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2 - Identifica��o de Sistemas/aula04_IdentSist_01_sfun.mexw64 2 - Identifica��o de Sistemas/data_A_01.mat 2 - Identifica��o de Sistemas/data_A_02.mat 2 - Identifica��o de Sistemas/data_A_03.mat 2 - Identifica��o de Sistemas/data_B_01.mat 2 - Identifica��o de Sistemas/data_B_02.mat 2 - Identifica��o de Sistemas/data_B_03.mat 2 - Identifica��o de Sistemas/data_B_04.mat 2 - Identifica��o de Sistemas/data_C_01.mat 2 - Identifica��o de Sistemas/data_C_02.mat 2 - Identifica��o de Sistemas/data_C_03.mat 2 - Identifica��o de Sistemas/IdentificacaoSistemas.m %% CARREGAR DADOS load('data_A_01'); load('data_A_02'); load('data_A_03'); load('data_B_01'); load('data_B_02'); load('data_B_04'); load('data_C_01'); load('data_C_02'); load('data_C_03'); figure(1) plot(data_A_01(:,1),'k'); hold on plot(data_A_01(:,2),'r'); figure(2) plot(data_B_01(:,1),'k'); hold on plot(data_B_01(:,2),'r'); figure(3) plot(data_C_01(:,1),'k'); hold on plot(data_C_01(:,2),'r'); %% SISTEMA A yA01 = data_A_01(:,2); uA01 = data_A_01(:,1); yA02 = data_A_02(:,2); uA02 = data_A_02(:,1); yA03 = data_A_03(:,2); uA03 = data_A_03(:,1); dadosA01 = [yA01(1:end-1) uA01(1:end-1)]; saidaA01 = [yA01(2:end)]; dadosA02 = [yA02(1:end-1) uA02(1:end-1)]; saidaA02 = [yA02(2:end)]; dadosA03 = [yA03(1:end-1) uA03(1:end-1)]; saidaA03 = [yA03(2:end)]; matrizA01 = inv((dadosA01')*(dadosA01))*(dadosA01')*saidaA01 matrizA02 = inv((dadosA02')*(dadosA02))*(dadosA02')*saidaA02 matrizA03 = inv((dadosA03')*(dadosA03))*(dadosA03')*saidaA03 z = 0; for k = 1 : length(uA02) z(k+1) = matrizA02(1)*z(k) + matrizA02(2)*uA02(k) ; end stairs(z) hold all stairs(yA02) numDA = [matrizA01(2)] denDA = [1 -matrizA01(1)] TA = 0.01; GdA = tf(numDA, denDA, TA) CA = d2c(GdA) [nCA,dCA] = tfdata(CA,'v') % rltool(CA) numcontA = 25*[0.17 1] dencontA = [1 0] %% SISTEMA B yB01 = data_B_01(:,2); uB01 = data_B_01(:,1); yB02 = data_B_02(:,2); uB02 = data_B_02(:,1); yB04 = data_B_04(:,2); uB04 = data_B_04(:,1); dadosB01 = [yB01(2:end-1) yB01(1:end-2) uB01(1:end-2)]; saidaB01 = [yB01(3:end)]; dadosB02 = [yB02(2:end-1) yB02(1:end-2) uB02(1:end-2)]; saidaB02 = [yB02(3:end)]; dadosB04 = [yB04(2:end-1) yB04(1:end-2) uB04(1:end-2)]; saidaB04 = [yB04(3:end)]; matrizB01 = inv((dadosB01')*(dadosB01))*(dadosB01')*saidaB01 matrizB02 = inv((dadosB02')*(dadosB02))*(dadosB02')*saidaB02 matrizB04 = inv((dadosB04')*(dadosB04))*(dadosB04')*saidaB04 z = [0 0]; for k = 1 : length(uB02) z(k+2) = matrizB04(1)*z(k+1) + matrizB04(2)*z(k) + matrizB04(3)*uB02(k) ; end stairs(z) hold all stairs(yB02) numB = [matrizB04(3)] denB = [1 -matrizB04(1) -matrizB04(2)] TB = 0.01; GdB = tf(numB, denB, TB) CB = d2c(GdB) [nCB,dCB] = tfdata(CB,'v') % rltool(CB) numcontB = 2.2*[0.077^2 0.13 1] dencontB = [0.056 1 0] %% SISTEMA C yC01 = data_C_01(:,2); uC01 = data_C_01(:,1); yC02 = data_C_02(:,2); uC02 = data_C_02(:,1); yC03 = data_C_03(:,2); uC03 = data_C_03(:,1); dadosC01 = [yC01(3:end-1) yC01(2:end-2) yC01(1:end-3) uC01(1:end-3)]; saidaC01 = [yC01(4:end)]; dadosC02 = [yC02(3:end-1) yC02(2:end-2) yC02(1:end-3) uC02(1:end-3)]; saidaC02 = [yC02(4:end)]; dadosC03 = [yC03(3:end-1) yC03(2:end-2) yC03(1:end-3) uC03(1:end-3)]; saidaC03 = [yC03(4:end)]; matrizC01 = inv((dadosC01')*(dadosC01))*(dadosC01')*saidaC01 matrizC02 = inv((dadosC02')*(dadosC02))*(dadosC02')*saidaC02 matrizC03 = inv((dadosC03')*(dadosC03))*(dadosC03')*saidaC03 z = [0 0 0] ; for k = 1 : length(uC02) z(k+3) = matrizC03(1)*z(k+2) + matrizC03(2)*z(k+1) + matrizC03(3)*z(k) + matrizC03(4)*uC02(k) ; end stairs(z) hold all stairs(yC02) numC = [matrizC03(4)] denC = [1 -matrizC03(1) -matrizC03(2) -matrizC03(3)] TC = 0.01; GdC = tf(numC, denC, TC) CC = d2c(GdC) [nCC,dCC] = tfdata(CC,'v') % rltool(CC) numcontC = 0.09*[0.12^2 0.12 1] dencontC = [0.11^2 0.11 1 0] 2 - Identifica��o de Sistemas/IdentificacaoSistemas.mdl.r2011b Model { Name "identSYS" Version 7.8 MdlSubVersion 0 GraphicalInterface { NumRootInports 0 NumRootOutports 0 ParameterArgumentNames "" ComputedModelVersion "1.37" NumModelReferences 0 NumTestPointedSignals 0 } SavedCharacterEncoding "windows-1252" SaveDefaultBlockParams on ScopeRefreshTime 0.035000 OverrideScopeRefreshTime on DisableAllScopes off DataTypeOverride "UseLocalSettings" DataTypeOverrideAppliesTo "AllNumericTypes" MinMaxOverflowLogging "UseLocalSettings" MinMaxOverflowArchiveMode "Overwrite" FPTRunName "Run 1" MaxMDLFileLineLength 120 Created "Sat Apr 16 12:16:33 2011" Creator "Aurelio Salton" UpdateHistory "UpdateHistoryNever" ModifiedByFormat "%<Auto>" LastModifiedBy "10083783" ModifiedDateFormat "%<Auto>" LastModifiedDate "Mon Mar 30 20:28:26 2015" RTWModifiedTimeStamp 349648057 ModelVersionFormat "1.