Fault Sensitivity Analysis and Reliability Enhancement of An
发布时间:2021-06-05
发布时间:2021-06-05
Abstract — Reliability of systems used in space, avionic and biomedical applications is highly critical. Such systems consist of an analog front-end to collect data, an Analog-to-Digital Converter (ADC) to convert the collected data to digital form and a
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FaultSensitivityAnalysisandReliabilityEnhancementofAnalog-to-DigitalConverters
MandeepSingh,Member,IEEE,andIsraelKoren,Fellow,IEEE
Abstract—Reliabilityofsystemsusedinspace,avionicandbiomedicalapplicationsishighlycritical.Suchsystemsconsistofananalogfront-endtocollectdata,anAnalog-to-DigitalCon-verter(ADC)toconvertthecollecteddatatodigitalformandadigitalunittoprocessit.Thoughconsiderableamountofresearchhasbeenperformedtoincreasethereliabilityofdigitalblocks,thesamecannotbeclaimedformixedsignalblocks.Thereliabilityenhancementwhichweemploystartswithfaultsensitivityanalysisfollowedbyredesign.Thedataobtainedfromthesensitivityanal-ysisisusedtogradeblocksbasedontheirsensitivitytofaults.Thehighlysensitiveblockscanthenbereplacedbymorereliablealter-natives.Theimprovementgainedbyoptingformorerobustim-plementationsmightbelimitedduetothenumberofpossibleim-plementations.Inthesecasesalternativereliabilityenhancementtechniquessuchasaddingredundancymayprovidefurtherim-provements.ThestepsinvolvedinthereliabilityenhancementofADCsareillustratedinthispaperby rstproposingasensitivityanalysismethodologyforα-particleinducedtransientsandthensuggestingredesigntechniquestoimprovethereliabilityoftheADC.Anovelconceptofnodeweightsspeci ctoα-particletran-sientsisintroducedwhichimprovestheaccuracyofthesensitivityanalysis.Thefaultsimulationsshowthat,usingtechniquessuchasalternativerobustimplementations,addingredundancy,patterndetectionandtransistorsizing,considerableimprovementsinre-liabilitycanbeattained.
IndexTerms—FaultTolerance,FaultSensitivity,Analog-to-DigitalConverters,Alphaparticles,Reliability,TransientFaults
I.INTRODUCTION
Criticalsystemsusedinspace,avionicsandbiomedicalap-plicationshavetobehighlyreliablesincetheeffectofafaultinthesesystemscanbecatastrophic.Thereliabilityofthesesys-temscanbeincreasedbyredesigningthemforimprovedfaulttolerance.Thesystemunderredesignundergoesafaultsensi-tivityanalysisbeforeandaftertheredesigntogaugethereliabil-ityimprovement.Faultsensitivityanalysisinvolvesinjectionoffaultseitherintheactualhardwareorinsoftwarethroughsimu-lation.Thelattermethodispreferablesincetheformerrequiresaprototypewhichisexpensive.Thelatteralsoenablesanearlyanalysisinthedesignphasethuseliminatingcostlyredesign.Twotypesoffaultshavebeenknowntoaffecttheproperworkingofacircuit:permanentandtransient.Whereasper-manentfaultscanbeintroducedduringthefabricationstageandinthe eld,transientfaultsarecausedinthe eldduetoElectroMagneticInterference(EMI)suchaspowertransients,
M.SinghiswithAdvancedMicroDevicesintheComputationProductsGroup,Austin,TX78704USA.
I.KoreniswiththeDepartmentofElectricalandComputerEngineering,Uni-versityofMassachusetts,Amherst,MA01003,USA.
ThisworkhasbeensupportedinpartbyNSFundercontractMIP-9710130andbyJPLundercontract961294.
crosstalkandvariousparticlehitsinradiationintenseenviron-mentslikespace.Theeffectoftransientfaultsistotemporarilychangethebehaviorofthecircuitoftenresultinginerroneousoutputs.Thistypeoffaultshasbeenknowntoaccountfor85%ormorefailuresindigitalsystems[1],[2].Sincethismightbecatastrophicincriticalapplications,thesecircuitsusuallyincor-poratesomemeasurestoincreasetheirfaulttolerance.
Thereliabilityofasystemisdeterminedbythefaulttoler-anceofitsconstituentblocks.Systemsinspace,biomedicalandavionicsapplicationsconsistofananalogfront-endtocol-lectdataforcontrolandobservationpurposesandadigitalunitwhichprocessesthecollecteddata.Digitalcircuitshavebeenstudiedextensivelyfortheirsensitivitytotransientfaults[3],[4]andmanytechniqueshavebeensuggestedtoimprovetheirfaulttolerance[4],[5].Incontrast,verylittlehasbeendonetoaddresstheissueoffaulttoleranceinanalogcircuitsandADCswhichareintegralpartsofalmostallmixed-signalcir-cuits.Hence,itisnecessarytoexploretechniquestoincreasethefaulttoleranceofADCs.Theprocessofincreasingthetol-eranceofacircuittotransientfaultscanbedividedintotwosteps:
(i)Gradingblocksofthecircuitbasedontheirsensitivities
totransientfaultsandidentifyingcritical(i.e.,mostsensi-tive)blocks.
(ii)Increasingthefaulttoleranceoftheidenti edcritical
blocks.Thisworkaddressesbothofthesestepsby rstproposingamethodologytoanalyzethesensitivityofanADCandthenbysuggestingtechniquestoincreasethereliabilityoftheADC.Thefaultinjectionexperiments,forgaugingthesensitivityofthedesignsaddressedinthiswork,wereperformedforα-particleinducedtransients.Thisisbecauseα-particleshavebeenidenti edasoneoftheenergeticnuclearparticlesthatcancauseatransientfault.However,thetechniquesdevelopedforthesefaultscanbeextendedtotransientfaultscausedbyothersources.α-particlesarefoundinspace[6]andintraceamountsinICsonthegroundduetodecayofradioactiveele-mentspresentinthepackagingmaterialorsolder[7].Thus,theapplicabilityofthisworkisnotrestrictedtosystemsinouterspacebutalsotoothergroundbasedcriticalsystems.
Thispaperisorganizedasfollows,SectionIIpresentsatax-onomyforADCsandprovidesabrieffunctionaldescriptionoftheADCsaddressedinthiswork.SectionIIIdescribesthesen-sitivityanalysismethodologyused.InSectionIVtheprocessofincreasingreliabilitybyoptingforrobustimplementationsandbyintroducingredundancyisdiscussed.SectionVsummarizesthe ndingsofthisworkandSectionVIdiscussesfuturework.
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