![rb-2030年adas及自動(dòng)駕駛市場(chǎng)發(fā)展趨勢(shì)-_第1頁(yè)](http://file4.renrendoc.com/view/77a1c4d396baf1eb4329f223a37a3b1a/77a1c4d396baf1eb4329f223a37a3b1a1.gif)
![rb-2030年adas及自動(dòng)駕駛市場(chǎng)發(fā)展趨勢(shì)-_第2頁(yè)](http://file4.renrendoc.com/view/77a1c4d396baf1eb4329f223a37a3b1a/77a1c4d396baf1eb4329f223a37a3b1a2.gif)
![rb-2030年adas及自動(dòng)駕駛市場(chǎng)發(fā)展趨勢(shì)-_第3頁(yè)](http://file4.renrendoc.com/view/77a1c4d396baf1eb4329f223a37a3b1a/77a1c4d396baf1eb4329f223a37a3b1a3.gif)
![rb-2030年adas及自動(dòng)駕駛市場(chǎng)發(fā)展趨勢(shì)-_第4頁(yè)](http://file4.renrendoc.com/view/77a1c4d396baf1eb4329f223a37a3b1a/77a1c4d396baf1eb4329f223a37a3b1a4.gif)
![rb-2030年adas及自動(dòng)駕駛市場(chǎng)發(fā)展趨勢(shì)-_第5頁(yè)](http://file4.renrendoc.com/view/77a1c4d396baf1eb4329f223a37a3b1a/77a1c4d396baf1eb4329f223a37a3b1a5.gif)
版權(quán)說(shuō)明:本文檔由用戶提供并上傳,收益歸屬內(nèi)容提供方,若內(nèi)容存在侵權(quán),請(qǐng)進(jìn)行舉報(bào)或認(rèn)領(lǐng)
文檔簡(jiǎn)介
Webinar|November24,2021
ADASandautonomousdrivingmarkettrendsto2030
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx1
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx2
Wearelookingforwardtoourdiscussiontoday
Dr.Wolfgang
Bernhart
SeniorPartner
Stuttgart
Email:wolfgang.bernhart@
Mobile:+491607447421
Manuel
Yoon
Principal
Frankfurt
Email:manuel.yoon@
Mobile:+491607446174
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx3
WhentalkingaboutADASandAD,allvehicletypescanbeequippedwiththeaccordingtechnologyandaddresscustomer-specificusecases
Regional&long-haulbus
Masstransportandpeoplemover,
potentiallypartofpublictransport
Robotaxis(citycenter&ruralarea)
Vehiclesmayberegularcarsorpods,inurbancitycentersorruralareas
Privateautonomouscars
Privately-ownedcarswithADfunctionalityasadditionalequipment
Movingpeople
Curb-sideroaddeliveryofsmallpackages/products
Deliveryrobots&drones
24h/7operationoftruckswhichdelivergoodsaimingfordock-to-dockusecase
Autonomouslong-haultrucks
Transportersforpackagedistributionusedtodeliverpackagestoendcustomer
LCVs/last-mileroad
Movinggoods
A.ADASdevelopment2020-2025
Source:Deskresearch,RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx5
Legislation
>AEBcar-to-car>Reversingdetection>Lanekeeping>Intelligentspeedassists>AEBcar-to-pedestrian>AEBcar-to-cyclist
>Advanceddriver
distractionwarning
>…
Legislationcombinedwithsafetyratingsaremainuptakebesidescustomerpullforconvenience
Overviewofglobalsafetylegislationandratingsforpassengercars
ADASsystemspenetration
driversofADASsystems
Safetyratings
>AEB/AESpedestrian,cyclist
>AEBJAcar-to-car,
PTW
>Lanesupport
systemPTW
>AEBhead-on
>Drivermonitoring
>V2X
>…
EUNCAPsetsaspecificroadmapfortestingofsafetyuntil2025–MostAEBrequirementscanonlybefulfilledwithafrontcamera
EUNCAProadmap2018-2025
2019
2020
2021
2022
2023
2024
2025
2018
Roadmap2020
AEBVRUcyclist
Far-sideprotection
Mobileprogressivedeformablebarrier
Roadmap2025–Safetyrating
Drivermonitoring
AEBVRUpedestrian–Back-over
AEB–Junction&Crossing
AEB–Head-on
Automaticemergencysteering
V2X
Whiplash/Rear-endcrashprotection
Revisedsubsystemforpedestrian&cyclist
Rescue,extricationandsafety
