenuation
dB8DigitalFilterSpecificationsInpractice,passbandedgefrequencyandstopbandedgefrequencyarespecifiedinHzFordigitalfilterdesign,normalizedbandedgefrequenciesneedtobecomputedfromspecificationsinHzusing9DigitalFilterSpecificationsExample-LetkHz,kHz,and kHzThen10Thetransferfunction
H(z)
meetingthespecificationsmustbeacausaltransferfunctionForIIRrealdigitalfilterthetransferfunctionisarealrationalfunctionofH(z)mustbestableandoflowestorder
N
orM
forreducedcomputationalcomplexitySelectionofFilterType11SelectionofFilterTypeFIRrealdigitalfiltertransferfunctionisapolynomialin(orderN)withrealcoefficientsForreducedcomputationalcomplexity,degreeNofH(z)mustbeassmallaspossibleIfalinearphaseisdesiredthenwemusthave:(Moreonthislater)12SelectionofFilterTypeAdvantagesinusinganFIRfilter-
(1)Canbedesignedwithexactlinearphase
(2)FilterstructurealwaysstablewithquantisedcoefficientsDisadvantagesinusinganFIRfilter-OrderofanFIRfilterisconsiderablyhigherthanthatofanequivalentIIRfiltermeetingthesamespecifications;thisleadstohighercomputationalcomplexityforFIR13FIRDesign
FIRDigitalFilterDesign ThreecommonlyusedapproachestoFIRfilterdesign-
(1)
WindowedFourierseriesapproach
(2)Frequencysamplingapproach
(3)Computer-basedoptimizationmethods14FiniteImpulseResponseFiltersThetransferfunctionisgivenbyThelengthofImpulseResponseisNAllpolesareat.Zeroscanbeplacedanywhereonthez-plane15FIR:LinearphaseForphaselinearitytheFIRtransferfunctionmusthavezerosoutsidetheunitcircle16FIR:LinearphaseTodevelopexpressionforphaseresponsesettransferfunction(ordern)Infactoredform
Where,isreal&zerosoccurinconjugates17FIR:LinearphaseLet whereThus
18FIR:LinearphaseExpandinaLaurentSeriesconvergentwithintheunitcircleTodosomodifythesecondsumas19FIR:LinearphaseSothatThus
where20FIR:Linearphasearetherootmomentsoftheminimumphasecomponent
aretheinverserootmomentsofthemaximumphasecomponentNowontheunitcirclewehave and21FundamentalRelationshipshence(noteFourierform)22FIR:LinearphaseThusforlinearphasethesecondterminthefundamentalphaserelationshipmustbeidenticallyzeroforallindexvalues.Hence1)themaximumphasefactorhaszeroswhicharetheinversesofthethoseoftheminimumphasefactor2)thephaseresponseislinearwithgroupdelay(normalised)equaltothenumberofzerosoutsidetheunitcircle23FIR:LinearphaseItfollowsthatzerosoflinearphaseFIRtrasferfunctionsnotonthecircumferenceoftheunitcircleoccurintheform24FIR:LinearphaseForLinearPhase
t.f.(orderN-1)
sothatforNeven:25FIR:LinearphaseforNodd:I)OnwehaveforNeven,and+vesign26FIR:LinearphaseII)Whilefor–vesign[Note:antisymmetriccaseaddsradstophase,withdiscontinuityat]III)ForNoddwith+vesign27FIR:LinearphaseIV)Whilewitha–vesign[Noticethatfortheantisymmetriccasetohavelinearphasewerequire ThephasediscontinuityisasforNeven]28FIR:LinearphaseThecasesmostcommonlyusedinfilterdesignare(I)and(III),forwhichtheamplitudecharacteristiccanbewrittenasapolynomialin29DesignofFIRfilters:Windows(i)Startwithidealinfiniteduration(ii)Truncatetofinitelength.(Thisproducesunwantedripplesincreasinginheightneardiscontinuity.)(iii)ModifytoWeightw(n)isthewindow30WindowsCommonlyusedwindowsRectangularBartlett Hann Hamming
Blackman
Kaiser 31KaiserwindowKaiserwindowβTransitionwidth(Hz)
Min.stopattndB
2.121.5/N304.542.9/N506.764.3/N708.965.7/N9032ExampleLowpassfilteroflength51and33FrequencySamplingMethodInthisapproachwearegivenandneedtofindThisisaninterpolationproblemandthesolutionisgivenintheDFTpartofthecourseIthassimilarproblemstothewindowingapproach34Linear-PhaseFIRFilterDesignbyOptimisationAmplituderesponseforall4typesoflinear-phaseFIRfilterscanbeexpressedas where35Linear-PhaseFIRFilterDesignbyOptimisationModifiedformofweightederrorfunction where36Linear-PhaseFIRFilterDesignbyOptimisationOptimisationProblem-Determinewhichminimisethepeakabsolutevalueof overthespecifiedfrequencybandsAfterhasbeendetermined,constructtheoriginalandhenceh[n]37Linear-PhaseFIRFilterDesignbyOptimisationSolutionisobtainedviatheAlternationTheoremTheoptimalsolutionhasequiripplebehaviourconsistentwiththetotalnumberofavailableparameters.ParksandMcClellanusedtheRemezalgorithmtodevelopaprocedurefordesigninglinearFIRdigitalfilters.38FIRD
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