版權說明: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,請進行舉報或認領
文檔簡介
Opportunitiesinthedrone
sectorwiththeadoptionofAIandblockchain
pWC
Tableofcontents
1.Drones:Anoverviewofthemarket……09
2.Blockchaintechnology,geospatialAIanddrones…..13
3.Dronetechnology–areasofimplementation…..17
4.PwC’ssuggestedframeworkandrecommendations…….20
5.Futuregrowthopportunitiesforthedronesector…..25
6.Way
forward….26
2PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Foreword
TaranjitSingh
Chairman
ASSOCHAMEasternRegionDevelopmentCouncil
Drones,AI,andblockchaintechnologyhavethepotentialtocompletelychangeawiderangeofbusinessesaswe
approachthedawnofatechnologicalrevolution.Whiletheconvergenceoftheserevolutionarytechnologiesoffershithertounseengrowthprospects,italsobringswithitspecialdifficultiesthatneedcarefulmanoeuvring.
FuturegrowthprospectsofthedroneindustryusingblockchaintechnologyandAI,handlingrelatedrisksandcybersecurityissues,andinvestigatingenvironmentallyfriendlytechnicalsolutionsarethemainsubjectstouchedupon.
ItisaprivilegeforASSOCHAMtocollaboratewithPwCforthisreporton‘OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain’.WehopethatthereportwillstrengthenoureffortstosupportinnovationandtechnicalgrowthinIndia.
3PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
3PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Foreword
PerminderJeetKaur
SeniorDirector
ASSOCHAMEasternRegion
Theconvergenceofdrones,AI,andblockchaintechnologyissettorevolutionisenumerousindustries,offeringunprecedentedopportunities.
TheintegrationofAIwithdronetechnologyrepresentsasignificantleapinautonomoussystems.AIempowersdroneswithenhancedautonomy,intelligenceanddecision-makingabilities.ThefutureofAI-powereddronesholdspromisingprospects,thisalsocallsforethicalframeworksandresponsibledeployment.
InIndia,droneshaveakeyroletoplayintheagriculture,disastermanagement,publicservices,mininganddefence
sectors.ThereportinpartnershipwithPwCaddresseskeytopicslikemanagingcybersecurityrisks,exploringsustainabletechsolutions,andintegratingdronetechnologywithblockchainandAI.
4PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
4PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Foreword
SudiptaGhosh
Partner,DataandAnalyticsLeader,IndustrialProductsLeaderPwCIndia
Onceaspecialisedtechnology,dronesarenowindispensableinmanyfields.DronesequippedwithAIhaveaccessto
sophisticateddataprocessingcapabilitiesthatallowthemtoadjusttochangingconditionsandmakejudgementsinreal
time.Forinstance,droneswithAIcapabilitiesaretransformingcropmanagementinagriculturebyevaluatingenormous
volumesofdatatooptimisegrowingconditionsandyieldforecasts.Thesesmartdronesarealsoenhancingresponsetimesandefficacyindisasterresponsebyofferingvitalreal-timeinformationforsearchandrescueoperations.
AI-powereddronesarealsoimprovingsecurityandsurveillancesystems.Dronescanmonitorlargeareasforpossible
threatsorenvironmentalchangesbyutilisingpicturerecognitionandpatternanalysis.Thisopensupnewpossibilitiesforinfrastructuremanagement,securityandwildlifeprotection.
Thoughpromising,technologicalbreakthroughsalsoraisesignificantethicalandregulatoryquestions.Therefore,itis
importanttoaddresspotentialdatasecurityissuesandensurethatAI-enableddronescanbeusedethically.Maximisingtheadvantagesandminimisingthenegativeimpactsofthistechnologywillrequireabalancebetweeninnovationand
ethicalissues.
ThispaperoffersacomprehensiveanalysisofthepresentusesofAI-enableddronesandpotentialfuturedevelopments
indronetechnology.ItseekstoprovideinsightsintohowthetechnologicalsynergybetweenAIanddronetechnologycantransformnumeroussectorsandopenupnewdevelopmentoptionsbyshowcasingnoteworthyusecasesandreal-worldapplications.
5PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Foreword
ArijitChakraborti
Partner,TechnologyConsultingPwCIndia
Thecombinationofblockchain,dronetechnology,AIandgeospatialanalyticsisasignificantdevelopmentinaerial
vehicles.ImportantinsightsintospatialpatternsareprovidedbygeospatialanalyticswhichcanbeenhancedwithAI’sreal-timeandpredictivecapabilities.Blockchainsafeguardstheintegrityofthedatabyintroducingacruciallayerofsecurity
andtransparency.Droneswithsophisticatedsensorsprovideunmatchedcapabilitiesfordatacollectionandmonitoring
andhelpinenhancingtheefficacyofAIandgeospatialanalytics.Theadoptionofblockchaintechnologycanopenupnewoptionslikecatastrophemanagement,urbanplanningandenvironmentalmonitoring.
Inaworldwherecombininggeospatialanalytics,AI,blockchainanddronesisimportantforinnovation,thispaper
discussestheapplicationsofthesetechnologieswithdronestodemonstratehowdronetechnologycansolvevariousproblemssuchaspublicsafetyandtrafficmanagement.
6PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Foreword
DrIndranilMitra
Partner,AdvancedAnalyticsLeadPwCIndia
Dronesareimportanttoolinbridgingthedividebetweendigitalandphysicalsystems,aligningwiththeprinciplesofIndustry4.0,whichemphasisestheintegrationofadvancedtechnologiessuchastheInternetofThings(IoT),artificialintelligence(AI),andbigdata.
Today,droneshavebecomeindispensableacrossvarioussectors.ThoseequippedwithAIcapabilitiespossessadvanceddataprocessingskills,allowingthemtoadapttodynamicenvironmentsandmakereal-timedecisions.Theintegration
ofAIwithdronetechnologysignifiesasignificantadvancementinautonomoussystems,enhancingdrones’intelligence,autonomyanddecision-makingcapabilities.WhileAI-enableddronesholdgreatpotentialforthefuture,theirresponsibledeploymentandadherencetoethicalguidelinesareessential.
ThispaperoffersacomprehensiveanalysisofcurrentapplicationsofAI-enableddronesandexplorespotential
advancementsindronetechnology.Itaimstoilluminatehowthesynergybetweendroneandartificialintelligencetechnologiescantransformmultipleindustriesandcreatenewopportunitiesforgrowth.
7PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Foreword
AnkurBasu
Partner,Industry4.0LeaderPwCIndia
IntheageofIndustry4.0,dronetechnologyisanessentialtoolfortransformingvariousprocessesacrossindustriesto
enhanceautomation,operationalefficiencyanddatacollection.Dronesareessentialforconnectingdigitalandphysical
systemssinceIndustry4.0stressestheintegrationofcuttingedgetechnologiessuchastheinternetofthings(IoT),AIandbigdata.
Dronescanalsoimprovetheoperationsofthelogisticsandsupplychainsectorbyimprovinginventorymanagementandenablingreal-timetrackingofshipments.Theycanalsoexpediteoperationsandshortendeliveryperiodsbymakingquickdeliveries,particularlyindifficult-to-reachlocations.Dronesarealsousedintheenergysectortomaintainandcheckvitalinfrastructuresuchaspipelinesandpowerlinestoensuresafetyandreducedowntime.
Byofferingpreciseoverheadviewsandgatheringdataindangerousordifficultsituations,dronesalsohelpinimprovingthesafetyandefficiencyofthepeopleandprocessesinminingandenvironmentalmonitoringsectors.
8PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Drones:An
overviewofthemarket
Inanever-evolvingtechlandscape,variousindustrieslikeconstruction,realestate,e-commerce,agriculture,utilities
andenergy,financialservices,andmediaandentertainmentareseekingwaysofimplementingdronetechnologyintheiroperations.
Duetothemergingandquickadvancementoftwoentirelydistincttechnologies–radiocommunicationandsmartphones–bothconsumerandcommercialdronescancollectdatawhichcanbeleveragedforvariouspurposesindifferentindustries.
Drones
Dronesorunmannedaerialvehicles(UAVs)caneitherbeoperatedautonomouslyusingpre-programmedinstructions
orcontrolledbyhumanoperators.UAVsareavailableinvariousshapesandsizesandareequippedwithavarietyof
equipmentthatallowsthemtofunctionwell.Basedonmaximumall-upweight(includingpayloads),asperIndia’sDroneRule,2021,dronescanbeclassifiedasfollows:
NanoUAS:Weighs≤250gramsSmallUAS:Weighs>2kilogramsand≤25kilograms
MicroUAS:Weighs>250gramsand≤2kilograms
MediumUAS:Weighs>25kilogramsand≤150kilograms
Dronesarecommonlyusedforimageacquisitionandprocessingwhichhelpsinsurveillanceactivitiesinthedefence,
agricultureandconstructionsectors.AnoverviewoftheworkflowforimageacquisitionusingUAVisgiveninFigure1below.