Childpresencedetection
Roadmap2025–AD
GradingofADfunctions
Communicationonlybasedonfirstideas
Proposaltoreleaseupdatesoutof
phasewithoverallrating
>NewAEB
features
requirehigher
performanceof
systemsand
mayonlybe
achievedwitha
frontcamera
and/orfusion
ofcameraand
radar
>InitialNCAP
2022-2024
timetablehas
beendelayed
byoneyearto
2023-2025
StartProtocolreleaseImplementation
Source:Xilinx,RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx6
Source:SAEInt.,J3016;fka;RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx7
>Advancedcruisecontrol(adaptivecruisecontrolwithlanechangeassistinparallel)
>Cruisecontrol(adaptivecruisecontrolwithlanekeepassistinparallel)
>Automaticemer-gencybraking
>Adaptivecruise
control
>Lanekeepassist
>Blindspotdetector>Lanedeparture
warning
Usecase
>Fullyautonomous
Regulationclear–Driverobligation
Legal
Currentfocusofcommercialization(Compliance+NCAPrating)→Reasonablecost
Niche,2025+
Market
Forthenextyears,L2/L2+featuresarebecomingmostimportantforADAScommercializationasL3legislationisdelayedandcostsarehigher
Definitionoflevelsofautonomy
AD
ADAS
De-emphasisofL3infavor
ofL2+expected
L3.Conditionalautomation
L2+.Combined
L2.Partialautomation
L1.Driverassistance
partialautom.
L0.Warning
information
>Highwaypilotwithautomaticlanechanges(nohumaninter-actionfromexittoexitandfullmonitoringofenvironment)
Consumervehicles
L5.Fullautomation
z..z..z
L4.High
automation
>Fullyautomateddrivinginsomesituationswithoutneedforhumanasfallback(chauffeurmode)
Robotaxi+Consumervehicles
Legislationdelayed
Mobilitycases→Highercostsacceptable
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx8
106
2%
Inthenextfiveyears,itisexpectedthatbothL2/L2+marketpenetrationwillincreasewhereasnoautonomy/L0arelikelytoshrink
Marketpenetrationratesperlevelofautonomy,light-dutyvehicles[mofvehicles,%]
+1.6%
5%1%
97
89
8%
5%24%
19%
34%
29%
46%
44%
29%
25%
11%
15%
2025
2030
2019
ADASL4ADASL3ADASL2+/++ADASL2ADASL1ADASL0NoADAS
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx9
Overviewofautomotivesensorsinvehicle
Cornerradar
Front
camera
Cornerradar
LIDAR
Front
radar
ADASDCU
Surround
viewcamera
Parkingcamera
Surround
viewcamera
Cornerradar
Ultrasonic
Cornerradar
ADAS/ADfeaturesrequirearangeofsensorsofwhichespeciallycamerasandradarswillseeastrongvolumeincreaseinthecomingyears
Illustrative
Nightvision
Driver
monitoring
B.Medium-termADASdevelopment2025-2030
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx11
>Smartsensorswith
independentECUsandisolatedfunctionality
>HigherpracticalityforlowerlevelsofADASandvolume/budget
models
ADASDCU
SoCs
Frontcamera(satellite)
Post-2025,ADASE/EarchitectureswillbecomemorecentralizedenablingdrivingandparkingfeaturesfromacentralADASDCU
Decentralizedvs.centralizedADASDCUarchitectures
Decentralizedarchitecture(today)
Network
ParkingcamerasECU
Frontcamera
(smart)
USSECU
SoC
2025:c.70%ofnewvehiclesales
UltrasonicsensorRadarParkingcamera
Illustrative
CentralizedarchitecturewithADASDCU(future)
>SatellitesensorswithtransmissionofsensordatatocentralizedADASDCU,whichcomputescentrallyfordrivingand
parking
