MODELLING AND CONTROL STRATEGY OF ROBOTIC YO-YO
更新时间:2023-06-10 23:33:01 阅读量: 实用文档 文档下载
- modelling推荐度:
- 相关推荐
ABSTRACT- In the paper we address a problem of controlling an oscillating motion with a robot. As the object we have selected a yo-yo. Yo-yo is a toy made of two discs connected with a short thin axle, which can be moved up and down by moving a string tied
ProceedingsofRAAD’03,12thInternationalWorkshoponRoboticsinAlpe-Adria-DanubeRegion
Cassino,May7-10,2003
MODELLINGANDCONTROLSTRATEGYOFROBOTICYO-YO
ˇLeonZlajpah
JoˇzefStefanInstitute
Jamova39,1000Ljubljana,Sloveniaemail:leon.zlajpah@ijs.si
ABSTRACT-Inthepaperweaddressaproblemofcontrollinganoscillatingmotionwitharobot.Astheobjectwehaveselectedayo-yo.Yo-yoisatoymadeoftwodiscsconnectedwithashortthinaxle,whichcanbemovedupanddownbymovingastringtiedtotheaxle.Althoughitisveryeasytoplaywithyo-yoforahuman,designingacontrolsystemforarobotisquiteachallenge.Wepresentasimpli edmodelofayo-yowhichisintendedforcontrolanalysisanddesign.Ourmodelhasonedegree-of-freedomandthebehaviourattheendofthestringismodelledasanimpact.Nextwediscussthecontrolstrategyandpresentacontrolmethodwhichallowsplayingtheyo-yoatselectedtopheight.
Keywords:Robotjuggling,Oscilatorysystems,Yo-yomodelling,VisualfeedbackINTRODUCTION
Inthelastyearstherehasbeenagrowinginterestinrobotsystemsthatarecapableofperformingthecyclictasks.Oneoftheexcitingtasksisjuggling[5,1,6]orplayingwithdifferenttoys[6,7,3],amongwhichisalsoayo-yo[2,4].Commontoallofthemisthatplayingwiththemisusuallymoreorlessaneasytaskforahuman,ly,dexterityofthesystemandsynchronizationwiththetoyarerequired.Ahumancanusehissensestolearnhowtooperateatoy.However,developingaroboticsystemthatcanperformthesamejobrequirescomplexsensorysystemsandadvancedcontrolstrategies.Yo-yoisatoymadeoftwodiscsconnectedwithathinshortaxle.Astringistiedtotheaxleandtheoperatorcontrolsthemotionoftheyo-yobymovingitupanddown(seeFig.1).Theobjectiveistoattainaperiodicmotionoftheyo-yo.Foranef cientroboticyo-yoacorrespondingmodelisneeded.Therearesomemod-elsofyo-yoavailableinliterature.Agoodinsightintothebehaviouroftheyo-yoisgivenin[4].Themotionoftheyo-yoisdividedintofourphases,andeachofthemisanalysed.Asthederivedmodelisverycom-plex,theauthorsproposeasimpli edmodel.Howev-er,someoftheirassumptionsaretoorestrictive,espe-ciallyneglectingthediameterofthestring.In[2],asimpli edmodelisgiven,buttheauthorsassumethattheenergylossisduetothefrictionandtheyneglecttheimpact.Additionally,theyproposecontrolmethodforroboticyo-yo.
Inthepaperwedealwithmodellingandcontrolstrate-giesfortheyo-yo.Inthe rstsectionweanalysethe
behaviouroftheyo-yo.Forthatwehavemademea-surementsofthemotionandforces.Nextweproposeasimpli edoneDOFmodel,whichcapturesallimpor-tantfeaturesoftheyo-yo.Inthethirdsectionwedis-cussthecontrolstrategiesandinthelastsectionweillustratetheproposedcontrolbyasimulation.ANALYSISOFYO-YOMOTION
Beforemodellingwehavemeasuredthemotionofayo-yowithandwithouthumaninteraction.Wehavemeasuredthepositiontrajectoriesandstringforces.Theexperimentalsetupforthemotionanalysiscon-sistsofanopticalsystemElitewhichcanmeasurea3Dpositionusingpassivemarkersandinfraredcam-eras.Forourmeasurementswehaveusedtwocam-eras.Fig.1showsacameraandayo-yowithamarkerattachedtothecenterofadisc.Thesystemoperatesat100Hzandtheaccuracyisaround1mm.Theparame-tersoftheyo-yoaregivenlater.