Figure1:AgeneralworkflowforimageacquisitionfromUAV
Flightparameters
PlatformGroundcontrolstation Auto-pilot
Missionplanning
Image
acquisition
Flightparameters
GroundsampledistanceCamerainformation
FlightheightAreaofinterest
Digitalphotogrammetry
Imagestitching/mosaic
Imagetriangulation
?Additionalparameters
?GCP
?Cameracalibration
DTM/DSMgeneration
Featureextraction
3D
modelling
Orthomosaicimage
Source:PwCanalysis
Sincedronesareaflexibleandaffordablealternativetotraditionalpilotedaircraftforaerialview,theiruseasremote
sensingplatformshasacquiredwidespreadacceptance.Forexample,dronedatamapscanbeleveragedtodevelopactivecommunicationtools.Furthermore,dronescanmonitorsector-wise,real-timedataandoffercontextualinsights,which
enablesbusinessestomakebetterdecisions.
1
.in/WriteReadData/specificdocs/documents/2022/mar/doc202232932501.pdf
9PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
10PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Globaldronemarket:Anoverview
Theincreasingadoptionofdronesinvarioussectorshasbeenamajordriverofthegrowthoftheglobaldronemarket
asdronesarepredominantlybeingusedforvariousapplicationssuchasdeliveryservices,surveying,inspectionand
monitoring.Theintegrationofdroneswithe-commercedeliveryplatformsisalsoevolvingrapidlysincemanycompanies
aredevelopingdroneswhicharespecificallymeantforcommercialuserelatedtoagriculture,defenceandassetmonitoring.
AccordingtoaPwCreport,theglobalcommercialdronemarkethasgrownandwillcontinuetogrowataCAGRbetween16%and17%.2ThepercentagedistributionofthetotalrevenuefromeachindustrysegmentisdepictedinTable1.
Table1:Percentageshareofeachindustryinthetotaldronemarket
Industrysegment
%shareoftotaldronemarket
Infrastructure
36%
Agriculture
25%
Transport
10%
Security
8%
Mediaandentertainment
7%
Insurance
5%
Telecommunication
5%
Mining
3%
Source:PwCanalysis
Theglobaldronemarketissegmentedintotwocategories:
1.Rotarywingdrones:Alsoreferredtoasaquadcopterormulticopter,arotarywingsdronegeneratesliftandstabilitythroughtheuseofseveralspinningblades,whichenableshoveringandverticaltakeoffandlanding.
2.Fixedwingdrones:Usingitsfixedwingsforliftandforwarddrive,afixedwingdronemimicsaregularaeroplane.
Thoughthisallowsforhigherspeedsandlongerflyingtimes,italsonecessitatestheuseofrunwaysorotherlaunchingdevicesfortakeoffandlanding.
Thegrowthofeachsegmentintheglobaldronemarketisdrivenbytheuniquecapabilitiesofdronesalongwiththeir
potentialtoperformagilemanoeuvreswhilemaintainingcontinuousvisualcontactwithspecifictargets.Accordingto
astudyconductedbyPwC,72%3oftheorganisationstodayfeelpositiveaboutcommercialdrones.Thereisastrong
positivesentimentaroundtheexpectedbenefitsthatcanbederivedfromtheadoptionofdronesforperformingvariousfunctions(representedintable2).
2
https://www.pwc.in/assets/pdfs/publications/2018/flying-high.pdf
3
https://www.pwc.co.uk/issues/technology/drones/building-trust-commercial-drones.html
Table2:Possibleareaswhereorganisationscanbenefitbyusingdrones
%ofsurveyparticipantsagree
Benefits
Timesavings88%
Carbonreduction
87%
Safety
86%
Costreduction
86%
Productivity
84%
Source:
https://www.pwc.co.uk/issues/technology/drones/building-trust-commercial-drones.html
However,only43%4oftheorganisationsthinkthattheindustryisusingcommercialdroneseffectivelyanditsusecanbeimprovedbyfocusingonthefactorsgiveninTable3.
