已阅读5页,还剩9页未读, 继续免费阅读
版权说明:本文档由用户提供并上传,收益归属内容提供方,若内容存在侵权,请进行举报或认领
文档简介
OBSTACLEAVOIDANCEDESIGNFORHUMANOIDROBOTBASEDONFOURINFRAREDSENSORSCHINGCHANGWONG1,CHITAICHENG1,KAIHSIANGHUANG1,YUTINGYANG1,HSIANGMINCHAN1ANDCHIISHENGYIN21DEPARTMENTOFELECTRICALENGINEERING,TAMKANGUNIVERSITY,TAMSUI,TAIWAN251,ROC2METALINDUSTRIESRESEARCHDEVELOPMENTCENTRE,KAOHSIUNG,TAIWAN811,ROCABSTRACTABEHAVIORSTRATEGYOFHUMANOIDROBOTFOROBSTACLEAVOIDANCEBASEDONFOURINFRAREDSENSORSISPROPOSEDANDIMPLEMENTEDONANAUTONOMOUSHUMANOIDROBOTAMECHANICALSTRUCTUREWITH26DEGREESOFFREEDOMISDESIGNSOTHATANIMPLEMENTEDSMALLSIZEHUMANOIDROBOTNAMEDTWNHRIIIISABLETOACCOMPLISHFIVEWALKINGMOTIONSTHREEWALKINGEXPERIMENTSAREPRESENTEDTOILLUSTRATETHATTHEPROPOSEDBIPEDSTRUCTURELETSTWNHRIIICANMOVEFORWARD,TURN,ANDSLIPONEELECTRONICCOMPASSANDFOURINFRAREDSENSORSAREMOUNTEDONTWNHRIIITOOBTAINTHEHEADDIRECTIONOFTHEROBOTANDDETECTOBSTACLES,RESPECTIVELYBASEDONTHEOBTAINEDINFORMATIONFROMTHESESENSORS,ADECISIONTREEMETHODISPROPOSEDTODECIDEONEBEHAVIORFROMFIVEMOVEMENTSWALKFORWARD,TURNRIGHTANDLEFT,ANDSLIPRIGHTANDLEFTTWOMATLABSIMULATIONSANDONEREALEXPERIMENTAREPRESENTEDTOILLUSTRATETHATTHEROBOTCANAVOIDOBSTACLESAUTONOMOUSLYANDGOTOTHEDESTINATIONEFFECTIVELYKEYWORDSHUMANOIDROBOT,AUTONOMOUSMOBILEROBOT,OBSTACLEAVOIDANCE,DECISIONTREE1INTRODUCTIONALTHOUGHTHEROBOTHASBEENINVESTIGATEDFORMANYYEARS,THEREARESTILLMANYISSUESTOBESTUDIED,ESPECIALLYINTHEHUMANOIDROBOTS14HARDWAREANDSOFTWAREARCHITECTURES,WALKINGGAITGENERATION,ANDARTIFICIALINTELLIGENCEARETHEMAINRESEARCHFIELDSOFHUMANOIDROBOTSROBOTSOCCERGAMESAREUSEDTOENCOURAGETHERESEARCHESONROBOTICSANDARTIFICIALINTELLIGENCEAITWOINTERNATIONALROBOTSOCCERASSOCIATIONS,ROBOCUP5ANDFIRA6,ADVANCETHISRESEARCHANDHOLDTHEINTERNATIONALCOMPETITIONSANDTHEINTERNATIONALSYMPOSIUMSROBOTSOCCERGAMESARETWOTEAMSCONSTITUTEDBYSEVERALSOCCERROBOTSTOPLAYSOCCERGAMESUNDERSOMESIZERESTRICTIONSANDRULESINTHEFIRACUPEVENT,SEVERALMAINCATEGORIESAREORGANIZEDTHEMICROROBOTSOCCERTOURNAMENTMIROSOT,THESIMULATEDROBOTSOCCERTOURNAMENTSIMUROSOT,