Wehaveanalysedtwosituations:themotionwithoutmovingthehand(stringisrigidlyrestrained)andwhenahumanplayswiththeyo-yo.Figure2showsthemotionoftheyo-yowithouthumaninteraction.Wecannoticethattheamplitudedecreaseswitheachperi-od.Furthermore,somesmalldisturbingoscillationsinxandydirectioncanbeseen.InFig.3theverticalmotionofthehandandtheyo-yoisshownwhenahumanisplayingwiththeyo-yo.Wecanseethatthehumancancontroltheyo-yowithupanddownmotionofthestringsothattheamplitudeoftheyo-yomotionisapproximatelyconstant.
Nextwehavemeasuredtheforcesinthestring
ABSTRACT- In the paper we address a problem of controlling an oscillating motion with a robot. As the object we have selected a yo-yo. Yo-yo is a toy made of two discs connected with a short thin axle, which can be moved up and down by moving a string tied
Figuresystem1:Elite
MeasurementofYo-yomotionwithopticalFigurestring2:3Dpositionsoftheyo-yoselfmotion–becauseisoftherigidlyvisionrestrainedsystemcould(thetrajectoriesnotarebrokenthetheverticalmarkersaxis)
duetotherotationoftracetheyo-yothepositionsaroundFigurewhenhuman3:Verticalisplayingpositionstheyo-yo.
oftheyo-yoandthehandattachedmeasuredtotheaxleoftheandtwoabya6-dimensionalyo-yo.force/torqueTheforcessensorhavebeenJR3aretheshownstringsPCcomputerinwhichFigs.differ(see.5andinFig.4).Wehavecompared6.theirWeelasticity.
canseeTheresultsratheryo-yoever,whensmallreachesthe(proportionalthebottompositionthethatforcesbeforeareyo-yoreachestothetheyo-yobottomweight).positionHow-an
Force sensor
Figure4:Experimentalsetupforforcemeasurement
Figurethestring5:Tensionisnotelastic.
inastringattachedtoyo-yoaxle—Figurethestring6:Tensionismoreelastic.
inastringattachedtoyo-yoaxle—impacttheoccurs.Aftertheimpactashortperiodwhenfree)string guresfollowedisnotbyunderasmallertensionimpact.happens(yo-yois yingforcetheiswegreatercanseewhenthattheamplitudeComparingoftheimpactbothtic.free yingperiodisthelongerstringwhenisnottheelasticandthatonlyAsterbythethemotionoftheyo-yocanstringbecontrollediselas-thethatthestringthemotionshouldstringofthetopendofthestring,itisbet-notisalwaysbeextensible.undertension.Therefore,MODELLINGOFYO-YO
Inbygeneralfreedomastringaattachedyo-yoistoait.freeActually, yingitobjectconstrainedofmotionayo-yo(DOF)isveryandcomplicated.acompletemathematicalhas6degrees-of-modelbalance.ofkineticenergyWhenyo-yoitisessentialHowever,toobservetothemodelenergytheisyo-yoconvertedisbouncingtopotentialupandanddown,vicever-
the
ABSTRACT- In the paper we address a problem of controlling an oscillating motion with a robot. As the object we have selected a yo-yo. Yo-yo is a toy made of two discs connected with a short thin axle, which can be moved up and down by moving a string tied
sa.impactAdditionally,thesaryyo-yo.anddueitdissipatestheenergyatthebottomToobtaintothefrictionoscillatorybetweenmotionthestringandviatosupplyenergytothesystem.Thiscanitisbeneces-forthestringbymovingthehandupanddown.doneAsgywebalance,thecontroltheuseanalysis.