>Bestsuitedtohigherlevelsofautonomywithmorecomplexfunctionalities
2025:c.30%ofnewvehiclesales
Source:Deskresearch;SAE;RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx12
like"liability
SinceL3regulationisdelayed/unclear,industryfocusshiftstowardsadvancedL2+/++systemswithdriverliability
RationalefortheintroductionofL2+
Background/
motivation
>L3requiresOEMstobeliableforthesystemevenifthedriverisrequiredtorapidlytakeover
>L2+solvesthe
issuesofunclear/
delayedL3
regulationas
drivershavetoact
asfallback-ready
users
Features
Liability
ACC+
…
Level2
Temporaryhandsoff
TJA
Level2+/++
Level3
Eyesoffpossible,but
controlatsystemrequest
driverhastoresume
Temporaryhandsoff
"L3-like"functionality
HWA
…
A.lanechange
HWP
…
AES
OEMisliable
Driverisresponsible
"L2
-
Driverisresponsible
L2+/++systemsoffer"L3-like"functionality,butasinL2systemsthedriverisliable,nottheOEMasinL3However,aclearstandardorindustry-agreeddefinitionofL2+/++doesnotexist
Source:Desktopresearch;RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx13
Ford,GMandTeslahavestartedtoselltheirhands-offADASsolutionsassubscriptionmodels
SelectedOEMADASOTAofferings
Availability
Sensors
ODD
Pricing
"BlueCruise"
2021FordF-150&MustangMach-EthatareequippedwithCo-Pilot360
Frontcamera,radars,DMS
Hands-freeon100,000milesofapprovedhighwaysinNorthAmerica
>USD1,595(F-150)to3,200(Mach-E)upfront(dep.ontrim)
>Thereof,USD600forthefirstthreeyearsofservicefortheBlueCruisesoftware
>Afterthat,continueduseofthetechnologywillrequireasubscription
"SuperCruise"
Launchedwith2018CadillacCT6,nowalso2021sCT4,CT5,Escalade
Frontcamera,radars,DMS,
ultrasonicsensors
Hands-freeon200,000milesofapprovedhighwaysinNorthAmerica
>USD~2,500upfrontforHW(dependingonmodel/trim)
>Afterthree-yearfreetrialperiod,subscriptionwillcostUSD25permonth(standalonebasis)
>Alternatively,itcanbeaddedtocertainOnStarplansorbundlesforUSD15permonth
"Autopilot/FSD"
APv7launched2015,FSDv9launchedH2/2021–Allmodels
8cameras(360°),noradar,DMS
Anymajorhighway(FSDcurrentlyallowslimiteduseoncitystreetsincertainsituations)
>USD10,000forhardwareandlifetime
FSDsoftwareupdates
>Introductionofsubscriptionmodel~200USDpermonth
Source:Electrek;RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx14
Withmorehands-offscenariosinL2+/++systems,theimportanceofdrivermonitoringsystemsincreases
GMandTesladrivermonitoringsystems
TeslaAutopilotlosestoGMSuperCruiseduetolackofdrivermonitoringinindustry-widetest
electrek.co(October28,2020)
Teslastartsusingin-carcamera
forAutopilotdrivermonitoring
TheV(May27,2021)
C.Long-termADAS/ADdevelopment2030+
Inthefuture,zonalarchitecturesleadtoconsolidationandcommoditizationofhardwareby2030,OEMsexpectedtomovewithdifferentspeed
E/Earchitectureroadmap
Distributed:Established
Zonalinvolume~2030+
Domain-centralized
involume~2025+
SingleSWplatform,fullHWabstraction
>Bundlingoffunctionsintosafety-criticalandnon-safety-critical
partitions
Centralvehiclecomputer(s)
>Redundantcentralvehiclecomputerforsafety-criticaltasks>2-4(geographic)zonesnon-safety-criticaltasks,
Domain-independent