THEROBOTSOCCERTOURNAMENTROBOSOT,ANDTHEHUMANOIDROBOTSOCCERTOURNAMENTHUROSOTINTHEHUROSOTCATEGORY,THEHUMANOIDROBOTHASTODETECTALLINFORMATIONFROMTHEGAMEFIELDANDDECIDESITSSTRATEGYBYITSELFTHEREAREMANYROBOTSINTHEMATCHFIELD,SOTHEROBOTMUSTHAVETHEABILITYTOAVOIDTHECOLLISIONWITHOTHERROBOTSANDWALKTOANAPPROPRIATEDESTINATIONTHUSOBSTACLERUNISACOMPETITIONCATEGORYINTHEHUROSOTLEAGUEOFFIRACUPTHEMAINIDEAOFTHISCOMPETITIONCATEGORYISUSEDTOTESTTHEABILITYOFOBSTACLEAVOIDANCEOFTHEROBOTINGENERAL,VISIONSENSORS,ULTRASONICSENSORS,ANDINFRAREDSENSORSAREUSUALLYUSEDTODETECTOBSTACLESINTHESOCCERGAME711INTHISPAPER,AMECHANICALSTRUCTUREWITH26DEGREESOFFREEDOMISDESIGNSOTHATANIMPLEMENTEDSMALLSIZEHUMANOIDROBOTNAMEDTWNHRIIITAIWANHUMANOIDROBOTIIIISABLETOACCOMPLISHFIVEWALKINGMOTIONSWALKFORWARD,TURNRIGHTANDLEFT,ANDSLIPRIGHTANDLEFTONEDIGITALELECTRONICCOMPASSANDFOURINFRAREDSENSORSAREINSTALLEDONTWNHRIIIBASEDONTHEINFORMATIONOBTAINEDFROMTHESESENSORS,ADECISIONTREEMETHODISPROPOSEDTODETERMINEONEBEHAVIORFROMTHESEFIVEMOVEMENTSINEACHDECISIONSOTHATTWNHRIIICANAVOIDOBSTACLESANDGOTOADESTINATIONEFFECTIVELYTHERESTOFTHISPAPERISORGANIZEDASFOLLOWSINSECTION2,THESYSTEMARCHITECTUREOFTWNHRIIIISDESCRIBEDINSECTION3,ADECISIONTREEMETHODFOROBSTACLEAVOIDANCEISPROPOSEDANDTWOSIMULATIONRESULTSANDONEPRACTICALTESTONTWNHRIIIAREDESCRIBEDINSECTION4,SOMECONCLUSIONSAREMADE2SYSTEMARCHITECTUREOFTWNHRIIITHESYSTEMARCHITECTUREOFTWNHRIIIISDESCRIBEDINTHISSECTIONTHEHEIGHTOFTWNHRIIIIS46CMANDTHEWEIGHTIS31KGWITHBATTERIESTHEFRAMEWORKSOFTWNHRIIIAREMAINLYFABRICATEDFROMALUMINUMALLOY5052INORDERTOREALIZETHECONCEPTSOFLIGHTWEIGHT,WEARRESISTING,HIGHSTIFFNESS,ANDWIDEMOVABLERANGEEACHACTUATORSYSTEMOFTHEJOINTCONSISTSOFAHIGHTORQUEANDAGEARTHEROTATINGSPEEDANDROTATINGANGLEOFEACHJOINTAREDESIGNEDBASEDONTHERESULTOFCOMPUTERPROGRAMTHEMECHANICALSTRUCTUREANDELECTRONICSTRUCTUREOFTWNHRIIIAREDESCRIBEDASFOLLOWS21MECHANICALSTRUCTUREMECHANICALSTRUCTUREDESIGNISTHEFIRSTSTEPINTHEHUMANOIDROBOTDESIGNTHEDEGREESOFFREEDOMDOFSCONFIGURATIONFORTWNHRIIIISDESCRIBEDINFIGURE1,WHERE26DEGREESOFFREEDOMAREIMPLEMENTEDANDTHEROTATIONALDIRECTIONOFEACHJOINTISDEFINEDBYUSINGTHEINERTIALCOORDINATESYSTEMFIXEDONTHEGROUNDTHEREARE2DEGREESOFFREEDOMONTHENECK,2DEGREESOFFREEDOMONTHEWAISTANDTRUNK,8DEGREESOFFREEDOMONTHEARM,AND14DEGREESOFFREEDOMONTHETWOLEGSAPHOTOGRAPHANDSOMEMECHANICALVIEWSOFTWNHRIIIARERESPECTIVELYDESCRIBEDINFIGURE2ANDFIGURE3HUMANBODYMECHANISMBASICALLYCOMPRISESBONES,JOINTS,MUSCLES,ANDTENDONSITISIMPOSSIBLETOREPLACEALLOFTHEMUSCULARSKELETALSYSTEMBYCURRENTMECHANICALANDELECTRONICCOMPONENTSTHEREFORE,THEPRIMARYGOALOFTHEHUMANOIDROBOTMECHANICALDESIGNISTOLETTHEIMPLEMENTEDROBOTCANIMITATEEQUIVALENTHUMANMOTIONAMECHANICALSTRUCTUREISDESIGNEDANDIMPLEMENTEDSOTHATTHEIMPLEMENTEDHUMANOIDROBOTCANFINDTHEBALL,WALKFORWARD,TURNRIGHTANDLEFT,ANDSLIPRIGHTANDLEFTTHEDETAILSOFTHEDEVELOPMENTOFTHEHEAD,WAISTANDTRUNK,ARMS,ANDLEGSAREDESCRIBEDASFOLLOWS211HEADTHE3DMECHANISMDESIGNANDDOFSDIAGRAMOFTHEHEADAREDESCRIBEDINFIGURE4,WHERETHEHEADOFTWNHRIIIHAS2DEGREESOFFREEDOMANDEACHDEGREEISDESCRIBEDBYTHENUMBERINBTHERAWANDPITCHMOTIONSAREIMPLEMENTEDONTHEHEADSOTHATITCANTURNRIGHTANDLEFTANDUPANDDOWNSOMECORRESPONDINGBEHAVIORSBETWEENHUMANANDTWNHRIIIINTHEJOINTSOFHEADAREDESCRIBEDINTABLE1212WAISTANDTRUNKTHE3DMECHANISMDESIGNANDDOFSDIAGRAMOFTHEWAISTANDTRUNKAREDESCRIBEDINFIGURE5,WHEREEACHWAISTANDTRUNKOFTWNHRIIIHAS2DEGREESOFFREEDOMANDEACHDEGREEISDESCRIBEDBYTHENUMBERINBTHEWAISTANDTRUNKAREDESIGNEDBASEDONTHECONCEPTTHATROBOTCANADJUSTTHETRUNKMOTIONSTOCOMPENSATEFORTHEROBOTSWALKMOTIONSOMECORRESPONDINGBEHAVIORSBETWEENHUMANANDTWNHRIIIINTHEJOINTSOFWAISTANDTRUNKAREDESCRIBEDINTABLE2213ARMSTHE3DMECHANISMDESIGNOFTHEARMSAREDESCRIBEDINFIGURE6,WHEREEACHARMOFTWNHRIIIHAS4DEGREESOFFREEDOMTHEARMSOFTHEROBOTAREDESIGNEDBASEDONSOMEBEHAVIORSOFHUMANSARMSFOREXAMPLE,ITSARMCANHOLDANOBJECTSUCHASABALLSOMECORRESPONDINGBEHAVIORSBETWEENHUMANANDTWNHRIIIINTHEJOINTSOFARMSAREDESCRIBEDINTABLE3214LEGSINORDERTOREALIZETHENORMALWALKINGMOTIONOFHUMAN,7DEGREESOFFREEDOMAREADOPTEDTOIMPLEMENTTHEJOINTSOFONELEGLEGISTAKEGREATPARTWEIGHTOFWHOLEBODY,DUETOTHEKNEEJOINTINORDERTOIMPROVETHEROBUSTOFTHELEG,TWOMOTORSAREDESIGNEDANDIMPLEMENTEDINONEKNEEJOINTTHE3DMECHANISMDESIGNANDDOFSDIAGRAMOFTHELEGSAREDESCRIBEDINFIGURE7,WHEREEACHLEGOFTWNHRIIIHAS7DEGREESOFFREEDOMANDEACHDEGREEISDESCRIBEDBYTHENUMBERINBTHELEGSAREDESIGNEDBASEDONTHECONCEPTTHATROBOTCANACCOMPLISHTHEHUMANWALKINGMOTIONSOMECORRESPONDINGBEHAVIORSBETWEENHUMANANDTWNHRIIIINTHEJOINTSOFLEGSAREDESCRIBEDINTABLE422ELECTRONICSTRUCTUREINTHEELECTRONICSTRUCTUREDESIGNFORTWNHRIII,THESYSTEMBLOCKDIAGRAMISDESCRIBEDINFIGURE8,WHERE26SERVOMOTORSWITHHIGHTORQUESAREUSEDASTHEACTUATORSOFTHEROBOTINORDERTOBUILDAFULLYAUTONOMOUSVISIONBASEDHUMANOIDROBOT,A16BITDSPPROCESSORWITHACMOSSENSORISCHOSENTOPROCESSTHEVISIONIMAGEOFENVIRONMENTTHEIMAGEOFTHEFIELDISCAPTUREDBYTHECMOSSENSORANDTHEPOSITIONINFORMATIONOFTHEBALLANDGOALSISPROCESSEDANDEXTRACTEDBYTHEDSPPROCESSORONEELECTRONICCOMPASSANDFOURINFRAREDSENSORSAREMOUNTEDONTWNHRIIITOOBTAINTHEHEADDIRECTIONOFTHEROBOTANDDETECTOBSTACLES,RESPECTIVELYTHEINSTALLEDPOSITIONSANDTHEIRDETECTABLERANGESOFTHESEFOURINFRAREDSENSORSAREDESCRIBEDINFIGURE9ANDFIGURE10,RESPECTIVELYTHEELECTRONICCOMPASSISMOUNTEDONTHEBODYTODETECTTHEHEADDIRECTIONOFTHEROBOTANDTHEGOALDIRECTION,RESPECTIVELYTHERELATIVEANGLEOFGOALDIRECTIONANDROBOTDIRECTIONISSHOWNINFIGURE11INTHECIRCUITDESIGN,THESOPCSYSTEMONAPROGRAMMABLECHIPCONCEPTISAPPLIEDANDIMPLEMENTEDONAFPGACHIPTOREDUCETHECOMPLEXITYOFCIRCUITDESIGNTHEIMPLEMENTEDFPGACHIPCANPROCESSTHEDATAOBTAINEDFROMTHESENSORSANDGENERATEDESIREDPULSESTOCONTROLTHEANGLESOFSERVOMOTORSMANYFUNCTIONSAREIMPLEMENTEDONTHEFPGACHIPTOPROCESSTHEDATAANDCONTROLTHEROBOTSOTHATTHEWEIGHTOFTHEROBOTISREDUCED23WALKINGEXPERIMENTSAMECHANICALSTRUCTUREWITH26DEGREESOFFREEDOMISDESIGNSOTHATTWNHRIIIISABLETOACCOMPLISHFIVEWALKINGMOTIONSWALKFORWARD,TURNRIGHTANDLEFT,ANDSLIPRIGHTANDLEFTITSCONTROLMETHODISBASEDONTHETRYANDERRORMETHODINORDERTOVERIFYTHEEFFECTIVENESSOFTHEIMPLEMENTEDHUMANOIDROBOT,THREEBASICWALKINGSKILLSSTRAIGHTWALK,TURN,ANDSLIPARECARRIEDOUTONAHORIZONTALEVENPLANEANDDESCRIBEDASFOLLOWS231STRAIGHTWALKSOMESNAPSHOTSOFSTRAIGHTWALKINGOFTWNHRIIIARESHOWNINFIGURE12,WHERETHEDISTANCEBETWEENEVERYWHITELINEIS5CMEVERYSTEPOFTHESTRAIGHTWALKINGISABLETOMOVEFORWARD10CM232TURNSOMESNAPSHOTSOFLEFTTURNINGOFTWNHRIIIARESHOWNINFIGURE13,WHERETHEANGLEBETWEENEVERYWHITELINEIS15DEGREESEACHTIMEOFTHEROBOTTURNINGISABLETOTURN30DEGREES233SLIPSOMESNAPSHOTSOFRIGHTSLIPPINGOFTWNHRIIIARESHOWNINFIGURE14,WHERETHEDISTANCEBETWEENEVERYWHITELINEIS5CMEVERYSTEPOFTHEROBOTSLIPPINGISABLETOSLIP10CMFROMTHESEEXPERIMENTRESULTS,WECANSEETHATTHEPROPOSEDMECHANICALSTRUCTURECANLETTWNHRIIIMOVEFORWARD,TURN,ANDSLIPEFFECTIVELY3OBSTACLEAVOIDANCE31DECISIONTREEMETHODOBSTACLERUNISACOMPETITIONCATEGORYINTHEHUROSOTLEAGUEOFFIRACUPASSHOWNINFIGURE15,THEREISAFINISHLINEMARKEDONONESIDEOFTHEPLAYINGFIELDTHISSIDEOFTHEPLAYINGFIELDISCALLEDTHEFINISHSIDETHEOPPOSITESIDEOFTHEPLAYINGFIELDISCALLEDTHESTARTSIDETHETWOOTHERSIDESARECALLEDSIDELINESAROBOTHASCROSSEDTHEFINISHLINEWHENTHEROBOTCROSSESTHEFINISHPLANEANDTOUCHESTHEGROUNDINTHEENDZONEDURINGTHEOBSTACLERUNCOMPETITION,THEROBOTDOESNOTALLOWTOTOUCHANYOBSTACLESTHEROBOTHASTODETECTOBSTACLESANDTHEDIRECTIONOFTHEGOALLINEADECISIONTREEMETHODBASEDONFOURINFRAREDSENSORSISPROPOSEDANDDESCRIBEDINFIGURE16THEBEHAVIOROUTPUTOFTHEDECISIONTREEISTHEROBOTSFIVEBASICMOTIONSINCLUDINGGOFORWARD,30DEGREERIGHTTURN,30DEGREELEFTTURN,SLIPRIGHT,ANDSLIPLEFTSIXTEENBEHAVIORSITUATIONSANDTHEIRCORRESPONDINGMOVEMENTSAREDESCRIBEDINTABLE5THESTRATEGYWILLCHECKTHERELATIVEBEHAVIORFROMTHEDECISIONTREEBEFORETHEROBOTMOVEINORDERTOLETTHEROBOTWALKTOWARDTHEGOALDIRECTION,THEROBOTWILLADJUSTTHEROBOTDIRECTIONTOFACETHEGOALDIRECTIONBASEDONTHEELECTRONICCOMPASSINFORMATIONWHENHEROBOTISINTHESAFESITUATIONB16SITUATION32SIMULATIONANDEXPERIMENTRESULTSINORDERTOILLUSTRATETHEPROPOSEDMETHODCANSUCCESSFULLYAVOIDOBSTACLESANDGOTOTHEDESTINATION,TWOMATLABSIMULATIONSANDONEREALEXPERIMENTAREPRESENTEDFIGURE17ANDFIGURE18ILLUSTRATETHEOBSTACLEAVOIDANCEABILITYOFTHEROBOTBYMATLABSIMULATIONRESULTSINFIGURE17,THEREISONEOBSTACLEONTHEROBOTSWAYTOTHEGOALLINEWHENTHEROBOTDETECTSTHEOBSTACLE,THE“SLIPRIGHT”BEHAVIORISMADEBYTHEPROPOSEDDECISIONTREEMETHODTOAVOIDTHEOBSTACLEBASEDONTHEDETECTEDBEHAVIORSITUATIONB10THEROBOTKEEPSSLIPPINGTOTHERIGHTSIDE,UNTILTHEREISNOOBSTACLEINFRONTOFTHEROBOTWHENTHEDETECTEDBEHAVIORSITUATIONISCHANGEDFROMB10TOB16,THE“MOVETOGOALLINE”BEHAVIORISMADETOLETTHEROBOTWALKTOWARDTHEGOALLINEINFIGURE18,THEREARETWOOBSTACLESONTHEROBOTSWAYTOTHEGOALLINETHEROBOTALSOCHOOSESTHEBEHAVIORFROMTHEPROPOSEDBEHAVIORSTRATEGYATTHELOCATIONOF“SAFEPOINT”,THEROBOTISALREADYINTHESAFESITUATIONTHEREFORE,THEDETECTEDBEHAVIORSITUATIONISB16TOLETTHEROBOTWALKTOWARDTHEGOALLINEASTHEROBOTMOVINGFORWARD,ITDETECTSTHEOTHEROBSTACLETHE“SLIPLEFT”BEHAVIORISMADETOAVOIDTHISOBSTACLEBASEDONTHEDETECTEDBEHAVIORSITUATIONB9THEDETECTEDBEHAVIORSITUATIONWILLCHANGETOB16WHENTHEROBOTISAWAYFROMTHISOBSTACLETHECOMPUTERSIMULATIONRESULTSINFIGURE17ANDFIGURE18ILLUSTRATETHATTHEROBOTCANEFFECTIVELYAVOIDOBSTACLESANDSUCCESSFULLYARRIVETHEGOALLINEBASEDONTHEPROPOSEDDECISIONTREEMETHODINTHEPRACTICALTEST,THEPROPOSEDDECISIONTREEMETHODIMPLEMENTEDONTHETWNHRIIIINAREALTESTGROUNDISDISCUSSEDSIXSEQUENTIALIMAGESTILLSOFTWNHRIIIFORAREALEXPERIMENTOFOBSTACLEAVOIDANCEARESHOWNINFIGURE19,WHERETWOOBSTACLESAREONTHEROBOTSWAYTOTHEGOALLINEONCETWNHRIIIDETECTSTHEOBSTACLEVIATHEINFRAREDSENSORS,THEROBOTWILLDOANAPPROPRIATEBEHAVIORTOAVOIDOBSTACLESWECANSEETHATTWNHRIIICANSUCCESSFULLYAVOIDTWOOBSTACLESBYTHEPROPOSEDDECISIONTREEMETHOD5CONCLUSIONTHESOCCERROBOTNEEDSTOPLAYASOCCERGAMEAUTONOMOUSLYPLAYINGSOCCERGAMEISAGOODTESTPLATFORMTOVERIFYTHEABILITYOFTHEDESIGNEDANDIMPLEMENTEDROBOTTHEREAREMANYROBOTSINTHEMATCHFIELD,SOTHESOCCERROBOTMUSTHAVETHEABILITYTOAVOIDTHECOLLISIONWITHOTHERROBOTSANDMOVETOANAPPROPRIATEDESTINATIONTHUSTHEOBSTACLERUNISACOMPETITIONCATEGORYINTHEHUROSOTLEAGUEOFFIRACUPSOMEBASICWALKINGEXPERIMENTSOFTWNHRIIIHAVEBEENPRESENTEDTOILLUSTRATETHATTHEPROPOSEDMECHANICALSTRUCTUREWITH26DEGREESOFFREEDOMCANLETTWNHRIIIMOVEFORWARD,TURN,ANDSLIPBASEDONTHEOBTAINEDINFORMATIONFROMONECOMPASSANDFOURINFRAREDSENSORSINSTALLEDONTWNHRIII,ADECISIONTREEMETHODISPROPOSEDTWOMATLABSIMULATIONRESULTSANDONEPRACTICALTESTONTWNHRIIIHAVEBEENPRESENTEDTOILLUSTRATETHATTHEPROPOSEDDECISIONTREEMETHODCANLETTHEROBOTEFFECTIVELYAVOIDOBSTACLESANDSUCCESSFULLYGOTOTHEDESTINATIONONECMOSSENSORISINSTALLEDONTWNHRIIISOTHATITCANBEAVISIONBASEDSOCCERROBOTTOAUTONOMOUSLYFINDABALLANDKICKABALLMOREOVER,TWNHRIIIWONCHAMPIONOFTHEHUMANOIDLEAGUEINTAIWANCUP2006INTHEFUTURE,TWNHRIIIWILLBEUSEDTOINVESTIGATETHEWALKINGGAITANDARTIFICIALINTELLIGENCEFOREXAMPLE,SOMEFORCESENSORSWILLBEINSTALLEDONTWNHRIIITOSTUDYTHEBIPEDWALKINGCONTROLONEVENORUNEVENGROUNDMORERESEARCHONARTIFICIALINTELLIGENCEWILLBECARRIEDONTWNHRIIITOMAKEITTOBEANINTELLIGENTROBOTACKNOWLEDGEMENTTHISRESEARCHWASSUPPORTEDINPARTBYTHENATIONALSCIENCECOUNCILNSCOFTHEREPUBLICOFCHINAUNDERCONTRACTNSC952221E032057MY3ANDTHEMETALINDUSTRIESRESEARCHDEVELOPMENTCENTREMIRDC,KAOHSIUNG,TAIWAN,REPUBLICOFCHINAREFERENCES1OGURA,Y,AIKAWA,H,SHIMOMURA,K,KONDO,H,MORISHIMA,A,LIM,HOANDTAKANISHI,A,“DEVELOPMENTOFANEWH
温馨提示
- 1. 本站所有资源如无特殊说明,都需要本地电脑安装OFFICE2007和PDF阅读器。图纸软件为CAD,CAXA,PROE,UG,SolidWorks等.压缩文件请下载最新的WinRAR软件解压。
- 2. 本站的文档不包含任何第三方提供的附件图纸等,如果需要附件,请联系上传者。文件的所有权益归上传用户所有。
- 3. 本站RAR压缩包中若带图纸,网页内容里面会有图纸预览,若没有图纸预览就没有图纸。
- 4. 未经权益所有人同意不得将文件中的内容挪作商业或盈利用途。
- 5. 人人文库网仅提供信息存储空间,仅对用户上传内容的表现方式做保护处理,对用户上传分享的文档内容本身不做任何修改或编辑,并不能对任何下载内容负责。
- 6. 下载文件中如有侵权或不适当内容,请与我们联系,我们立即纠正。
- 7. 本站不保证下载资源的准确性、安全性和完整性, 同时也不承担用户因使用这些下载资源对自己和他人造成任何形式的伤害或损失。
最新文档
- 2026年GJB国防科技工业标准化知识竞赛试题集
- 2026年国际贸易实务与规则考试题集详解
- 2026年文化传承传统节日与习俗知识题库
- 2026年一级建造师考试专业工程管理与实务预测模拟题目集
- 2026年电器技术专业冷源与热源设备测试题
- 天然气巡线制度
- 2026年项目管理办公室PMO题目库
- 2026年法律顾问专业资格考试练习题集
- 驾校合同制度
- 2026年旅游行业面试题集旅游纠纷调解程序与技巧
- 机械设备租赁服务方案
- 国家职业技术技能标准 6-23-03-15 无人机装调检修工 人社厅发202192号
- 乐理考试古今音乐对比试题及答案
- 电影放映年度自查报告
- 水泥窑协同处置危废可行性研究报告
- DB45T 2473-2022 消防设施维护保养规程
- 心内介入治疗护理
- 初中毕业学业考试命题规范、原则、与教学建议
- 黎平县水竹冲水库工程环评报告
- 亚龙YL-235A光机电一体化介绍教学课件
- GB/T 42195-2022老年人能力评估规范
评论
0/150
提交评论