inmodellingratherdesignthenitisimportanttoconsiderener-sometheassumptionshighfrequencywhichoscillations,simplifyAssumptionmoving1Thecenterofmassoftheyo-yois
yoaxisisasrotatingonlyinalwaysonlytheperpendicularalongverticalthedirectionaxle.andtheyo-totheTheverticalrotationalaxis.Assumptionandthemass2Theofstringthestringis exiblecanbebutneglected.notextensible
Assumptionviscous3Alldissipativeforcesareduetotionalvelocity.frictionwhichisproportionaltotherota-the
Assumptionat4bythebottomTheandrotationthedirectiontimeneededdoesnotchange
aroundπatthetheaxle)bottomcan(whenbeneglected.nostringforiswrappedrotationAssumptionrestitution5Thecoef cientstringisisalwayszero.stretchedandthe
Assumptionhandvelocities6Motionarecontinuous.ofthehandissmooth,i.e.
Thetwo rstassumptionenablesustomodelundesiredDOFsystem.theyo-yoasaremotionAlthough,whenplayingtheyo-yobasicpresentdisturbliketheswinging,motionandyawingcanevenandpitchingmodelup-downisprimarybouncing,intendedweforneglectthecontrolthemdesign.becausebreakthetheTheandsecondassumptionislessrestrictiveastheeddiameter[4].Testsofdifferentyo-yoshaveshowninthat[2]motion.
becauseitofin uencestheropethecanperiodnotbetimealwaysofbouncingneglect-Assumptionmodel.5allowsfurthersimpli cationsofthemotionyo-yoitcanandIftheberotationstringmodelledareisstretched,thentheverticalasdependentoneDOF(constrained)system.Inand[4]impactisexplainedimpactwhenthatfreemotioncanoccuronlyafterantomusuallyyo-yooccursissetwhenoffwithextrafreestring.Therestitutionpositionandthewholethestringyo-yoisunwinded.reachesthebot-theingimpactcoef cienttheisgreaterthenzero,thenIfafterthearenotoftheconstrained.stringverticaldueHowever,tovelocitytherotationisgreaterthanwind-theenergyandbothlossmotionsafter
the
Figure7:Schematicpictureofayo-yo
bottomcientimpactisindependentoftheafterifthetransitionphase(seriesofrestitutionminorimpactscoef -itAnotherisreasonablethebottomtoimpact)setrestitutioniscompleted.Therefore,motion.reasonforimpactscanbedrasticcoef cientupwardtozero.handticjusti ed.
motionAscantheupwardbeprevented.motionisSo,underthiscontrolassumptionadras-isFig.thatthewhen7showstheastringdetailedispictureofyo-yo.Wecanseeanglevertical is
positionofstretchedtheyo-yotheyandrelationtherotationalbetweeny=h l+r( )| |(1)wherethelisthetotallengthofthestring,h=h(t)is
andheighttypesristheofinnerthetopradiusend1.ofWethefoundstringout(handthatposition)ly,motionstomal.ofbene tthatthegapbetweenthediscsismini-itthechangestringConsequently,iswrappingthearoundinnerradiusincreaseswhenwinds,ofinnerradiusisnotthelineraxle.whenAlthoughthefollowingthisrelation
dependencycanbeapproximatedthebystringther=ro+kr| |
(2)
whereinkristheeffectiveradiusofthestring.NotethatthatthekthecasediameterthattheofthegapstringbetweenthenthethediscseffectiveisgreaterradiusvelocitiesrissmallertiatingEq.andthan(1)accelerationstheactualdiameterandconsideringcanofthestring.TheEq.bederived(2)
bydifferen-y˙=h
˙+rsign( ) ˙+kr ˙(3)y¨=
h
¨+(rsign( )+kr ) ¨+2kr ˙2(4)
1Actually,
wehadtouse| | π/2butbyapplyingtheAssump-tion4| |canbeused.