%<AutoIncrement:37>" ConfigurationManager "None" SampleTimeColors off SampleTimeAnnotations off LibraryLinkDisplay "none" WideLines off ShowLineDimensions off ShowPortDataTypes off ShowDesignRanges off ShowLoopsOnError on IgnoreBidirectionalLines off ShowStorageClass off ShowTestPointIcons on ShowSignalResolutionIcons on ShowViewerIcons on SortedOrder off ExecutionContextIcon off ShowLinearizationAnnotations on BlockNameDataTip off BlockParametersDataTip off BlockDescriptionStringDataTip off ToolBar on StatusBar on BrowserShowLibraryLinks off BrowserLookUnderMasks off SimulationMode "normal" LinearizationMsg "none" Profile off ParamWorkspaceSource "MATLABWorkspace" AccelSystemTargetFile "accel.tlc" AccelTemplateMakefile "accel_default_tmf" AccelMakeCommand "make_rtw" TryForcingSFcnDF off RecordCoverage off CovPath "/" CovSaveName "covdata" CovMetricSettings "dw" CovNameIncrementing off CovHtmlReporting on CovForceBlockReductionOff on covSaveCumulativeToWorkspaceVar on CovSaveSingleToWorkspaceVar on CovCumulativeVarName "covCumulativeData" CovCumulativeReport off CovReportOnPause on CovModelRefEnable "Off" CovExternalEMLEnable off ExtModeBatchMode off ExtModeEnableFloating on ExtModeTrigType "manual" ExtModeTrigMode "normal" ExtModeTrigPort "1" ExtModeTrigElement "any" ExtModeTrigDuration 1000 ExtModeTrigDurationFloating "auto" ExtModeTrigHoldOff 0 ExtModeTrigDelay 0 ExtModeTrigDirection "rising" ExtModeTrigLevel 0 ExtModeArchiveMode "off" ExtModeAutoIncOneShot off ExtModeIncDirWhenArm off ExtModeAddSuffixToVar off ExtModeWriteAllDataToWs off ExtModeArmWhenConnect on ExtModeSkipDownloadWhenConnect off ExtModeLogAll on ExtModeAutoUpdateStatusClock on BufferReuse on ShowModelReferenceBlockVersion off ShowModelReferenceBlockIO off Array { Type "Handle" Dimension 1 Simulink.ConfigSet { $ObjectID 1 Version "1.11.1" Array { Type "Handle" Dimension 9 Simulink.SolverCC { $ObjectID 2 Version "1.11.1" StartTime "0.0" StopTime "5" AbsTol "auto" FixedStep "auto" InitialStep "auto" MaxNumMinSteps "-1" MaxOrder 5 ZcThreshold "auto" ConsecutiveZCsStepRelTol "10*128*eps" MaxConsecutiveZCs "1000" ExtrapolationOrder 4 NumberNewtonIterations 1 MaxStep "auto" MinStep "auto" MaxConsecutiveMinStep "1" RelTol "1e-3" SolverMode "Auto" ConcurrentTasks off Solver "ode45" SolverName "ode45" SolverJacobianMethodControl "auto" ShapePreserveControl "DisableAll" ZeroCrossControl "UseLocalSettings" ZeroCrossAlgorithm "Nonadaptive" AlgebraicLoopSolver "TrustRegion" SolverResetMethod "Fast" PositivePriorityOrder off AutoInsertRateTranBlk off SampleTimeConstraint "Unconstrained" InsertRTBMode "Whenever possible" } Simulink.DataIOCC { $ObjectID 3 Version "1.11.1" Decimation "1" ExternalInput "[t, u]" FinalStateName "xFinal" InitialState "xInitial" LimitDataPoints on MaxDataPoints "1000" LoadExternalInput off LoadInitialState off SaveFinalState off SaveCompleteFinalSimState off SaveFormat "Array" SignalLoggingSaveFormat "ModelDataLogs" SaveOutput on SaveState off SignalLogging on DSMLogging on InspectSignalLogs off SaveTime on ReturnWorkspaceOutputs off StateSaveName "xout" TimeSaveName "tout" OutputSaveName "yout" SignalLoggingName "logsout" DSMLoggingName "dsmout" OutputOption "RefineOutputTimes" OutputTimes "[]" ReturnWorkspaceOutputsName "out" Refine "1" } Simulink.OptimizationCC { $ObjectID 4 Version "1.11.1" Array { Type "Cell" Dimension 4 Cell "ZeroExternalMemoryAtStartup" Cell "ZeroInternalMemoryAtStartup" Cell "NoFixptDivByZeroProtection" Cell "OptimizeModelRefInitCode" PropName "DisabledProps" } BlockReduction on BooleanDataType on ConditionallyExecuteInputs on InlineParams off UseIntDivNetSlope off UseFloatMulNetSlope off UseSpecifiedMinMax off InlineInvariantSignals off OptimizeBlockIOStorage on BufferReuse on EnhancedBackFolding off StrengthReduction off ExpressionFolding on BooleansAsBitfields off BitfieldContainerType "uint_T" EnableMemcpy on MemcpyThreshold 64 PassReuseOutputArgsAs "Structure reference" ExpressionDepthLimit 2147483647 FoldNonRolledExpr on LocalBlockOutputs on RollThreshold 5 SystemCodeInlineAuto off StateBitsets off DataBitsets off UseTempVars off ZeroExternalMemoryAtStartup on ZeroInternalMemoryAtStartup on InitFltsAndDblsToZero on NoFixptDivByZeroProtection off EfficientFloat2IntCast off EfficientMapNaN2IntZero on OptimizeModelRefInitCode off LifeSpan "inf" MaxStackSize "Inherit from target" BufferReusableBoundary on SimCompilerOptimization "Off" AccelVerboseBuild off AccelParallelForEachSubsystem on } Simulink.DebuggingCC { $ObjectID 5 Version "1.11.1" RTPrefix "error" ConsistencyChecking "none" ArrayBoundsChecking "none" SignalInfNanChecking "none" SignalRangeChecking "none" ReadBeforeWriteMsg "UseLocalSettings" WriteAfterWriteMsg "UseLocalSettings" WriteAfterReadMsg "UseLocalSettings" AlgebraicLoopMsg "warning" ArtificialAlgebraicLoopMsg "warning" SaveWithDisabledLinksMsg "warning" SaveWithParameterizedLinksMsg "warning" CheckSSInitialOutputMsg on UnderspecifiedInitializationDetection "Classic" MergeDetectMultiDrivingBlocksExec "none" CheckExecutionContextPreStartOutputMsg off CheckExecutionContextRuntimeOutputMsg off SignalResolutionControl "UseLocalSettings" BlockPriorityViolationMsg "warning" MinStepSizeMsg "warning" TimeAdjustmentMsg "none" MaxConsecutiveZCsMsg "error" MaskedZcDiagnostic "warning" IgnoredZcDiagnostic "warning" SolverPrmCheckMsg "warning" InheritedTsInSrcMsg "warning" DiscreteInheritContinuousMsg "warning" MultiTaskDSMMsg "error" MultiTaskCondExecSysMsg "error" MultiTaskRateTransMsg "error" SingleTaskRateTransMsg "none" TasksWithSamePriorityMsg "warning" SigSpecEnsureSampleTimeMsg "warning" CheckMatrixSingularityMsg "none" IntegerOverflowMsg "warning" Int32ToFloatConvMsg "warning" ParameterDowncastMsg "error" ParameterOverflowMsg "error" ParameterUnderflowMsg "none" ParameterPrecisionLossMsg "warning" ParameterTunabilityLossMsg "warning" FixptConstUnderflowMsg "none" FixptConstOverflowMsg "none" FixptConstPrecisionLossMsg "none" UnderSpecifiedDataTypeMsg "none" UnnecessaryDatatypeConvMsg "none" VectorMatrixConversionMsg "none" InvalidFcnCallConnMsg "error" FcnCallInpInsideContextMsg "Use local settings" SignalLabelMismatchMsg "none" UnconnectedInputMsg "warning" UnconnectedOutputMsg "warning" UnconnectedLineMsg "warning" SFcnCompatibilityMsg "none" FrameProcessingCompatibilityMsg "warning" UniqueDataStoreMsg "none" BusObjectLabelMismatch "warning" RootOutportRequireBusObject "warning" AssertControl "UseLocalSettings" EnableOverflowDetection off ModelReferenceIOMsg "none" ModelReferenceMultiInstanceNormalModeStructChecksumCheck "error" ModelReferenceVersionMismatchMessage "none" ModelReferenceIOMismatchMessage "none" ModelReferenceCSMismatchMessage "none" UnknownTsInhSupMsg "warning" ModelReferenceDataLoggingMessage "warning" ModelReferenceSymbolNameMessage "warning" ModelReferenceExtraNoncontSigs "error" StateNameClashWarn "warning" SimStateInterfaceChecksumMismatchMsg "warning" SimStateOlderReleaseMsg "error" InitInArrayFormatMsg "warning" StrictBusMsg "Warning" BusNameAdapt "WarnAndRepair" NonBusSignalsTreatedAsBus "none" LoggingUnavailableSignals "error" BlockIODiagnostic "none" SFUnusedDataAndEventsDiag "warning" SFUnexpectedBacktrackingDiag "warning" SFInvalidInputDataAccessInChartInitDiag "warning" SFNoUnconditionalDefaultTransitionDiag "warning" SFTransitionOutsideNaturalParentDiag "warning" SFUnconditionalTransitionShadowingDiag "warning" } Simulink.HardwareCC { $ObjectID 6 Version "1.11.1" ProdBitPerChar 8 ProdBitPerShort 16 ProdBitPerInt 32 ProdBitPerLong 32 ProdBitPerFloat 32 ProdBitPerDouble 64 ProdBitPerPointer 32 ProdLargestAtomicInteger "Char" ProdLargestAtomicFloat "None" ProdIntDivRoundTo "Undefined" ProdEndianess "Unspecified" ProdWordSize 32 ProdShiftRightIntArith on ProdHWDeviceType "32-bit Generic" TargetBitPerChar 8 TargetBitPerShort 16 TargetBitPerInt 32 TargetBitPerLong 32 TargetBitPerFloat 32 TargetBitPerDouble 64 TargetBitPerPointer 32 TargetLargestAtomicInteger "Char" TargetLargestAtomicFloat "None" TargetShiftRightIntArith on TargetIntDivRoundTo "Undefined" TargetEndianess "Unspecified" TargetWordSize 32 TargetTypeEmulationWarnSuppressLevel 0 TargetPreprocMaxBitsSint 32 TargetPreprocMaxBitsUint 32 TargetHWDeviceType "Specified" TargetUnknown off 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Cell "GenerateTraceReportSl" Cell "GenerateTraceReportSf" Cell "GenerateTraceReportEml" PropName "DisabledProps" } SystemTargetFile "grt.tlc" GenCodeOnly off MakeCommand "make_rtw" GenerateMakefile on TemplateMakefile "grt_default_tmf" GenerateReport off SaveLog off RTWVerbose on RetainRTWFile off ProfileTLC off TLCDebug off TLCCoverage off TLCAssert off ProcessScriptMode "Default" ConfigurationMode "Optimized" ConfigAtBuild off RTWUseLocalCustomCode off RTWUseSimCustomCode off IncludeHyperlinkInReport off LaunchReport off TargetLang "C" IncludeBusHierarchyInRTWFileBlockHierarchyMap off IncludeERTFirstTime off GenerateTraceInfo off GenerateTraceReport off GenerateTraceReportSl off GenerateTraceReportSf off GenerateTraceReportEml off GenerateCodeInfo off GenerateSLWebview off GenerateCodeMetricsReport off RTWCompilerOptimization "Off" CheckMdlBeforeBuild "Off" CustomRebuildMode "OnUpdate" Array { Type "Handle" Dimension 2 Simulink.CodeAppCC { $ObjectID 10 Version "1.11.1" Array { Type "Cell" Dimension 16 Cell "IgnoreCustomStorageClasses" Cell "InsertBlockDesc" Cell "SFDataObjDesc" Cell "SimulinkDataObjDesc" Cell "DefineNamingRule" Cell "SignalNamingRule" Cell "ParamNamingRule" Cell "InlinedPrmAccess" Cell "CustomSymbolStr" Cell "CustomSymbolStrGlobalVar" Cell "CustomSymbolStrType" Cell "CustomSymbolStrField" Cell "CustomSymbolStrFcn" Cell "CustomSymbolStrBlkIO" Cell "CustomSymbolStrTmpVar" Cell "CustomSymbolStrMacro" PropName "DisabledProps" } ForceParamTrailComments off GenerateComments on IgnoreCustomStorageClasses on IgnoreTestpoints off IncHierarchyInIds off MaxIdLength 31 PreserveName off PreserveNameWithParent off ShowEliminatedStatement off IncAutoGenComments off SimulinkDataObjDesc off SFDataObjDesc off MATLABFcnDesc off IncDataTypeInIds off MangleLength 1 CustomSymbolStrGlobalVar "$R$N$M" CustomSymbolStrType "$N$R$M" CustomSymbolStrField "$N$M" CustomSymbolStrFcn "$R$N$M$F" CustomSymbolStrFcnArg "rt$I$N$M" CustomSymbolStrBlkIO "rtb_$N$M" CustomSymbolStrTmpVar "$N$M" CustomSymbolStrMacro "$R$N$M" DefineNamingRule "None" ParamNamingRule "None" SignalNamingRule "None" InsertBlockDesc off InsertPolySpaceComments off SimulinkBlockComments on MATLABSourceComments off EnableCustomComments off InlinedPrmAccess "Literals" ReqsInCode off UseSimReservedNames off } Simulink.GRTTargetCC { $BackupClass "Simulink.TargetCC" $ObjectID 11 Version "1.11.1" Array { Type "Cell" Dimension 15 Cell "IncludeMdlTerminateFcn" Cell "CombineOutputUpdateFcns" Cell "SuppressErrorStatus" Cell "ERTCustomFileBanners" Cell "GenerateSampleERTMain" Cell "GenerateTestInterfaces" Cell "ModelStepFunctionPrototypeControlCompliant" Cell "CPPClassGenCompliant" Cell "MultiInstanceERTCode" Cell "PurelyIntegerCode" Cell "PortableWordSizes" Cell "SupportComplex" Cell "SupportAbsoluteTime" Cell "SupportContinuousTime" Cell "SupportNonInlinedSFcns" PropName "DisabledProps" } TargetFcnLib "ansi_tfl_table_tmw.mat" TargetLibSuffix "" TargetPreCompLibLocation "" 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off UseMalloc off ExtMode off ExtModeStaticAlloc off ExtModeTesting off ExtModeStaticAllocSize 1000000 ExtModeTransport 0 ExtModeMexFile "ext_comm" ExtModeIntrfLevel "Level1" RTWCAPISignals off RTWCAPIParams off RTWCAPIStates off RTWCAPIRootIO off GenerateASAP2 off } PropName "Components" } } hdlcoderui.hdlcc { $ObjectID 12 Version "1.11.1" Description "HDL Coder custom configuration component" Name "HDL Coder" } PropName "Components" } Name "Configuration" CurrentDlgPage "Solver" ConfigPrmDlgPosition [ 520, 225, 1400, 855 ] } PropName "ConfigurationSets" } Simulink.ConfigSet { $PropName "ActiveConfigurationSet" $ObjectID 1 } BlockDefaults { ForegroundColor "black" BackgroundColor "white" DropShadow off NamePlacement "normal" FontName "Helvetica" FontSize 10 FontWeight "normal" FontAngle "normal" ShowName on BlockRotation 0 BlockMirror off } AnnotationDefaults { HorizontalAlignment "center" VerticalAlignment "middle" ForegroundColor "black" BackgroundColor "white" DropShadow off 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off TickLabels "OneTimeTick" ZoomMode "on" Grid "on" TimeRange "auto" YMin "-5" YMax "5" SaveToWorkspace off SaveName "ScopeData" LimitDataPoints on MaxDataPoints "5000" Decimation "1" SampleInput off SampleTime "-1" } Block { BlockType Step Time "1" Before "0" After "1" SampleTime "-1" VectorParams1D on ZeroCross on } Block { BlockType SubSystem ShowPortLabels "FromPortIcon" Permissions "ReadWrite" PermitHierarchicalResolution "All" TreatAsAtomicUnit off CheckFcnCallInpInsideContextMsg off SystemSampleTime "-1" RTWFcnNameOpts "Auto" RTWFileNameOpts "Auto" RTWMemSecFuncInitTerm "Inherit from model" RTWMemSecFuncExecute "Inherit from model" RTWMemSecDataConstants "Inherit from model" RTWMemSecDataInternal "Inherit from model" RTWMemSecDataParameters "Inherit from model" SimViewingDevice off DataTypeOverride "UseLocalSettings" DataTypeOverrideAppliesTo "AllNumericTypes" MinMaxOverflowLogging "UseLocalSettings" SFBlockType "NONE" Variant off GeneratePreprocessorConditionals off } Block { BlockType Sum IconShape "rectangular" Inputs "++" CollapseMode "All dimensions" CollapseDim "1" InputSameDT on AccumDataTypeStr "Inherit: Inherit via internal rule" OutMin "[]" OutMax "[]" OutDataTypeStr "Inherit: Same as first input" LockScale off RndMeth "Floor" SaturateOnIntegerOverflow on SampleTime "-1" } Block { BlockType TransferFcn Numerator "[1]" Denominator "[1 2 1]" AbsoluteTolerance "auto" ContinuousStateAttributes "''" Realization "auto" } } System { Name "identSYS" Location [750, 86, 1306, 479] Open on ModelBrowserVisibility off ModelBrowserWidth 200 ScreenColor "white" PaperOrientation "landscape" PaperPositionMode "auto" PaperType "A4" PaperUnits "centimeters" TiledPaperMargins [0.500000, 0.500000, 0.500000, 0.500000] TiledPageScale 1 ShowPageBoundaries off ZoomFactor "100" ReportName "simulink-default.rpt" SIDHighWatermark "66" Block { BlockType SubSystem Name "1a ordem" SID "1" Ports [1, 1] Position [235, 71, 295, 99] BackgroundColor "orange" MinAlgLoopOccurrences off PropExecContextOutsideSubsystem off RTWSystemCode "Auto" FunctionWithSeparateData off Opaque off RequestExecContextInheritance off MaskHideContents off MaskDescription "Digite sua senha de acesso" MaskPromptString "Senha:" MaskStyleString "edit" MaskTunableValueString "on" MaskEnableString "on" MaskVisibilityString "on" MaskToolTipString "on" MaskInitialization "a=10;\nb=5;\nNUM = a;\nDEN = [1 b];\nseed2=20012;\npower2=0.00001;\nT = 0.01;" MaskIconFrame on MaskIconOpaque on MaskIconRotate "none" MaskPortRotate "default" MaskIconUnits "autoscale" MaskValueString "0" System { Name "1a ordem" Location [196, 413, 471, 536] Open off ModelBrowserVisibility off ModelBrowserWidth 200 ScreenColor "white" PaperOrientation "landscape" PaperPositionMode "auto" PaperType "A4" PaperUnits "centimeters" TiledPaperMargins [0.500000, 0.500000, 0.500000, 0.500000] TiledPageScale 1 ShowPageBoundaries off ZoomFactor "100" Block { BlockType Inport Name "In1" SID "2" Position [25, 38, 55, 52] IconDisplay 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Este processo se chama “Identificac¸a˜o de Sistemas” e sera´ abordado no presente laborato´rio. O objetivo e´ encontrar os coeficientes θi, i = 1, 2, 3..., de uma func¸a˜o de transfereˆncia discreta a partir dos dados de entrada e sa´ıda da planta. Por exemplo, suponha que seja necessa´rio identificar uma planta de segunda ordem, enta˜o devemos encontrar θi para i = 1, 2, 3, 4 e 5: G(z) = Y (z) U(z) = θ3z 2 + θ4z + θ5 z2 − θ1z − θ2 Depois podemos encontrar o equivalente cont´ınuo do sistema acima e projetar um controlador usando os me´todos cla´ssicos aprendidos na cadeira de projetos de sistemas de controle. 2 Mı´nimos Quadrados Multiplicando a equac¸a˜o (1) pelos seus denominadores e lembrando que z−1 representa um atraso de transporte, obtemos a seguinte expressa˜o: y(k)− θ1y(k − 1)− θ2y(k − 2) = θ3u(k) + θ4u(k − 1) + θ5u(k − 2) Resolvendo para a sa´ıda do sistema: y(k) = θ1y(k − 1) + θ2y(k − 2) + θ3u(k) + θ4u(k − 1) + θ5u(k − 2) Que pode ser descrita na seguinte forma matricial: y(k) = [y(k − 1) y(k − 2) u(k) u(k − 1) u(k − 2)] θ1 θ2 θ1 θ4 θ5 (1) Prof. Aure´lio Salton To´picos Especiais II - ECA Engenharia de Controle e Automac¸a˜o - PUCRS Pore´m, se possu´ımos uma se´rie de N medic¸o˜es ao inve´s de apenas uma, a equac¸a˜o deve ser representada na seguinte forma matricial: y(2) y(3) y(4) ... y(N) = y(1) y(0) u(2) u(1) u(0) y(2) y(1) u(3) u(2) u(1) y(3) y(2) u(4) u(3) u(2) ... ... ... ... ... y(N − 1) y(N − 2) u(N) u(N − 1) u(N − 2) θ1 θ2 θ1 θ4 θ5 (2) Ou seja, y = Ψθ Para encontrar os valores desejados basta isolar θ na equac¸a˜o: θ = (ΨTΨ)−1ΨTy sendo que o termo •T representa a transposta. 3 Tarefas Baixe os arquivos referentes ao laborato´rio. Sa˜o treˆs arquivos contendo cada um uma func¸a˜o de transfereˆncia. • Atrave´s dos dados de entrada e sa´ıda dos processos, estime um modelo para cada um dos sistemas. • Encontre um sistema cont´ınuo equivalente e compare com a sa´ıda real. • Simule cada um dos sistemas dentro do blocoMatlab Function (na bibli- oteca User-Defined Functions no Simulink). Compare a sua simulac¸a˜o com a sa´ıda real do sistema. • Apresente o trabalho para o professor ate´ a data estipulada em aula. Boa sorte. Refereˆncias [1] Aguirre, L.A. Introduc¸a˜o A` Identificac¸a˜o de Sistemas, 2a Edic¸a˜o. Edi- tora UFMG, 2007. [2] Ljung, L. System Identification: Theory for the User (2nd Edition) Wiley Encyclopedia of Electrical and Electronics Engineering, 1987. Prof. Aure´lio Salton To´picos Especiais II - ECA 2 - Identifica��o de Sistemas/Identifica��o - Parte 2.pdf Engenharia de Controle e Automac¸a˜o - PUCRS Controle 1 Definic¸a˜o do Problema Uma vez que possu´ımos o modelo dos sistemas que queremos controlar, po- demos fazer um controle mais elaborado como, por exemplo, LGR, alocac¸a˜o de po´los, controle por modelo de refereˆncia, etc. Este trabalho se resume em projetar um controlador para os sistemas que foram estimados no laborato´rio passado. Para tanto utilize a func¸a˜o rltool no Matlab. 