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StatisticalTechniqueto6-SigmaQuality6-sigmatrainiing(六西格码培训资料)-文档资料StatisticalTechniqueto6-SigmaQuality1ABOUTINSTRUCTORCurrentposition:Sr.Officer,LCMEng.Dept MPhif.(EE),BEng(Hons)Eng.Pastworkingexperience:HKUST:TofabricateOLEDanddesigntherelateddrivingcicruits.CityU:TofabricatePolymericOptoWaveguidesPhilips:TodevelopLCMincludingB/W,ColorSTN,TFTandPLEDSolomonSystech:TodevelopthedriverICforB/W,ColorSTN,TFTandPDAproducts.2COURSEABSTRACTThiscourseistointroducethewaysofProcessControlSystemtargetingto6-sigmaQualityinthemanufacturingareas.ThebenchmarkofSixSigmawillbesharedduringthecourse.Inordertoachieveit,seriesofmeasurementsystemcapabilities,performancemetricsandprocesscontrolmethodologywillbediscussed.3爱情1StatisticalTechniqueto6-SigABOUTINSTRUCTORCurrentposition:Sr.Officer,LCMEng.Dept MPhif.(EE),BEng(Hons)Eng.Pastworkingexperience:HKUST:TofabricateOLEDanddesigntherelateddrivingcicruits.CityU:TofabricatePolymericOptoWaveguidesPhilips:TodevelopLCMincludingB/W,ColorSTN,TFTandPLEDSolomonSystech:TodevelopthedriverICforB/W,ColorSTN,TFTandPDAproducts.2ABOUTINSTRUCTORCurrentpositiCOURSEABSTRACTThiscourseistointroducethewaysofProcessControlSystemtargetingto6-sigmaQualityinthemanufacturingareas.ThebenchmarkofSixSigmawillbesharedduringthecourse.Inordertoachieveit,seriesofmeasurementsystemcapabilities,performancemetricsandprocesscontrolmethodologywillbediscussed.3COURSEABSTRACTThiscourseisCOURSEOBJECTIVES
Participantswilllearn:-*WhatissixSigma*ControlPlanningandMethodology*Measurementsystemcapability*ProcessCapabilityMetrics*ContinuousProcessImprovement4COURSEOBJECTIVESParticipantsTraditionalProcessCapability*99.73%ofthetotalareawithinspec.limits.Defectratewillbe2,700PPM.*Only93.32%oftheareaunderthecurveanddefectrateis66,000PPM.5TraditionalProcessCapabilitySixSigmaCapability*Defectrate-0.002PPM*Defectrate-3.4PPM6SixSigmaCapability6•
OutputVariablesManagetheoutputs.ATraditionalViewSalesGrowthMarketShareProfitability7•OutputVariablesManagetheo•
OutputVariables•
InputVariablesManagetheinputs;respondtotheoutputs.ANon-traditionalViewSalesGrowthMarketShareProfitabilityCustomerSatisfactionProductQualityOn-TimeDeliveryCOQCreditTermsRelationshipsServiceCustomerTraining8•OutputVariables•InputVariWhatis6-SigmaMotorola’stermtoexpressaprocesscapabilitythatproducesonly0.002defectspereachmillionunitsmanufacturedwhentheprocessiscentered,oramaximumofonly3.4defectsforeachmillionunitswhentheprocessshiftsupto1.5sigmatooneside.Theterm“6sigma”isbecomingsynonymouswith“QualityExcellence”.9Whatis6-Sigma9
TheConceptof"SixSigma"DifferentnumbersofOpportunities...ManufacturingProcessesCustomersorSuppliersAdministrativeAreas6=Astructuralapproachtocontinuousimprovement1-Identifytheproductorserviceyouprovide2-Identifyyourcustomers&theirrequirements3-Determineyourneeds&suppliers4-Definetheprocessfordoingwork5-Eliminatedefectsources/optimizetheprocess6-ContinuouslyimprovetheSigmalevel(or“Sixstepstowardexcellence”)
ABitofStatistics...-7.0-6.0-5.0-4.0-3.0-2.0-1.00.01.02.03.04.05.06.07.0upperspeclimitLowerspeclimit+1.5Sigma-1.5Sigma3.4ppm
orZero+10TheConceptof"SixSigmaCENSOREDNormalDistribution-GaussianCurveSigma==Deviation
(Squarerootofvariance)-7-6-5-4-3-2-101234567AxisgraduatedinSigma68.27%95.45%99.73%99.9937%99.999943%99.9999998%result:317300ppmoutside(deviation)45500ppm2700ppm63ppm0.57ppm0.002ppm
between+/-1between+/-2between+/-3between+/-4between+/-5between+/-6=11CENSOREDNormalDistribution-SixSigma...AndtheStatistics
-7.0-6.0-5.0-4.0-3.0-2.0-1.00.01.02.03.04.05.06.07.0+1.5Sigma-1.5Sigma3.4ppmorZeroUpperspec.limitLowerspec.limit
Reducethevariation:when
<=Designspecificationwidth/12
Stabilizetheprocess,withoutaffectingthevariance,tolimitthemaximumprocessshiftto+/-1.5
Undertheseconditions,andintheworstcase,therewillbenomorethana3.4ppmdefect(reject)level,withspecificationlimitsat4.5ononesideand7.5ontheother.