ABSTRACT- In the paper we address a problem of controlling an oscillating motion with a robot. As the object we have selected a yo-yo. Yo-yo is a toy made of two discs connected with a short thin axle, which can be moved up and down by moving a string tied
Notethat
sign( )=0for =0.
Next,followingthemotionequation
oftheyo-yocanbedescribedbythe
I
¨+B ˙= rsign( )F(5)my¨=F mg
(6)
whereandImandBaretheinertia,themassoftheyo-yo
tensionviscoseonofthefrictionstring,coef cient,andgisgravityrespectively,FistheF>Assumption0.Therefore,5thethestringaboveisequationsalwaysconstant.stretchedBasedcancecom-andbinedandweobtain
I ¨+B ˙= rsign( )m(y¨+g)
(7)
Substitutingcalculations
Eq.(4)intoEq.(7)yieldsaftersome
¨= sign( )mr(h
¨+2kr ˙2+g)+B ˙+mrkr| |
(8)
Inisverypracticesmalltheandfrictioncanbebetweenneglected,thei.e.ropeBand=0.thediscsEq.down(8)thebottommotion.describeswhereThethethecomplicatedmotionoftheimpactoccurs.partyo-yoisduringupanLetthe(·)motion atthedenotethestatestheimpact.immediatelyApplyingAssumptionbeforetheimpact2and(·)+aftermainlyhighlyduringonthecomplexpropertiesdynamicand4,weneglectofthemotionwhichdependsisTherotatedthisodimpactfornegligibleshortperiodrope.timeWewhenassumetheyo-yothatoccursπnochangeaftertheinrotation.theyo-yoDuringvelocitythisoccurs.peri-tionsthe4innerand6radiusimplyis +constant,r=ro,= =0andh
˙and+Assump-=h˙ =h˙,respectively.sign.
Notethataftertheimpact changesitsTheusingvelocitiesaftertheimpactcanbeobtainedbymomentumtheprinciplesbeforeandofimpactafterthedynamics.impactisTheconservedangularI ˙++mrosign( +)y˙+=I ˙ +mrosign( +)y˙
SubstitutingEq.(3)fory˙ andy˙+yields(9)
I
˙++mrosign( +)(h˙+r=I
˙ osign( +) +mrosign( +)(h˙˙+)=+rosign( ) ˙ )Aftersomecalculationsweobtain
(10)
˙+=1o
I ˙++mr2osign( +)sign( ) ˙ Since changesthesignatthebottom(11)
sign( +)sign( )= 1
Eq.(11)canbesimpli ed
˙+
=I mr2o˙ o (12)
ThebiningverticalEqs.(12)velocityand(3)
canbeeasilyobtainedbycom-y˙+=h
˙+rosign( +) ˙+(13)
Assign( +)=sign(
˙+)wegety˙+=h
˙+ro| ˙+|(14)whichupiftheshowsstringthatisstretchedaftertheimpact(Assumptiontheyo-yo5).
ismoving
Summarizing,systemtheyo-yocanbemodelledasciency”consistingoftheyo-yoofEqs.canbe(1),described(8)andby(12).theTheone-DOFfactor
“ef -ζ=I mr2o
o
(15)
FromtheenergyEqs.(12)lossandduring(14)theweimpactcaneasilyisproportionalconcludethat
toζ2during.BecauseharderI≤mrtoimpactincreasing2playtheζalsoroimpliesthattheenergylossyo-yoincreases,withlargeitexplainswhyitiso
itisimpossibletooperateyo-yo.ro.Ultimately,if
CONTROLSTRATEGY
Theamplitudeobjectiveofplayingtheyo-yoistokeepthethatmovingthemotionoftheyo-yoatadesiredlevel.Itisevidentmationthefreeofendtheofyo-yocanbecontrolledonlybyingaboutthestatestheofthestringsystemandisthatsomeinfor-tant.withyo-yoNamely,theyo-yoitrevealswhichinformationneeded.isimpor-Play-towithclosediseyes.practicallyThereasonimpossibleistoplaytheitmoveupwardbeforereachingthebottomthattheandhandhence,hasingisbeimportantdetermined.thenecessaryforceintoTherefore,thepredictstringtheonlybottomtime.Bymeasur-knowingthetimetheheightofimpactiscanbetemobtainedthaniscrucialonly”feeling”theforce.Astheheightmorecanforroboticbyvisualyo-yoinformation,control.