Table3:Focusareastoimprovetheeffectiveimplementationofdrones
Benefits%ofsurveyparticipantsagree
Credibledroneserviceproviders63%
Clarityofusecasebenefit
59%
Industryspecificqualification
56%
Reviewingtheregulations
44%
Source:
https://www.pwc.co.uk/issues/technology/drones/building-trust-commercial-drones.html
TheIndiandronemarket
ThedronemarketinIndiacontinuestoexpandandthisexpansionisdrivenbyadvancementsintechnologyandchangingconsumerpreference.AsthemarketandtheglobaltourismsectorrecoveredgraduallyaftertheCOVID-19pandemic,
thegrowingpopularityofdronesforrecreationaluseandaerialphotographyalsocreatedawiderangeofopportunitiesinvarioussectorsuchasagriculture,defenceandmining.
Indiahassetatargettobecomeamajorglobaldronemanufacturinghubby2030,andthisambitionisexpectedtoboost
thecountry’sgrossdomesticproduct(GDP)by1–1.5%andcreateatleastfivelakhjobsinthecomingyears.5Droneshavebeenidentifiedasacrucialpartoftheindustry4.0ecosystemastheadoptionofdronescanenhancedataaccuracyand
efficiencysinceitcanautomatetasksrelatedtoinspection,monitoringandprovidereal-timedata.Theseuniquefeaturesofdronetechnologyallowpredictivemaintenancebydetectingearlysignofanypossiblemalfunctionandfacilitateimmediatedecision-makingandoperationaladjustment.Itsabilitytoswiftlygatherandanalyseinformationblendsseamlesslywith
otherindustry4.0technologieslikeAIandtheinternetofthings(IoT)toenhanceindustrialprocesses,reduceexpenses,improvesafetyandensuresmoothresourceallocation.
4
/industry/transportation/airlines-/-aviation/what-will-it-take-for-indias-drone-industry-to-fly-higher/articleshow/107729412
.cms?from=mdr
5Ibid
11PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
12PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
KeydriversofdroneindustryinIndia
expansionofdronesacrossallsectors.Thegovernment
hasfacilitatedtheuseofdronesbybusinessesandpeoplebyremovingtherequirementforsecurityclearancesand
pilotlicenses,expeditingtheregulatoryprocedureand
loweringbureaucraticbarriers.Liberalisationofexportsandprohibitionsonthepurchaseofforeigndronesencourage
innovationandhomemanufacturing.Dronetraining
institutesandcertificationprogrammesarealsoenablingthe
developmentofatrainedworkforce.Thesedevelopmentshaveledtotheadoptionofdronesinvariousindustries
includingagriculture(dronesareusedforprecisionfarmingandcropmonitoring),constructionandinfrastructure(aerialsurveysandinspectionsarebeneficial),mining(better
datacollection),disastermanagement(searchandrescueoperationsareimproved),andhealthcare(medicalsuppliesaredeliveredtoremoteareasbydrones).
TheriseofthedroneindustryinIndiabeganwiththe
government’sintroductionofliberaliseddroneregulationinAugust2021,whichwasexpectedtopropelIndia
into‘a(chǎn)neraofsupernormalgrowth’.6Theseregulations
simplifiedthebureaucraticprocessbyreducingthenumberofrequiredformsandpermissionsfrom25tofiveand
removedtheneedforsecurityclearancesduringregistrationandlicensing.
TheMinistryofCivilAviationidentifiedfivekeypillars7toestablishIndiatobeadronehubincomingyears:
1easeofdoingbusiness(DroneRules2021)
2financialincentives(production-linkedincentivescheme)
3governmentasmarketmaker(procurementbygovernment)
4exportliberalisation
5domesticindustrypromotion(importprohibition).
AnotherkeydecisionforpromotingthedroneindustrywastheintroductionofacertificationschemeandtheabolitionoftherequirementforadronepilotlicenseinFebruary
2022.8Whiletheeliminationoftheneedforapilot’slicencelowersentrybarriersforpeopleandenterprises,the
certificationschemestandardisestraining,guaranteeing
thattheoperatorscanfulfilthesafetyandoperatingcriteria
whichhasacceleratedtheadoptionofdronesinvariousindustrieslikeinfrastructure,agricultureanddisaster
management.