>FullconsolidationandcommoditizationofSoCbasedcomputinghardwarestartingin2026atvolumein2030,reducingTier-1valueshare
geographiczonecontrollers>Cartreatedlikeadatacenterwithcompletehardwareabstraction
GatewayDCUECUCentralcomputerZonalcomputerSensors/Actuator
Source:Huawei,RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx
16
Source:ARKInvestmentManagementLLC,2020;MortonSaltCompanyRecords;AmericanAutomobileAssociation(AAA)20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx17
Combiningnewmobilityconceptswithautomateddriving,robocabscouldprovideacheapandconvenientalternativetoowningacar
Costpermileofapersonallyownedvehicle2020[USD]
1.70
0.70
0.70
0.70
0.25
187119341950201620251)
>Adjustedfor
inflation,thecostto
ownandoperatea
personalcarhas
notchangedsince
theModelTrolled
offthefirst
assemblyline
>ARKestimates
that,atscale,
autonomoustaxis
willcostconsumers
USD0.25permile,
spurring
widespread
adoption
1)Forecastsareinherentlylimitedandcannotbereliedupon
Note:ARKhadestimatedpreviouslythatanautonomoustaxicouldpriceatUSD0.35permile.WehaverefinedourestimatesandbelievethataoutonomoustaxiscouldbeevencheapteratonlyUSD0.25permile
Source:Deskresearch;RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx18
Global
China
Trucks
ADplayershavelaunchedfirstrobotaxiservicesandtargetmidofthedecade
Autonomousvehicleannouncements
201920202021202220232024
autonomyby
Selection–Notexhaustive
20252026
2022:RoblaunchinI
otaxiservicesrael,France
2025:Consuautonomy
mer-grade
20lau
20:Driverlessse
nchedininPho
rvice
enix
2021:Trips
FirstPermitforwithPassengers
Autonomous
202
1:"FSDBetav9
"(L2+)
2020:Revealof
prototype
2021:RobolaunchinB
taxiservice
eijing
2023:fleetof
3muserswitha3,000robotaxis
2019:Rideprogramla
-sharing
unchinUS
2020:AutoFreightNet
nomous
worklaunch
2024:L4autrucks
tonomous
2021:Supeautonomou
rvisedL4
strucks
2024:L4autrucks
tonomous
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx
France
GovernmentwithrighttoadaptrulesofhighwaycodetoAVdevelopment
Russia
TestingofAVspostponedto2021,conceptforroadsafetywithAVsapprovedbygovernmentinMarch'20
UK
AVandEVlegislationenactedforthreeyearperiodinJul'18
USA
NHTSA2)releasednewfederalguidelinesforADS3)inSept'20
19
SignificantdifferencesbetweencountrieswithregardstolegalframeforAVcommercialization–USA,UK,GermanyandSingaporemostadvanced
ApprovalprocessforL4&L5(Jan2021)1)
Germany
Allowslevel4
autonomousdrivingonpublicroadsfordefinedusecases3)
Japan
Aimstoallowlevel4autonomous
drivingat40areasby2025
China
Nationalstandardsfor"AutomotiveDrivingAutomationClassification"implementedonJan1,2021
Step1
Highestlimitationfortypeapproval:Initialdiscussionsongoing
Step2
Basicregulatoryscenefortypeapprovalset
Step3
Regulationforconcretetypeapprovalprocessinprogress
Step5
Nolimitationfortypeapproval
Step4
Regulationforconcrete
typeapprovalprocessin
decisionphase
1)GermanyStatusJul20212)NationalHighwayandTransportationSafetyAdministration3)AutomatedDrivingSystems
Source:RolandBergerAutomotiveDisruptionRadar
Singapore
National2020budgetincludedSGD
6mtosupportAVtestbeds
Self-drivingvehiclesrequireanestimatedcomputingpower1)of