avisionsys-Frompledamplitudeoscillatorsthecontrolueofoneandpointoscillatortheofcontrolviewwedealwithtwocou-(yo-yo)taskatisthetostabilizedesiredtheoscillatorbychanginglatorsbyphase(robottheregulation.
hand),patternandandtosynchronizetheamplitudebothofoscil-otherval-Thedemonstrationrhythmicmotionpatterncanfunctions.[3]oritcanbecomposedbelearnedofbysmoothhumanlationsandToimpactspreventduringundesiredupwardhighmotionfrequencytheoscil-hand
ABSTRACT- In the paper we address a problem of controlling an oscillating motion with a robot. As the object we have selected a yo-yo. Yo-yo is a toy made of two discs connected with a short thin axle, which can be moved up and down by moving a string tied
motionreasonsshouldcycleandthethepositionnotbeendshouldofdrasticthebehandandequal,atjerky.theForpracticalh(tbeginningofthestart)=h(tend).TounderstanddesigntheThehowclose-loopthecontrolleritisimportanttotionenergydependsmainpointistheyo-yoenergymotiontransfer.canbeThecontrolled.topposi-thestoredoninthetheenergyyo-yoatofthethetopyo-yo.positionThepotentialenergypotentialbylostduringenergylastinimpacttheprevioustopposition,issumtheofplaysthedownthehandessentialandyo-yoduringlastcycle.Observingandtheenergyhowsuppliedahumanthenup.(Fig.From3)weEq.can(7)seeitthatthehandgoesBasedweonwhenmeasurementsthehandfollowsthatitisandacceleratesusingtheanddecelerates.thehaveupwardenergyfoundfromoutthethathandthetomosttheyo-yoef cientderivedisiftransfermodel,themajoroftomafterimpactaccelerationisperformedjustbeforethebot-theoftoptimingtheimpact.andtheFordownwardillustration,accelerationwehavetakestestedplacehowheightsofany ofaccelerationtwoconsecutivepulsein uencescyclesµ
theratioµ=
y i+1
i
Fig.8aofshowstheheightoftheyo-yorelativethehand(maltanddelayandthatthethetime tbetweenFig.8bgivestheratioandµacceleration
versustheaccelerationofimpacttheendsthandaccelerationpulsep)i, justt=beforeti tp.theItimpact,isopti- bet=impact.
shown0.Similarly,thatitisforoptimaldownwardifitaccelerationstartsjustafteritcouldtheWeisde nedproposeas
acontrolstrategywherethehandmotionh=khhn(ktτ),
0≤τ≤1
(16)
wherenalhnisthenominalmotionpattern,τisthenomi-ofthethepatternhandtime,motion,khandisthegaintoadjusttheamplitudetimerealandnominaltime;ktisτthe=0scalingandτfactorbetweeniswhenthemotionstarts(t=1indicatethestart)andwhenonecycletcompleted(tt<tend),respectively.Betweentwocycles,
andend,i<h
¨=0.Itstartis,obviousi+1,handthatisnottmoving,h=0,h
˙=0thanend,i tstart,imustbetbeforethecycletheimpact.oftheyoyo.AsitTheisimpossiblemomenttbelesstostartpredictmustheightstartdirectly,thehandmotionisstartedatchangingbeforethetheamplitudetheyo-yoreaches(gainkbottomposition.acertainByh)bemotion(thefactorkandthedurationoft)theyo-yopeakheightcanincreasingcontrolled.kThepeakheightcanbeincreasedbyhordecreasingktandviceversa.