Note:Onecanseethatthepointcorrespondingto6onthegraduatedperformancescaleaboveismeasuredin”Sigma’s”(with6correspondingtoa3.4ppmdefectlevel).
Cp>=2andCpk>=1.5Cp>=212SixSigma...AndtheStatisticsSixSigma...AndCapabilityCp=Designspecificationwidth63Cpk=Min.
Mean-SpecLimitWithamaximumprocessshiftof+/-1.513SixSigma...AndCapabilityCp-CustomersorSuppliers:Oneopportunityperproductdeliveredorpercomponentpurchased.-Manufacturingprocess:Opportunitiesateachprocessstep)-Administrativeareas:NumberofopportunitiesforerrorforeachactivityperformedTheOpportunities...14-CustomersorSuppliers:OneSomeExamplesofOpportunityCustomerPerspective:1opportunityperproductdeliveredex.1regulator=1opportunity1controller=1opportunity
Productionlines:Regulator=160opportunitiesController=1200opportunitiesForm(Payment,PurchaseOrder,..):Numberoffields
Expedite/Delivery:1opportunity/packagingunit15SomeExamplesofOpportunityCuAqualitylevelof"6"correspondstolessthan3.4defectspermillionOpportunities(i.e.,correct99.99966%ofthetime)
NumberofDefectsNumberofUnits=
D.P.U
D.P.Ux1000000NumberofOpportunities
=D.P.M.Op.SigmaandOpportunities1Opportunity=D.P.M.Op16Aqualitylevelof"6"corresAUniversalMeasurementScale...345676681062102333.4SigmaDPMOpOnonecondition:Calculatethedefectsandestimatetheopportunitiesinthesameway...17AUniversalMeasurementScaleMeasurementWithSIGMAIsSimple!!!EstimatetheOpportunitiesCountthe
Defects
FollowtheIndicator:Defects
permillionOpportunitiesConversioninto"Sigma"canbeaccomplishedwiththehelpofastatisticaltable.
6=3.4dpmo18MeasurementWithSIGMAIsSimpConvertingDefectLevelsto.....Sigma!175defectsareidentifiedwhileproducing5000controllersThemanufactureofonecontrollerallowsfor1367defectopportunities.D.P.Op=0.035/1367=0.0000256AnExample:D.P.U=175/5000=0.035
D.P.M.Op=25.6
"Sigma"level:5.5519ConvertingDefectLevelsto...SixSigma:AnAmbitiousObjective?•Accurateto99.99966%(lessthan3.4defectsforeachmillionopportunities)couldappearexcessive....!
99.9%isalreadyVERYGOOD!
Butwhatcouldhappenataqualitylevelof99.9%(i.e.,1000ppm),
inoureverydaylives(about4.6)?
