专家主轴设计系统英文翻译.docx
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专家主轴设计系统英文翻译
英文翻译
英文原文
Expertspindledesignsystem
Abstrac
Thispaperpresentsanexpertspindledesignsystemstrategywhichisbasedontheefficientutilizationofpastdesignexperience,thelawsofmachinedesign,dynamicsandmetalcuttingmechanics.Theconfigurationofthespindleisdecidedfromthespecificationsoftheworkpiecematerial,desiredcuttingconditions,andmostcommontoolsusedonthemachinetool.Thespindledrivemechanism,drivemotor,bearingtypes,andspindleshaftdimensionsareselectedbasedonthetargetapplications.Thepaperprovidesasetoffuzzydesignrules,whichleadtoaninteractiveandautomaticdesignofspindledriveconfigurations.Thestructuraldynamicsofthespindleareautomaticallyoptimizedbydistributingthebearingsalongthespindleshaft.TheproposedstrategyistoiterativelypredicttheFrequencyResponseFunction(FRF)ofthespindleatthetooltipusingtheFiniteElementMethod(FEM)basedontheTimoshenkobeamtheory.ThepredictedFRFofthespindleisintegratedtothechattervibrationstabilitylaw,whichindicateswhetherthedesignwouldleadtochattervibrationfreecuttingoperationatthedesiredspeedanddepthofcutfordifferentflutesofcutters.ThearrangementofbearingsisoptimizedusingtheSequentialQuadraticProgramming(SQP)method.
Keywords:
Spindledesign;Expertsystem;Chattervibration;Finiteelementmethod;Optimization
1.Introduction
Thespindleisthemainmechanicalcomponentinmachiningcenters.Thespindleshaftrotatesatdifferentspeedsandholdsacutter,whichmachinesamaterialattachedtothemachinetooltable.Thestaticanddynamicstiffnessofthespindledirectlyaffectthemachiningproductivityandfinishqualityoftheworkpieces.Thestructuralpropertiesofthespindledependonthedimensionsoftheshaft,motor,toolholder,bearings,andthedesignconfigurationoftheoverallspindleassembly.
Thisresearchconsidersspindlecomponentselectionandconfigurationusingtheproposedexpertsystembasedonthedigitalknowledgebase.Theexpertsystemwithfuzzylogicisimplementedastheselectionsystem.
Eskiciogluetal.[1]developedarule-basedalgorithmfortheselectionofspindlebearingarrangementusingPRO-LOG,whichisaprogramminglanguageforexpertsystems.Thebearingarrangementsaredeterminedbythecuttingoperationtype,andtherequiredcuttingforceandlifeofbearings.WongandAtkinson[2]demonstratedaknowledgecellapproachfordiversedesigns.Theydividedtheknowledgecellintofourparts;theFunction,Selection,Graphics,andLogiccells.
Fordesignoptimizationofspindles,Yang[3]conductedstaticstiffnesstooptimizeabearingspanusingtwobearings,anddescribedthemethodsusedtosolvethemulti-bearingspans’optimizationmethod.Tayloretal.[4]developedaprogramwhichoptimizesthespindleshaftdiameterstominimizethestaticdeflectionwithaconstrainedshaftmass.TheDownhillSimplexMethodisusedtofindtheoptimum
value.LeeandChoi[5]conductedanoptimizationdesigninwhichtheyminimizedtheweightoftherotor-bearingsystemwiththeaugmentedLagrangemultipliermethod.Chenetal.[6]andNatarajandAshrafiuon[7]demonstratedtheoptimizationresultstominimizetheforcestransmittedbythebearingstothesupports.WangandChang[8]simulatedaspindle-bearingsystemwithafiniteelementmodeland
dependingonthemachiningapplication.Inaddition,mostofthemoptimizedesignparameters,suchasshaftdiameter,bearingspan,andbearingpreload,tominimizethestaticdeflection.Thispaperconsidersmorethantwobearingsinthespindlemodelandtakesintoaccountthechatterstabilitythatistotallyrelatedtothedynamicpropertiesofthespindle.
TheoverallexpertspindledesignsystemisoutlinedinFig.1.Thedesignofthespindlewithoptimizedbearingspacingisautomatedusingtherequirementssetbythemachiningapplication,expertspindledesignrules,cuttingmechanics,structuraldynamicsandchatterstabilityofmillingprocess.
2.Expertsystemforspindledesign
Theexpertsystemforspindledesignisintroducedheretofacilitatethedesignprocessusingpastexperienceandknowledge.
TheexpertsystemcombinedwiththefuzzylogicisusedastheselectionsystemofcomponentsforthespindledesigninordertohandleuncertaintiesinthedesignprocessasillustratedinFig.2.Therequiredinputdataforthespindledesign,suchasthecuttingtorqueandpower,arecomputedusingthelawsofcuttingmechanics,asdescribedin[11].Theinputdataisenteredintothefuzzyinferencesystem,whichisestablishedbydesignexperts,andisfuzzifiedusingmembershipfunctions.TheMamdanimethodisusedastheinferencesystem.Thefuzzifiedvaluesareappliedtothefuzzyrulesandaggregatedusingthemaximummethod.Theresultoftheaggregationisdefuzzifiedusingthecentroidmethod,
andadefuzzifiednumberisobtained.Thesimpledefuzzifiednumberisappliedtotheselectionrulefor
thespindlecomponents.Anexternaldatabase,whichincludesmaterialcuttingcoefficients,isconnectedtothefuzzyinferencesystem,whichuserscanaccess.Thesupervisingengineer,whoispermittedtomaintainthisexpertsystem,canmodifythemembershipfunctionanddatabasewhenthetendencyofthefuzzyterms,suchas‘high’,‘middle’,and‘low’changesasthetechnologyevolves.Inthisarticle,transmissionandlubricationtypesaredeterminedusingtheexpertsystemwithfuzzylogic
3.Optimizationofbearinglocations
Inordertoapplytheoptimizationtothespindledesign,objectiveanddesignvariablesareestablished.Chattervibrationisanimportantissueformachinetoolssinceitmayleadtospindle,cutterandpartdamages.
Therearesignificantnumberofparametersinatypicalspindledesignprocess,suchasthedimensionsofthespindleshaft,housing,andcollars.However,themosteffectivedesignparametersneedtobeselectedtooptimizethespindledesigninpractice.Therearenumerousconstraintsonthegeometricdesignofspindleparts,anddesigndimensionswhichareusuallycoupledwitheachother.Forexample,ifthediameterofthespindleshaftchanges,theborediameterofthehousingalsohastobechanged,wheremoreparametersneedtobetakenintoaccountwhichmayleadtoaconvergenceprobleminoptimizationalgorithm.Sincetheobjectivefunctionishighlynon-linear,theSequentialQuadraticProgramming(SQP)methodisusedintheoptimizationofthespindledesign.
4.Applicationoftheexpertspindledesignsystem
Theproposedsystemisdemonstratedagainstacommerciallyexistingmachinetool(MoriSeikiSH-403)asshowninFig.14forcomparison.ThemainspindlespecificationsofSH-403areshownin[17].Thespindlehasamotorizedtransmissionwithoil–airtypelubricationwithfourbearingsatthefrontandoneattherear.Themaximumspindlespeedis20,000rpmandthepowerandtorquepropertiesofthespindlemotoraresetfromthedatashownin[17].ItisassumedthattheuserwishestousethemachinepredominantlyincuttingaircraftpartsmadefromAl7075-T6withafour-flutedendmillwithadesired
depthofcutof3mmand15,000rpmspindlespeed.ThemostcommoncuttingconditionsarelistedinTable4.
Inordertoselectthetransmissiontypefromeitherthedirectcouplingtypeorthemotorizedtype,‘SpindleSpeed’,‘HighDynamicStiffnessvs.LowBalancingVibration’,‘LowThermalEffectvs.SmallNoise’,and‘LowReplacementOperationCostvs.LowReplacementPartsCost’needtobeinput.Thespindlespeedisautomaticallysetfromthemaximummotorspeed.Inthiscase,thenumbersareassumedfromtheconceptsofthemachinewrittenintheSH-403catalog[17].Thefuzzyweightnumbersareset
as‘3’,‘8’,and‘4’,respectively.Similarly,thefuzzyweightofthelubricationsystemisset.
Table5showstheresultsofthespindlecomponents’selection.TheExpertSpindleDesignSystemselectedthepropertransmissionandlubricationtype.
Table6showsthelistofagreementsbetweentheactualdesignandthedesignthatusesthisexpertsystem.Theresultsattainedviatheexpertsystemmatchthoseoftheactualdesigninallfivecases.Therefore,theproperspindlecomponentscanbeselectedwiththeproposedexpertsystem,thatis,therulebaseandthemembershipfunctionsofthissystemaredefinedproperly.
5.Conclusions
ThispaperpresentsanExpertSpindleDesignsystemformachinetoolengineers.Itproposesanalternativemethodtothepresentdesignpractice,whichisbasedonthepastexperienceofindividualdesigners,whileattemptingtoeliminatecostlytrialsbyusingthelawsofmachinedesign,solidmechanics,andmetalcuttingdynamicsinanintegratedfashion.
Thedesignconfigurationsandmembershipfunctionsarestoredinaknowledgebaseusingsetsofdesignrulesbasedonthepastexperienceandlawsofcuttingmechanics.Fuzzylogicisusedasaninferenceengineintheproposedexpertsystem.Thefuzzylogiccandealwithdesignuncertaintiessuchashigh,mediumandlowspeedsorlarge/smalltorquerequiredfromthespindleswheretheexactnumericalvalues
aredifficulttosetrigidlybythedesigners.Themembershipfunctionscanbeupdatedbythedesignersastheruleschangeduetotechnologicaladvancesinindustry.Theexpertsystemleadstoautomaticgenerationofspindleconfigurationwhichincludesdriveshaft,motortypeandsize,transmissionmechanismbetweenthemotorandshaft,andtoolholderstyle.
Whiletheconfigurationandsub-componentsofthespindlearebasedonthetorque,power,andspeed
requirementsfromthemachinetool,theexactlocationsofthebearingsmustbedeterminedbasedonthechattervibrationstabilityofthespin