a)time
response
b)ratioµoftopversusheightstheofdelaytwoconsecutive tcycles
Figure8:TopheightversustimeofaccelerationSIMULATIONEXAMPLE
Tostrategyillustrateeterswegivethesomecapabilitiessimulationoftheresults.proposedThecontrol00..05kg,ofthe0036m,I=yo-yoand2.k610 used5kgmin2,theB=simulation0,L=0.are:param-7m,rm=o=r=1.610 4nominalm.WehaveselectedtheThishandmotionpatternasshowninFig.9.ments.pattern0.15maboveThehandsatis esthebottommotionallpreviouslymentionedrequire-position.
startedwhenyo-yohasbeenThemotion.desiredpeakheighty dhasaccordingly.Therefore,Wehavegainsusedkbeenthefollowingkchangedduringhandthadtodependencies
bechangedkh=0.5(y d y )+0.05kt=
1
dwhereNoteywhenthat dandky arethedesiredandactualpeakheights.handkstantduringpeakyo-yotheremainingheighttarechangedisreachedonlytime).
(theirinvaluethemomentiscon-TheseemotionthatsimulationwiththeresultsareshowninFig.10.Wecandesiredheight.
isstableproposedandthatthecontrolpeakstrategy,heighttrackstheyo-yothe
ABSTRACT- In the paper we address a problem of controlling an oscillating motion with a robot. As the object we have selected a yo-yo. Yo-yo is a toy made of two discs connected with a short thin axle, which can be moved up and down by moving a string tied
h
˙¨tstart
t
τ
tend
Figure9:Handmotionpattern
a)desiredyo-yoandtophandheightaccelerations
andactualyo-yoheight
b)yo-yoheightheightandshouldhandbeaccelerationincreased
whentop
Figure10:Simulationofroboticyo-yo
CONCLUSION
Thisyopaperpresentsacontrolstrategyforplayingtaskwithrobot.foraahuman,robot.Although,itisanexactingplayingpieceyo-yoofworkisanaeasyyo-secondly,Firstonlytheofmotionall,notalloftheoftheyo-yostatesforacanmeasurablebecontrolledandstandbythemovingsystemthewefreehaveendanalysedofthestring.theyo-yoTomotion
under-andonethenwehavedevelopedamodel.Theproposedyo-yoDOFicandmodeliscapturesallimportantfeaturesofthenominalyo-yorobothandtwosuf cientthingsforcontroldesign.Forrobot-motionarepatternimportant:andtotoselectsuitablehavemotionwiththeyo-yo.Experimentssynchronizewithyo-yotheingbetheshownthatvisualfeedbackisessentialforplay-hasstartedyo-yo,cantobepredicted.beforebecausebottomthehandmotionupwardshouldWeimpactandhence,thetimetrolbeveri eddesign.controlledTheandproposedprovidediscusshowthetopheightcontrolsomeguidancemethodhasforcon-possiblebytoplaysimulationsyo-yowithandatherobot.resultsshowthatbeenitisREFERENCES
[1]M.PlanningBuehler,Catching–14,1994.Tasks.andD.E.ControlKoditschek,Int.J.ofofandP.J.Kindlmann.
RoboticRoboticResearchJuggling,6(1):3and[2]K.ControlHashimotoandT.Noritsugu.ModelingIntionIEEEof,pagesInt.RoboticYoyowithVisualFeedback.and
2650Conf.–2655,onMinneapolis,RoboticsandMinnesota,Automa-1996.[3]A.J.RhythmicIjspeert,J.Nakanishi,andS.NonlinearMovementsIEEE/RSJInt.Oscilators.byShaal.Learning
Conf.OnInDemonstrationusingIntelligentProc.ofRobotsthe2002andSystems,pages958–963,Lausanne,Suisse,2002.[4]H.-L.ics:tionSequenceJinandofM.CollisionsZackenhouse.Yoyodynam-tems,Effect.Measurement,Trans.ofandASMECapturedControlJ.ofbaaRestitu-,Dynamic124(3):390Sys-–397,2002.[5]A.A.tialRiziandD.E.Koditschek.ProgressinSpa-andRobotAutomationJuggling.,pagesInProc.775Int.–780,ConfNice,onRoboticsFrance,1992.[6]S.ControlSchaalIEEEConf.StrategiesandC.G.RoboticsforAtkeson.andRobotAutomationJuggling.OpenLoopSTable
,pagesInProc.913–918,Atlanta,Georgia,1993.[7]ingWilliamson.RythmicRobotArmConf.OnOscilators.IntelligentInRobotsProc.and1998SystemsIEEE/RSJCOntrol
,pagesInt.77–83,Victoria,Canada,1998.