level5:2.000-4.000TOPS;level4:300–1.000TOPS
Continuoussensorresolutionincreasesleadtoasteadyincreaseinnecessarycomputing
power->Requirementsareevolving
CurrentL2+advanceddriverassistancefunctionsuseacomputingpowerofapprox.10-30
TOPS
LeadingSemcos–suchasNVIDIA,IntelandQualcomm–haveannouncedproductswith
sufficientcomputingpowerforlevel4autonomy
Computingpowerconsumptionremainsaverysignificantchallenge–Announcedlevel4boardsuseapprox.1kWofelectricalpower.StartupsandselectedOEMSsworkonICswithsignificantlybetterenergyconsumption
Indicatorrating
Computinghardwareenablinglevel4autonomyisannounced–Powerconsumptionremainsaverysignificantchallenge
Autonomousvehicle–Computingpower:Currentstatus
Technology
NoactivityFeasibilityprovenDevelopmentroad-mapsinplaceRoadmap-milestoneachievedCommercializationtowardsdeflectionpointDeflectionpointarrived
1)SemiconductorsthatarespecificallydevelopedforautonomousdrivingwillrequirelesscomputingpowerandachievehigherperformanceperWatt
Source:Deskresearch,Expertinterviews,RolandBerger20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx20
India
UAE
KSA
ChinaSingaporeThailandItalyIndonesiaSouthKoreaIsraelBrazilSpain
USARussiaFranceNorwayCanadaGermanyJapanSwedenUKBelgiumNetherlands
GLOBAL
1%
1%
59%ofpeoplethinkLevel4/5vehiclesshouldbeontheroadsby2030globally–India,ME,China,SGParethehighestAVbelievers
Whendoyoubelievewewillhavelevel4/5autonomousvehicles,iefullyautonomousvehicles
withoutdrivers,commerciallyoperational(notfortesting)ontheroads?Before2030
17%
34%
30%
8%
7%
4%
14%
34%
32%
11%
8%
15%
28%
33%
12%
9%
3%
4%
35%
36%
15%
9%
5%
28%
35%
14%
13%
5%
11%
25%
31%
13%
15%
5%
5%
24%
38%
11%
14%
8%
11%
23%
31%
13%
17%
5%
4%
20%
39%
15%
16%
6%
5%
22%
35%
17%
17%
4%
5%
18%
37%
18%
17%
5%
3%
18%
36%
17%
19%
7%
7%
19%
30%
14%
16%
14%
3%
19%
32%
15%
22%
9%
5%
15%
32%
13%
15%
20%
7%
18%
27%
15%
16%
17%
4%
15%
30%
16%
21%
14%
4%
14%
31%
16%
22%
13%
6%
10%
33%
10%
21%
20%
3%
11%
30%
18%
20%
18%
3%
14%
27%
17%
21%
18%
3%
12%
24%
18%
23%
20%
3%
11%
25%
19%
19%
23%
6%
20%
32%
15%
17%
10%
2022
2025
2030
2035
2040
Never
Source:RBonlinesurveyJuly2021:23,691participants-Participantsbycountry:Belgium(1,008);Brazil(1,010);Canada(1,020);China(1,014);France(1,014);Germany(1,005);India(1,003);Indonesia(1,016);Israel(1,381);Italy(1,015);
Japan(1,018);Netherlands(1,011);Norway(1,053);Russia(1,005);SaudiArabia(1,008);Singapore(1,018);SouthKorea(1,012);Spain(1,012);Sweden(1,017);Thailand(1,025);UAE(1,013)20;1K1(112,0_)B;U_b(e1x,0_)AS_AD_2030_Webinar_vf.pptx21
Source:RBAutomotiveDisruptionRadaronlinesurveys
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx22
55%ofpeoplegloballyarereadytouserobotaxis,butthereisahighvarianceacrosscountries
Autonomoususerssurvey
Wouldyouuseamobilityservicebasedonafullyautonomousrobotaxi(autonomousdrivingtaxiswithoutadriverinthevehicle)?
No
Yes
13%
20%
21%
32%
33%
36%
37%
42%
46%
52%
54%
54%
55%
55%
55%
56%
58%
59%
87%
80%
79%
68%
67%
64%
63%
58%
54%
48%
46%
46%
45%
45%
45%
44%
42%
41%
ChinaIndiaUAESouthSingaporeRussiaSpainItalySaudiSwedenFranceNether-GermanyJapanCanadaBelgiumUKUSA
KoreaArabialands
55%
?