Additionally,thegovernmentalsointroducedaschemetosupplydronestoover15,000self-helpgroups(SHG)
ledbywomenfrom2023-24to2025-2026.ThewomenfromtheseSHGswillofferdronesasarentalservicetofarmerstomonitorcrophealthandforotherusesintheagriculturesector.9Theseinitiativeshavehelpedinthe
6Ibid
7Ibid
8
https://sansad.in/getFile/loksabhaquestions/annex/179/AU3021.pdf?source=pqals#:~:text=The%20Drone%20(Amendment)%20Rules%2C,remote%20pilot%20
to%20operate%20drones.
9
.in/sites/default/files/Civil%20Aviation%20Regulatory%20Landscape%20of%20Indian%20Drone%20Ecosystem%20red.pdf
13PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Blockchain
technology,
geospatialAIanddrones
ThissectionexplainshowcompaniesareattemptingtointegratedronetechnologywithothertechnologiessuchasAIandblockchain.
Enablingdroneswithblockchain
Manyorganisationsareworkingtowardsdevelopingan
integratedsolutionfordronesandblockchaintechnology.Whileblockchaintechnologycanimproveoperational
efficiency,transparencyanddatasecurity,dronescan
providelargevolumesofdatawhichcomesfromreal-timesensorreadingsandaerialimagerywhichisvitalformanyindustriesincludinglogistics,agricultureanddefence.
Givenbelowaresomeoftheadvantagesofintegratingdroneswithblockchain:
1.Everydronecanhaveanunchangeable,safedigitalidentitywiththehelpofblockchaintechnology.
Thisavoidsimpersonationandguaranteesthatonlyauthoriseddronesareidentified.Forexample,everydroneinvolvedinareliefmissionhasitsidentity
documentedontheblockchain.Thiskeepsunauthorisedorfraudulentdronesfrominterferingwiththetaskby
guaranteeingthatonlyverifieddronescanfunctioninsidethesystem.
2.Blockchain’sdecentralisedledgerfacilitatesthe
separationofauthenticdronesfromcounterfeitones.
Itisharderforfakedronestoenterthenetwork
whenasaferegisterofalldronesiskeptuptodate.
Forexample,inanenvironmentmonitoringproject,
blockchaintechnologyensurestheauthenticityofeachdronethroughitssecureledger.Unauthoriseddrones
aredetectedandpreventedfromcontributingtodata
collection,ensuringthatonlygenuinedronesareutilised.
3.Thesecurityofdronecommunicationsisstrengthened
byblockchain’scryptographicanddecentralisedfeatures,makingitlessvulnerabletohackingandothercyber
threats.Dronecommunicationsinsecuritysurveillancetasksareprotectedandencryptedusingblockchain
technology.Thisstopsanyunauthorisedentryor
interferencewiththedatabeingsentbetweendrones.
Next,toscaletheimplementationofdronetechnology
effectively,organisationscanconsidertheinternetof
drones(IoD)technologywhichcombinesblockchainwithdronenetworkstoimprovedataintegrity,securityand
transparency.ThroughIoD,dronescansafelyexchangeandrecordflightdata,transactionsandoperationalrecordsin
animmutableledgerbyutilisingblockchaintechnology.
14PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
Thisconnectionenhancesregulatorycompliance,streamlinesdroneoperationsacrossmanyapplicationsandfosters
trustandcollaborationamongmultiplestakeholders.ThemajorcomponentsthatgoesintothemakingofIoDcomprises
drones,users,groundcontrolstation,blockchainnetwork,cloud-basedserversandanorbitdatabase.AhighlevelsolutionarchitecturewhichprovidesanoverviewofimplementingIoDisgivenbelow(Figure2).
Figure2:Ahighlevelsolutionarchitectureforblockchain-enabledIoD
Requestforadronefor
aparticularmission
Users
MultipledronesRequestCloudserver
風岡岡
Commandscontrol
Response
and
Request
Telemetry
OrbitDB+IPFS
data
Blockchainnetwork
Datatobestored
Groundcontrolstation(GCS)
Source:PwCanalysis
Thearchitectureforblockchain-enabledIoDconsistsofsixcomponents:
?MultipledronesandUAVsequippedwithsensorstogatherawiderangeofdata.
?Groundcontrolstation(GCS)whichplaysacrucialroleintheoperationandmanagementofUAVsalongwithreceivingdataandsendingcommand.
?UsersoftenaccessdataofdronesandGCSsalongwithotherparametersforcertainpurposes.