正在阅读:
MODELLING AND CONTROL STRATEGY OF ROBOTIC YO-YO06-10
1000亩药材种植基地扩建项目建议书04-18
2015-2020年中国碳膜印制电路板市场调研及投资战略研究报告05-03
欧陆590在冷轧机中的应用祥解 - 图文04-22
河南省阀门行业企业名录2017年460家04-19
信息安全体系建设方案设计06-04
我国企业发展电子商务存在的问题及对策研究05-05
高中音乐第一单元说课稿资料12-14
不同时期幼儿参加培训班的比例调查分析11-27
- 1田忌赛马 Tianjis horse racing strategy
- 2Robotic fault detection using nonlinear analytical redundancy
- 3软件工程Strategy策略模式
- 43 New-Product Strategy and Industry Clockspeed
- 5Modelling-petroleum-generation-of-Late-Cretaceous-Dabut-Form
- 6Robotic_manipulation 食品加工机械文献
- 7Gutman_Systems-&-Control-Letters_Robust-and-adaptive-control-fidelity-or-an-open-relationship
- 8Cosmic emergy based ecological systems modelling
- 9VC中使用TAB Control控件
- 10Matlab Robotic Toolbox工具箱学习笔记
- 教学能力大赛决赛获奖-教学实施报告-(完整图文版)
- 互联网+数据中心行业分析报告
- 2017上海杨浦区高三一模数学试题及答案
- 招商部差旅接待管理制度(4-25)
- 学生游玩安全注意事项
- 学生信息管理系统(文档模板供参考)
- 叉车门架有限元分析及系统设计
- 2014帮助残疾人志愿者服务情况记录
- 叶绿体中色素的提取和分离实验
- 中国食物成分表2020年最新权威完整改进版
- 推动国土资源领域生态文明建设
- 给水管道冲洗和消毒记录
- 计算机软件专业自我评价
- 高中数学必修1-5知识点归纳
- 2018-2022年中国第五代移动通信技术(5G)产业深度分析及发展前景研究报告发展趋势(目录)
- 生产车间巡查制度
- 2018版中国光热发电行业深度研究报告目录
- (通用)2019年中考数学总复习 第一章 第四节 数的开方与二次根式课件
- 2017_2018学年高中语文第二单元第4课说数课件粤教版
- 上市新药Lumateperone(卢美哌隆)合成检索总结报告
- MODELLING
- STRATEGY
- CONTROL
- ROBOTIC
- YO
- 新型苯并恶嗪树脂基覆铜板基板的研制
- 学习运筹学的体会与心得
- 苯加氢生产环己烷技术展望
- 公路水运工程试验检测机构换证复核作业指导书(2013年版)
- 电子商务调查问卷
- 中国当代政治制度辨析题
- 浙江省大学生水土保持主题标语口号及摄影作品评选办法
- 中国石油大学(北京)《公共社交礼仪》第二阶段在线作业答案
- 选煤厂电气维修工操作规程(word版)
- 超越本民族文化的局限
- 六年级品德与社会《不能忘记的屈辱》导学案
- 特种设备无损检测人员考核与监督管理规则
- 关于应急物流选址与配送优化问题的研究
- 四川农业大学工程测量平时作业
- 133例婴幼儿硬膜外麻醉的护理支持
- 轴类零件加工工艺分析及数控编程1
- 电脑常用的几个快捷键
- 卓越教育集团招股说明书
- 关于2007南宁市商品房购买意向的市场调查
- 辽宁省大石桥市水源镇九年一贯制学校2017年中考模拟(一)历史试题