•4000wrongmedicalprescriptionseachyear•Morethan3000newbornsaccidentallyfalling
fromthehandsofnursesordoctorseachyear•TwolongorshortlandingsatAmericanairportseachday•400lettersperhourwhichneverarriveattheirdestination20SixSigma:AnAmbitiousObjectTheImpactofQuality:“6SigmaSuppliers”13wrongdrugprescriptionsperyear10newbornbabiesdroppedbydoctors/nursesperyearTwoshortorlonglandingsperyearinalltheairportsintheU.S.Onelostarticleofmailperhour21TheImpactofQuality:“6SigmDefectReduction:“PeelingtheOnion”•ActionNameDateACTIONPLANPROCEDURECONTINUOUSIMPROVEMENTMODELTRENDCHARTGOALTIME100%BRAINSTORMING/PARETOANALYSIS/ROOTCAUSEIDENTIFICATIONRESULTSANDINSTITUTIONALIZEMEASUREANALYZEPROBLEMSOLVEProcessstep1Processstep3Processstep2••••SUPPLIERSUPPLIERSUPPLIERCUSTOMERCUSTOMERCUSTOMERRECORDDEFECTSRECORDDEFECTSRECORDDEFECTSRECORDDEFECTSRECORDDEFECTS22DefectReduction:“PeelingtheMeasurementSystemsCapabilityThecapabilityofthemeasurementsystemmustbeensuredbeforethesystemisusedforprocesscontrolorformeasurementsusedincapabilitystudies.GageRepeatability&Reproducibility(R&R):isastatisticalstudytoinvestigatethegage’sabilitytorepeatameasurementonthesamepart(repeatability)andtheabilitytogivethesamereadingonthesamepartwhenusedbydifferentpeople(reproducibility).Under10%-acceptable10%-30%-Maybeacceptabledependingonapplication. Effortshouldbemadetoimprovethegagacapability.Over30%-Notsuitabletouse.23MeasurementSystemsCapabilityGageR&R24GageR&R24ProcessPerformanceCapabilityTomeasuretheabilityofamachineorprocesstoproduceaproductwithinspecification.PotentialProcessCapabilityIndex(Cp):-Ratioofspecificationwidthovertheprocessspread
SpecWidth Cp= ProcessSpread
USL-LSL = 6-Sigma25ProcessPerformanceCapabilityProcessPerformanceCapabilityProcessCapabilityIndex(CpK):-anoff-targetprocessshouldbe“penalized”forshiftingfromwhereitshouldbe.CpKistheindextomeasurethisrealcapabilitywhentheoff-targetpenaltyistakenintoconsideration.
Target-ProcessMean Penalty/Correctionfactor,k= 1/2SpecificationWidth
Mean-Closerspeclimit Cpk=Cp(1-k)= 3sigma26ProcessPerformanceCapabilityProcessPerformanceCapability27ProcessPerformanceCapabilityProcessPerformanceCapability*Maximumcustomersatisfactionisachievedonlywhentheproductisrightontarget.
28ProcessPerformanceCapabilityProcessPerformanceCapability29ProcessPerformanceCapabilityTotalProcessControlSystem1.Process/ProductFailureModeandEffectsAnalysis(FMEA)Ananalyticaltechniqueaimedatproblempreventionthroughidentificationofpotentialproblems.Foreachfailuremode,theeffectonthetotalsystemisstudiedandactionstominimizetheprobabilityoffailuresareplanned.FMEAwillserve:a)Identifiesknownorpotentialprocessfailuremodesb)Assessesthepotentialriskeffectsofthefailurestothecustomerc)Identifiesthepotentialproductormanufacturingprocesscausesandcontrolactionsd)Identifiessignificantprocessvariablestofocuscontrolsfordetectingandreducingsimilarfailures30TotalProcessControlSystem30FMEA31FMEA31TotalProcessControlSystem2.ProcessControlPlanAsummarydescriptionoftheproceduresforcontrollingallsignificantcharacteristicsoftheprocessesusedtomanufactureafamilyofsimilarproducts.Itidentifiestheimportantprocessesusedtoproduceaproduct,thesignificantcharacteristicsassociatedwitheachprocessandhowtocontroleachofthosesignificantcharacteristics.ControlPlanconsists:a)Processb)Equipmentc)Significantcharacteristicsd)Measurementmethode)Minimumsamplesizeandfrequencyf)Analysismethodg)Outofcontrolaction32TotalProcessControlSystem32ControlPlan33ControlPlan33TotalProcessControlSystem3.TotalControlMethodologyAsetofdocumentsprovidingallnecessaryinstructionsonhowtocontroleachsignificantvariableinaprocess.ATotalControlMethodologyisusedattheindividualprocesslevel,whileaControlPlanisusedforaproductlinethatcontainsseveralprocesses.TotalControlMethodologyconsists:a)PositrolPlanb)PositrolLogchecklistc)ControlChartsd)Out-of-ControlActionPlan(OCAP)e)Process/MachineSetupCheckListf)P/MScheduleandChecklistg)P/Mprocedures34TotalProcessControlSystem34AttributeControl35AttributeControl35VariableControl36VariableControl36StatisticalTechniqueinElectricalTestArea37StatisticalTechniqueinElectContinuousImprovement38ContinuousImprovement38ContinuousImprovement39ContinuousImprovement39ContinuousImprovement40ContinuousImprovement40=Astructuredapproachtocontinuousimprovement1-Identifytheproductorserviceyouprovide2-Identifythecustomer&theirrequirements3-Determineyourneeds&suppliers4-Definetheprocessfordoingwork5-Eliminatedefectsources/optimizetheprocess6-ContinuouslyimprovetheSigmalevel(or”Sixstepstowardexcellence")SixSigmaandContinuousImprovementSupplierCustomerEnterNeeds
ExitProduct/ServiceProcessActivity123456Feedback41=Astructuredapproachtocon感谢观赏感谢观赏StatisticalTechniqueto6-SigmaQuality6-sigmatrainiing(六西格码培训资料)-文档资料StatisticalTechniqueto6-SigmaQuality1ABOUTINSTRUCTORCurrentposition:Sr.Officer,LCMEng.Dept MPhif.(EE),BEng(Hons)Eng.Pastworkingexperience:HKUST:TofabricateOLEDanddesigntherelateddrivingcicruits.CityU:TofabricatePolymericOptoWaveguidesPhilips:TodevelopLCMincludingB/W,ColorSTN,TFTandPLEDSolomonSystech:TodevelopthedriverICforB/W,ColorSTN,TFTandPDAproducts.2COURSEABSTRACTThiscourseistointroducethewaysofProcessControlSystemtargetingto6-sigmaQualityinthemanufacturingareas.ThebenchmarkofSixSigmawillbesharedduringthecourse.Inordertoachieveit,seriesofmeasurementsystemcapabilities,performancemetricsandprocesscontrolmethodologywillbediscussed.3爱情43StatisticalTechniqueto6-SigABOUTINSTRUCTORCurrentposition:Sr.Officer,LCMEng.Dept MPhif.(EE),BEng(Hons)Eng.Pastworkingexperience:HKUST:TofabricateOLEDanddesigntherelateddrivingcicruits.CityU:TofabricatePolymericOptoWaveguidesPhilips:TodevelopLCMincludingB/W,ColorSTN,TFTandPLEDSolomonSystech:TodevelopthedriverICforB/W,ColorSTN,TFTandPDAproducts.44ABOUTINSTRUCTORCurrentpositiCOURSEABSTRACTThiscourseistointroducethewaysofProcessControlSystemtargetingto6-sigmaQualityinthemanufacturingareas.ThebenchmarkofSixSigmawillbesharedduringthecourse.Inordertoachieveit,seriesofmeasurementsystemcapabilities,performancemetricsandprocesscontrolmethodologywillbediscussed.45COURSEABSTRACTThiscourseisCOURSEOBJECTIVES
Participantswilllearn:-*WhatissixSigma*ControlPlanningandMethodology*Measurementsystemcapability*ProcessCapabilityMetrics*ContinuousProcessImprovement46COURSEOBJECTIVESParticipantsTraditionalProcessCapability*99.73%ofthetotalareawithinspec.limits.Defectratewillbe2,700PPM.*Only93.32%oftheareaunderthecurveanddefectrateis66,000PPM.47TraditionalProcessCapabilitySixSigmaCapability*Defectrate-0.002PPM*Defectrate-3.4PPM48SixSigmaCapability6•
OutputVariablesManagetheoutputs.ATraditionalViewSalesGrowthMarketShareProfitability49•OutputVariablesManagetheo•
OutputVariables•