D.RBAutomotive
DisruptionRadar(ADR)
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx24
TheAutomotivedisruptionradaristheestablishedandonlytoolinthemarketmeasuringthechangeintheAutomotiveindustry
04/2017–ADR#109/2017–ADR#202/2018–ADR#309/2018–ADR#403/2019–ADR#509/2019–ADR#6
10
23
26
>23,000
issueslaunched
countriesnowinscope
indicatorsmeasured
Respondent
JustreleasedinNov2021-ADR#10
04/2020-ADR#7
05/2021–ADR#912/2020–ADR#8
Wemeasurethechangeintheautomotiveindustry
Source:RolandBerger
20211124_RB_Mobex_ADAS_AD_2030_Webinar_vf.pptx25
Industry
1EVpreference
activity
Customerinterest
MobilitybehaviorEV/PHEVsales
Customercuriosity
Typeapprovalprocess
4
Infrastructure
26indicators
Testroads–Autonomousvehicle
Multimodalmobility
Vehicle-2-vehiclecommunication
EV/PHEVcharginginfrastructure
The"AutomotiveDisruptionRadar"isbasedonapermanentscreeningof26indicatorsalongfivedimensions
Mainindicatorsinthe"AutomotiveDisruptionRadar"
Mobilityconceptpreferences
Autonomousve
溫馨提示
- 1. 本站所有資源如無(wú)特殊說(shuō)明,都需要本地電腦安裝OFFICE2007和PDF閱讀器。圖紙軟件為CAD,CAXA,PROE,UG,SolidWorks等.壓縮文件請(qǐng)下載最新的WinRAR軟件解壓。
- 2. 本站的文檔不包含任何第三方提供的附件圖紙等,如果需要附件,請(qǐng)聯(lián)系上傳者。文件的所有權(quán)益歸上傳用戶所有。
- 3. 本站RAR壓縮包中若帶圖紙,網(wǎng)頁(yè)內(nèi)容里面會(huì)有圖紙預(yù)覽,若沒(méi)有圖紙預(yù)覽就沒(méi)有圖紙。
- 4. 未經(jīng)權(quán)益所有人同意不得將文件中的內(nèi)容挪作商業(yè)或盈利用途。
- 5. 人人文庫(kù)網(wǎng)僅提供信息存儲(chǔ)空間,僅對(duì)用戶上傳內(nèi)容的表現(xiàn)方式做保護(hù)處理,對(duì)用戶上傳分享的文檔內(nèi)容本身不做任何修改或編輯,并不能對(duì)任何下載內(nèi)容負(fù)責(zé)。
- 6. 下載文件中如有侵權(quán)或不適當(dāng)內(nèi)容,請(qǐng)與我們聯(lián)系,我們立即糾正。
- 7. 本站不保證下載資源的準(zhǔn)確性、安全性和完整性, 同時(shí)也不承擔(dān)用戶因使用這些下載資源對(duì)自己和他人造成任何形式的傷害或損失。
最新文檔
- 冷庫(kù)加班入貨合同范例
- 動(dòng)物寄養(yǎng)合同范例
- 書面流轉(zhuǎn)合同范本
- 農(nóng)家購(gòu)房合同范本
- 沈陽(yáng)商用房屋出租合同范本
- 個(gè)體用工合同范本
- 農(nóng)村院子賣房合同范本
- 物品采購(gòu)合同范本
- 代蓋公章合同范例
- 企業(yè)監(jiān)理裝修合同范本
- 2024黑龍江公務(wù)員考試【A類、B類、省直、筆試】四套真題及答案
- 2025年中國(guó)高價(jià)HPV疫苗行業(yè)競(jìng)爭(zhēng)格局分析及投資規(guī)劃研究報(bào)告
- 醫(yī)院感染與醫(yī)療器械消毒
- 2025年春新北師大版物理八年級(jí)下冊(cè)課件 第七章 運(yùn)動(dòng)和力 第四節(jié) 同一直線上二力的合成
- 智能客服系統(tǒng)中人工智能技術(shù)的應(yīng)用
- 2025年公司年會(huì)活動(dòng)總結(jié)樣本(3篇)
- 村衛(wèi)生室2025年初工作計(jì)劃
- 派出所校園安全創(chuàng)新
- 飛書項(xiàng)目管理
- 醫(yī)院醫(yī)共體2025年度工作計(jì)劃
- UL498標(biāo)準(zhǔn)中文版-2019插頭插座UL標(biāo)準(zhǔn)中文版
評(píng)論
0/150
提交評(píng)論