2 Tarefas • Projete um controlador para o sistema de 1a ordem tal que ele estabilize em menos de 0.1 segundos e sua entrada na˜o ultrapasse a marca de 4 unidades; (3.0 pontos) • Projete um controlador para o sistema de 2a ordem tal que ele estabilize sem sobre sinal em menos de um segundo;(4.0 pontos) • Projete um controlador para o sistema de 3a ordem tal que ele apresente erro zero em regime sem sobre-sinal;(4.0 pontos) • Apresente o trabalho para o professor ate´ a data estipulada em aula. Boa sorte. Refereˆncias [1] Engenharia de Sistemas de Controle - 5a Edic¸a˜o Norman S. Nise, Editora LTC (Grupo GEN), 2009. 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"DisabledProps" } SystemTargetFile "grt.tlc" TLCOptions "" GenCodeOnly off MakeCommand "make_rtw" GenerateMakefile on PackageGeneratedCodeAndArtifacts off PackageName "" TemplateMakefile "grt_default_tmf" PostCodeGenCommand "" Description "" GenerateReport off SaveLog off RTWVerbose on RetainRTWFile off ProfileTLC off TLCDebug off TLCCoverage off TLCAssert off ProcessScriptMode "Default" ConfigurationMode "Optimized" ProcessScript "" ConfigurationScript "" ConfigAtBuild off RTWUseLocalCustomCode off RTWUseSimCustomCode off CustomSourceCode "" CustomHeaderCode "" CustomInclude "" CustomSource "" CustomLibrary "" CustomInitializer "" CustomTerminator "" Toolchain "Automatically locate an installed toolchain" BuildConfiguration "Faster Builds" IncludeHyperlinkInReport off LaunchReport off PortableWordSizes off CreateSILPILBlock "None" CodeExecutionProfiling off CodeExecutionProfileVariable "executionProfile" CodeProfilingSaveOptions "SummaryOnly" CodeProfilingInstrumentation off SILDebugging off TargetLang "C" IncludeBusHierarchyInRTWFileBlockHierarchyMap off IncludeERTFirstTime off GenerateTraceInfo off GenerateTraceReport off GenerateTraceReportSl off GenerateTraceReportSf off GenerateTraceReportEml off GenerateCodeInfo off GenerateWebview off GenerateCodeMetricsReport off GenerateCodeReplacementReport off RTWCompilerOptimization "Off" RTWCustomCompilerOptimizations "" CheckMdlBeforeBuild "Off" CustomRebuildMode "OnUpdate" DataInitializer "" SharedConstantsCachingThreshold 1024 Array { Type "Handle" Dimension 2 Simulink.CodeAppCC { $ObjectID 16 Version "1.14.2" Array { Type "Cell" Dimension 16 Cell "IgnoreCustomStorageClasses" Cell "InsertBlockDesc" Cell "SFDataObjDesc" Cell "SimulinkDataObjDesc" Cell "DefineNamingRule" Cell "SignalNamingRule" Cell "ParamNamingRule" Cell "InlinedPrmAccess" Cell "CustomSymbolStr" Cell "CustomSymbolStrGlobalVar" Cell "CustomSymbolStrType" Cell "CustomSymbolStrField" Cell "CustomSymbolStrFcn" Cell "CustomSymbolStrBlkIO" Cell "CustomSymbolStrTmpVar" Cell "CustomSymbolStrMacro" PropName "DisabledProps" } ForceParamTrailComments off GenerateComments on CommentStyle "Auto" IgnoreCustomStorageClasses on IgnoreTestpoints off IncHierarchyInIds off MaxIdLength 31 PreserveName off PreserveNameWithParent off ShowEliminatedStatement off OperatorAnnotations off IncAutoGenComments off SimulinkDataObjDesc off SFDataObjDesc off MATLABFcnDesc off IncDataTypeInIds off MangleLength 1 CustomSymbolStrGlobalVar "$R$N$M" CustomSymbolStrType "$N$R$M_T" CustomSymbolStrField "$N$M" CustomSymbolStrFcn "$R$N$M$F" CustomSymbolStrFcnArg "rt$I$N$M" CustomSymbolStrBlkIO "rtb_$N$M" CustomSymbolStrTmpVar "$N$M" CustomSymbolStrMacro "$R$N$M" CustomSymbolStrUtil "$N$C" DefineNamingRule "None" ParamNamingRule "None" SignalNamingRule "None" InsertBlockDesc off InsertPolySpaceComments off SimulinkBlockComments on MATLABSourceComments off EnableCustomComments off InternalIdentifier "Shortened" InlinedPrmAccess "Literals" ReqsInCode off UseSimReservedNames off } Simulink.GRTTargetCC { $BackupClass "Simulink.TargetCC" $ObjectID 17 Version "1.14.2" Array { Type "Cell" Dimension 15 Cell "IncludeMdlTerminateFcn" Cell "CombineOutputUpdateFcns" Cell "SuppressErrorStatus" Cell "ERTCustomFileBanners" Cell "GenerateSampleERTMain" Cell "GenerateTestInterfaces" Cell "ModelStepFunctionPrototypeControlCompliant" Cell "CPPClassGenCompliant" Cell "SupportNonInlinedSFcns" Cell "PurelyIntegerCode" Cell "PortableWordSizes" Cell "SupportComplex" Cell "SupportAbsoluteTime" Cell "SupportContinuousTime" Cell "GenerateAllocFcn" PropName "DisabledProps" } TargetFcnLib "ansi_tfl_table_tmw.mat" TargetLibSuffix "" TargetPreCompLibLocation "" GenFloatMathFcnCalls "NOT IN USE" TargetLangStandard "C89/C90 (ANSI)" CodeReplacementLibrary "None" UtilityFuncGeneration "Auto" ERTMultiwordTypeDef "System defined" ERTMultiwordLength 256 MultiwordLength 2048 GenerateFullHeader on GenerateSampleERTMain off GenerateTestInterfaces off ModelReferenceCompliant on ParMdlRefBuildCompliant on CompOptLevelCompliant on ConcurrentExecutionCompliant on IncludeMdlTerminateFcn on GeneratePreprocessorConditionals "Disable all" CombineOutputUpdateFcns off CombineSignalStateStructs off SuppressErrorStatus off ERTFirstTimeCompliant off IncludeFileDelimiter "Auto" ERTCustomFileBanners off SupportAbsoluteTime on LogVarNameModifier "rt_" MatFileLogging on MultiInstanceERTCode off CodeInterfacePackaging "Nonreusable function" SupportNonFinite on SupportComplex on PurelyIntegerCode off SupportContinuousTime on SupportNonInlinedSFcns on SupportVariableSizeSignals off EnableShiftOperators on ParenthesesLevel "Nominal" MATLABClassNameForMDSCustomization "Simulink.SoftwareTarget.GRTCustomization" ModelStepFunctionPrototypeControlCompliant off CPPClassGenCompliant on AutosarCompliant off GRTInterface on GenerateAllocFcn off UseMalloc off ExtMode off ExtModeStaticAlloc off ExtModeTesting off ExtModeStaticAllocSize 1000000 ExtModeTransport 0 ExtModeMexFile "ext_comm" ExtModeIntrfLevel "Level1" RTWCAPISignals off RTWCAPIParams off RTWCAPIStates off RTWCAPIRootIO off GenerateASAP2 off MultiInstanceErrorCode "Error" } PropName "Components" } } hdlcoderui.hdlcc { $ObjectID 18 Version "1.14.2" Description "HDL Coder custom configuration component" Name "HDL Coder" Array { Type "Cell" Dimension 1 Cell " " PropName "HDLConfigFile" } HDLCActiveTab "0" } PropName "Components" } Name "Configuration" CurrentDlgPage "Solver" ConfigPrmDlgPosition [ 520, 225, 1400, 855 ] } PropName "ConfigurationSets" } Simulink.ConfigSet { $PropName "ActiveConfigurationSet" $ObjectID 7 } Object { $PropName "DataTransfer" $ObjectID 19 $ClassName "Simulink.GlobalDataTransfer" DefaultTransitionBetweenSyncTasks "Ensure deterministic transfer (maximum delay)" DefaultTransitionBetweenAsyncTasks "Ensure data integrity only" DefaultTransitionBetweenContTasks "Ensure deterministic transfer (minimum delay)" DefaultExtrapolationMethodBetweenContTasks "None" AutoInsertRateTranBlk [0] } ExplicitPartitioning off BlockDefaults { ForegroundColor "black" BackgroundColor "white" DropShadow off NamePlacement "normal" FontName "Helvetica" FontSize 10 FontWeight "normal" FontAngle "normal" ShowName on BlockRotation 0 BlockMirror off } AnnotationDefaults { HorizontalAlignment "center" VerticalAlignment "middle" ForegroundColor "black" BackgroundColor "white" DropShadow off FontName "Helvetica" FontSize 10 FontWeight "normal" FontAngle "normal" UseDisplayTextAsClickCallback off } LineDefaults { FontName "Helvetica" FontSize 9 FontWeight "normal" FontAngle "normal" } MaskDefaults { SelfModifiable "off" IconFrame "on" IconOpaque "on" RunInitForIconRedraw "off" IconRotate "none" PortRotate "default" IconUnits "autoscale" } MaskParameterDefaults { Evaluate "on" Tunable "on" NeverSave "off" Internal "off" ReadOnly "off" Enabled "on" Visible "on" ToolTip "on" } BlockParameterDefaults { Block { BlockType Inport Port "1" OutputFunctionCall off OutMin "[]" OutMax "[]" OutDataTypeStr "Inherit: auto" LockScale off BusOutputAsStruct off PortDimensions "-1" VarSizeSig "Inherit" SampleTime "-1" SignalType "auto" SamplingMode "auto" LatchByDelayingOutsideSignal off LatchInputForFeedbackSignals off Interpolate on } Block { BlockType Mux Inputs "4" DisplayOption "none" UseBusObject off BusObject "BusObject" NonVirtualBus off } Block { BlockType Outport Port "1" OutMin "[]" OutMax "[]" OutDataTypeStr "Inherit: auto" LockScale off BusOutputAsStruct off PortDimensions "-1" VarSizeSig "Inherit" SampleTime "-1" SignalType "auto" SamplingMode "auto" SourceOfInitialOutputValue "Dialog" OutputWhenDisabled "held" InitialOutput "[]" } Block { BlockType Scope ModelBased off TickLabels "OneTimeTick" ZoomMode "on" Grid "on" TimeRange "auto" YMin "-5" YMax "5" SaveToWorkspace off SaveName "ScopeData" DataFormat "Array" LimitDataPoints on MaxDataPoints "5000" Decimation "1" SampleInput off SampleTime "-1" } Block { BlockType Step Time "1" Before "0" After "1" SampleTime "-1" VectorParams1D on ZeroCross on } Block { BlockType SubSystem ShowPortLabels "FromPortIcon" Permissions "ReadWrite" PermitHierarchicalResolution "All" TreatAsAtomicUnit off MinAlgLoopOccurrences off PropExecContextOutsideSubsystem off CheckFcnCallInpInsideContextMsg off SystemSampleTime "-1" RTWSystemCode "Auto" RTWFcnNameOpts "Auto" RTWFileNameOpts "Auto" FunctionInterfaceSpec "void_void" FunctionWithSeparateData off RTWMemSecFuncInitTerm "Inherit from model" RTWMemSecFuncExecute "Inherit from model" RTWMemSecDataConstants "Inherit from model" RTWMemSecDataInternal "Inherit from model" RTWMemSecDataParameters "Inherit from model" SimViewingDevice off DataTypeOverride "UseLocalSettings" DataTypeOverrideAppliesTo "AllNumericTypes" MinMaxOverflowLogging "UseLocalSettings" Opaque off MaskHideContents off SFBlockType "NONE" Variant off GeneratePreprocessorConditionals off ContentPreviewEnabled off } Block { BlockType Sum IconShape "rectangular" Inputs "++" CollapseMode "All dimensions" CollapseDim "1" InputSameDT on AccumDataTypeStr "Inherit: Inherit via internal rule" OutMin "[]" OutMax "[]" OutDataTypeStr "Inherit: Same as first input" LockScale off RndMeth "Floor" SaturateOnIntegerOverflow on SampleTime "-1" } Block { BlockType TransferFcn Numerator "[1]" Denominator "[1 2 1]" AbsoluteTolerance "auto" ContinuousStateAttributes "''" Realization "auto" } } System { Name "IdentificacaoSistemas_Parte2" Location [-8, -8, 1928, 1048] Open on ModelBrowserVisibility off ModelBrowserWidth 200 ScreenColor "white" PaperOrientation "landscape" PaperPositionMode "auto" PaperType "A4" PaperUnits "centimeters" TiledPaperMargins [0.500000, 0.500000, 0.500000, 0.500000] TiledPageScale 1 ShowPageBoundaries off ZoomFactor "80" ReportName "simulink-default.rpt" SIDHighWatermark "100" Block { BlockType SubSystem Name "1a ordem" SID "1" Ports [1, 1] Position [270, 161, 330, 189] ZOrder -1 BackgroundColor "orange" RequestExecContextInheritance off Object { $PropName "MaskObject" $ObjectID 20 $ClassName "Simulink.Mask" Description "Digite sua senha de acesso" Initialization "a=10;\nb=5;\nNUM = a;\nDEN = [1 b];\nseed2=20012;\npower2=0.00001;\nT = 0.01;" Object { $PropName "Parameters" $ObjectID 21 $ClassName "Simulink.MaskParameter" Type "edit" Name "" Prompt "Senha:" Value "0" } } System { Name "1a ordem" Location [166, 301, 497, 608] Open off ModelBrowserVisibility off ModelBrowserWidth 200 ScreenColor "white" PaperOrientation "landscape" PaperPositionMode "auto" PaperType "A4" PaperUnits "centimeters" TiledPaperMargins [0.500000, 0.500000, 0.500000, 0.500000] TiledPageScale 1 ShowPageBoundaries off ZoomFactor "100" Block { BlockType Inport Name "In1" SID "2" Position [25, 38, 55, 52] ZOrder -1 IconDisplay "Port number" } Block { BlockType Reference Name "Band-Limited\nWhite Noise" SID "3" Ports [0, 1] Position [85, 70, 115, 100] ZOrder -2 NamePlacement "alternate" ShowName off LibraryVersion "1.256" SourceBlock "simulink/Sources/Band-Limited\nWhite Noise" SourceType "Band-Limited White Noise." Cov "[power2]" Ts "T" seed "[seed2]" VectorParams1D on } Block { BlockType Sum Name "Sum" SID "4" Ports [2, 1] Position [175, 35, 195, 55] ZOrder -3 ShowName off IconShape "round" Inputs "|++" InputSameDT off OutDataTypeStr "Inherit: Inherit via internal rule" SaturateOnIntegerOverflow off } Block { BlockType TransferFcn Name "Transfer Fcn" SID "5" Position [90, 27, 150, 63] ZOrder -4 ShowName off Numerator "NUM" Denominator "DEN" } Block { BlockType Outport Name "Out1" SID "6" Position [220, 38, 250, 52] ZOrder -5 IconDisplay "Port number" } Line { ZOrder 1 SrcBlock "Transfer Fcn" SrcPort 1 DstBlock "Sum" DstPort 1 } Line { ZOrder 2 SrcBlock "Band-Limited\nWhite Noise" SrcPort 1 Points [65, 0] DstBlock "Sum" DstPort 2 } Line { ZOrder 3 SrcBlock "In1" SrcPort 1 DstBlock "Transfer Fcn" DstPort 1 } Line { ZOrder 4 SrcBlock "Sum" SrcPort 1 DstBlock "Out1" DstPort 1 } } } Block { BlockType SubSystem Name "1a ordem1" SID "67" Ports [1, 1] Position [270, 236, 330, 264] ZOrder 1 BackgroundColor "orange" RequestExecContextInheritance off Object { $PropName "MaskObject" $ObjectID 22 $ClassName "Simulink.Mask" Description "Digite sua senha de acesso" Initialization "a=10;\nb=5;\nNUM = a;\nDEN = [1 b];\nseed2=20012;\npower2=0.00001;\nT = 0.01;" Object { $PropName "Parameters" $ObjectID 23 $ClassName "Simulink.MaskParameter" Type "edit" Name "" Prompt "Senha:" Value "0" } } System { Name "1a ordem1" Location [166, 301, 497, 608] Open off ModelBrowserVisibility off ModelBrowserWidth 200 ScreenColor "white" PaperOrientation "landscape" PaperPositionMode "auto" PaperType "usletter" PaperUnits "inches" TiledPaperMargins [0.500000, 0.500000, 0.500000, 0.500000] TiledPageScale 1 ShowPageBoundaries off ZoomFactor "100" Block { BlockType Inport Name "In1" SID "68" Position [25, 38, 55, 52] ZOrder -1 IconDisplay "Port number" } Block { BlockType Reference Name "Band-Limited\nWhite Noise" SID "69" Ports [0, 1] Position [85, 70, 115, 100] ZOrder -2 NamePlacement "alternate" ShowName off SourceBlock "simulink/Sources/Band-Limited\nWhite Noise" SourceType "Band-Limited White Noise." Cov "[power2]" Ts "T" seed "[seed2]" VectorParams1D on } Block { BlockType Sum Name "Sum" SID "70" Ports [2, 1] Position [175, 35, 195, 55] ZOrder -3 ShowName off IconShape "round" Inputs "|++" InputSameDT off OutDataTypeStr "Inherit: Inherit via internal rule" SaturateOnIntegerOverflow off } Block { BlockType TransferFcn Name "Transfer Fcn" SID "71" Position [90, 27, 150, 63] ZOrder -4 ShowName off Numerator "NUM" Denominator "DEN" } Block { BlockType Outport
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