InputVariablesManagetheinputs;respondtotheoutputs.ANon-traditionalViewSalesGrowthMarketShareProfitabilityCustomerSatisfactionProductQualityOn-TimeDeliveryCOQCreditTermsRelationshipsServiceCustomerTraining50•OutputVariables•InputVariWhatis6-SigmaMotorola’stermtoexpressaprocesscapabilitythatproducesonly0.002defectspereachmillionunitsmanufacturedwhentheprocessiscentered,oramaximumofonly3.4defectsforeachmillionunitswhentheprocessshiftsupto1.5sigmatooneside.Theterm“6sigma”isbecomingsynonymouswith“QualityExcellence”.51Whatis6-Sigma9
TheConceptof"SixSigma"DifferentnumbersofOpportunities...ManufacturingProcessesCustomersorSuppliersAdministrativeAreas6=Astructuralapproachtocontinuousimprovement1-Identifytheproductorserviceyouprovide2-Identifyyourcustomers&theirrequirements3-Determineyourneeds&suppliers4-Definetheprocessfordoingwork5-Eliminatedefectsources/optimizetheprocess6-ContinuouslyimprovetheSigmalevel(or“Sixstepstowardexcellence”)
ABitofStatistics...-7.0-6.0-5.0-4.0-3.0-2.0-1.00.01.02.03.04.05.06.07.0upperspeclimitLowerspeclimit+1.5Sigma-1.5Sigma3.4ppm
orZero+52TheConceptof"SixSigmaCENSOREDNormalDistribution-GaussianCurveSigma==Deviation
(Squarerootofvariance)-7-6-5-4-3-2-101234567AxisgraduatedinSigma68.27%95.45%99.73%99.9937%99.999943%99.9999998%result:317300ppmoutside(deviation)45500ppm2700ppm63ppm0.57ppm0.002ppm
between+/-1between+/-2between+/-3between+/-4between+/-5between+/-6=53CENSOREDNormalDistribution-SixSigma...AndtheStatistics
-7.0-6.0-5.0-4.0-3.0-2.0-1.00.01.02.03.04.05.06.07.0+1.5Sigma-1.5Sigma3.4ppmorZeroUpperspec.limitLowerspec.limit
Reducethevariation:when
<=Designspecificationwidth/12
Stabilizetheprocess,withoutaffectingthevariance,tolimitthemaximumprocessshiftto+/-1.5
Undertheseconditions,andintheworstcase,therewillbenomorethana3.4ppmdefect(reject)level,withspecificationlimitsat4.5ononesideand7.5ontheother.
Note:Onecanseethatthepointcorrespondingto6onthegraduatedperformancescaleaboveismeasuredin”Sigma’s”(with6correspondingtoa3.4ppmdefectlevel).
Cp>=2andCpk>=1.5Cp>=254SixSigma...AndtheStatisticsSixSigma...AndCapabilityCp=Designspecificationwidth63Cpk=Min.
Mean-SpecLimitWithamaximumprocessshiftof+/-1.555SixSigma...AndCapabilityCp-CustomersorSuppliers:Oneopportunityperproductdeliveredorpercomponentpurchased.-Manufacturingprocess:Opportunitiesateachprocessstep)-Administrativeareas:NumberofopportunitiesforerrorforeachactivityperformedTheOpportunities...56-CustomersorSuppliers:OneSomeExamplesofOpportunityCustomerPerspective:1opportunityperproductdeliveredex.1regulator=1opportunity1controller=1opportunity
Productionlines:Regulator=160opportunitiesController=1200opportunitiesForm(Payment,PurchaseOrder,..):Numberoffields
Expedite/Delivery:1opportunity/packagingunit57SomeExamplesofOpportunityCuAqualitylevelof"6"correspondstolessthan3.4defectspermillionOpportunities(i.e.,correct99.99966%ofthetime)
NumberofDefectsNumberofUnits=
D.P.U
D.P.Ux1000000NumberofOpportunities
=D.P.M.Op.SigmaandOpportunities1Opportunity=D.P.M.Op58Aqualitylevelof"6"corresAUniversalMeasurementScale...345676681062102333.4SigmaDPMOpOnonecondition:Calculatethedefectsandestimatetheopportunitiesinthesameway...59AUniversalMeasurementScaleMeasurementWithSIGMAIsSimple!!!EstimatetheOpportunitiesCountthe
Defects
FollowtheIndicator:Defects
permillionOpportunitiesConversioninto"Sigma"canbeaccomplishedwiththehelpofastatisticaltable.
6=3.4dpmo60MeasurementWithSIGMAIsSimpConvertingDefectLevelsto.....Sigma!175defectsareidentifiedwhileproducing5000controllersThemanufactureofonecontrollerallowsfor1367defectopportunities.D.P.Op=0.035/1367=0.0000256AnExample:D.P.U=175/5000=0.035
D.P.M.Op=25.6
"Sigma"level:5.5561ConvertingDefectLevelsto...SixSigma:AnAmbitiousObjective?•Accurateto99.99966%(lessthan3.4defectsforeachmillionopportunities)couldappearexcessive....!
99.9%isalreadyVERYGOOD!
Butwhatcouldhappenataqualitylevelof99.9%(i.e.,1000ppm),
inoureverydaylives(about4.6)?
•4000wrongmedicalprescriptionseachyear•Morethan3000newbornsaccidentallyfalling
fromthehandsofnursesordoctorseachyear•TwolongorshortlandingsatAmericanairportseachday•400lettersperhourwhichneverarriveattheirdestination62SixSigma:AnAmbitiousObjectTheImpactofQuality:“6SigmaSuppliers”13wrongdrugprescriptionsperyear10newbornbabiesdroppedbydoctors/nursesperyearTwoshortorlonglandingsperyearinalltheairportsintheU.S.Onelostarticleofmailperhour63TheImpactofQuality:“6SigmDefectReduction:“PeelingtheOnion”•ActionNameDateACTIONPLANPROCEDURECONTINUOUSIMPROVEMENTMODELTRENDCHARTGOALTIME100%BRAINSTORMING/PARETOANALYSIS/ROOTCAUSEIDENTIFICATIONRESULTSANDINSTITUTIONALIZEMEASUREANALYZEPROBLEMSOLVEProcessstep1Processstep3Processstep2••••SUPPLIERSUPPLIERSUPPLIERCUSTOMERCUSTOMERCUSTOMERRECORDDEFECTSRECORDDEFECTSRECORDDEFECTSRECORDDEFECTSRECORDDEFECTS64DefectReduction:“PeelingtheMeasurementSystemsCapabilityThecapabilityofthemeasurementsystemmustbeensuredbeforethesystemisusedforprocesscontrolorformeasurementsusedincapabilitystudies.GageRepeatability&Reproducibility(R&R):isastatisticalstudytoinvestigatethegage’sabilitytorepeatameasurementonthesamepart(repeatability)andtheabilitytogivethesamereadingonthesamepartwhenusedbydifferentpeople(reproducibility).Under10%-acceptable10%-30%-Maybeacceptabledependingonapplication. Effortshouldbemadetoimprovethegagacapability.Over30%-Notsuitabletouse.65MeasurementSystemsCapabilityGageR&R66GageR&R24ProcessPerformanceCapabilityTomeasuretheabilityofamachineorprocesstoproduceaproductwithinspecification.PotentialProcessCapabilityIndex(Cp):-Ratioofspecificationwidthovertheprocessspread
SpecWidth Cp= ProcessSpread
USL-LSL = 6-Sigma67ProcessPerformanceCapabilityProcessPerformanceCapabilityProcessCapabilityIndex(CpK):-anoff-targetprocessshouldbe“penalized”forshiftingfromwhereitshouldbe.CpKistheindextomeasurethisrealcapabilitywhentheoff-targetpenaltyistakenintoconsideration.
Target-ProcessMean Penalty/Correctionfactor,k= 1/2SpecificationWidth
Mean-Closerspeclimit Cpk=Cp(1-k)= 3sigma68ProcessPerformanceCapabilityProcessPerformanceCapability69ProcessPerformanceCapabilityProcessPerformanceCapability*Maximumcustomersatisfactionisachievedonlywhentheproductisrightontarget.
70ProcessPerformanceCapabilityProcessPerformanceCapability71ProcessPerformanceCapabilityTotalProcessControlSystem1.Process/ProductFailureModeandEffectsAnalysis(FMEA)Ananalyticaltechniqueaimedatproblem
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