?BlockchainnetworktomaintainadistributedimmutabledatabaseforUAVoperationsanddatamanagement.Ina
blockchainnetwork,therecordedtransactionsaresharedamongallnodesinthenetwork.Inablockchain-enabled
architecture,whereusers,UAVs,andGCSsactasnodeswithinablockchainnetwork,eachcomponentplaysacrucialroleinmaintainingtheblockchainandparticipatingintheconsensusprotocol.
?Cloudserverisusedtooffloadcomputationfromthedroneoffersseveraladvantages,particularlyintermsofoptimisingmissionexecutionandextendingthedrone’sflyingtime.
?OrbitDBalongwithinter-planetaryfilesystem(IPFS)isusedasanoff-chaindatabaseforUAVdatatoovercomethelimitationsofblockchaininhandlinglargedatasets.
15PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
DroneChain–blockchain-baseddronecommunication
Withthewidespreadadoptionofdronesinvariousdomainssuchasmilitary,agricultureandlogistics,effectivesolutionstoprotectdataintegrityandcommunicationbetween
dronesandthecontrolsystemhavebecomeimportant
toavoidpotentialvulnerabilitieswhichmayleadtodata
breachesandlosses.Forsecuredronecommunication
duringdatacollectionandtransmissionandtomaintaintheintegrityofthecollecteddata,adecentralisedsolutionthatusesblockchaintechnologyinadditiontothetraditional
cloudservercanbeaviablesolution.
DroneChainisablockchainbasedsolutionthatenables
communicationbetweenmultipledrones.Someofthe
primaryfeaturesofDroneChainareconsensustechniques,self-amendmentandsimpleverification.
SomeofthekeymeasureswhichorganisationsmusttakeintoaccountbeforedeployingDroneChain(representedinFigure3)are:
1.Droneidentificationandregistration:Thisgives
eachdroneauniquedigitalidandkeepstrackofthe
registrationinformationtoensurecomplianceofthedrones’processes.
2.Flightloggingandtracking:Itprovidesreal-timetrackingandemploysgeofencingtoimplementandenforcementofno-flyareas.
3.Datasecurityandintegrity:Itgivessafestorageofdatacollectedbydroneontheblockchainalongwithdata
integrityandauthenticityverificationensuresthatthedatahasnotbeenaltered.
4.Smartcontractsforregulatorycompliance:Smartcontractsprovideautomateregulatoryreporting
includingpre-definedflightheightanddemarcated
restrictedareas,andcompliancechecksinrealtime.
5.Datasharingandcollaboration:DroneChainallowssafedataexchangebetweenpartieswithblockchaintechnology.Italsosupportscollaborativedrone
operationandmissionandassuresinteroperabilityacrossvarioussystem.
Figure3:ThefiveessentialfunctionalitiestoimplementDroneChain
Data
sharingandcollaboration
Smart
contractsfor
loggingand
regulatory
tracking
compliance
Datasecurityandintegrity
Drone
identificationand
registration
Upcomingfunctionality
Flight
Source:PwCanalysis
16PwC|ASSOCHAM|OpportunitiesinthedronesectorwiththeadoptionofAIandblockchain
DroneswithAIandgeospatialAI
AI-enableddronesarecapableofcarryingouttaskslike
object/pictureidentificationandpatternanalysis.This
enablesthemtoconductdifficultoperationswithlittle
assistancefromhumans.Forinstance,AI-enableddrones
useairbornephotostodetectinsectinfestationsordiseasesymptomsinordertoassesscrophealth.Similarly,inurban
planning,thesedronescananalysehigh-resolutionphotosanddatatoevaluatethestateoftheinfrastructureand
identifymaintenanceneeds.
WithAI,dronescannowprocessdatainreal-timewhichsignificantlyincreasestheirefficiency.Theycanbetrainedtorecogniseparticulartraitsoranomaliesusingmachine
Figure4:GeoAI–anillustration
learning(ML)algorithmswhichcanimprovetheircapacitytoconductactivitieslikeenvironmentalmonitoring,searchandrescue,andsurveillance.
GeospatialAI(GeoAI)istheapplicationofAIongeospatialdata.GeoAIcanhelporganisationsby:
a)reducingthetimetakentoextractgeospatialdatafromhighresolutionimagerycapturedbydrones.
b)sincedatacollectedbydroneshaslargevolumesof
geospatialdatasets,itcanbeanalysedmorepreciselyandaccuratelybyGeoAIalgorithmsratherthanby
conventionaltechniques.
Geos
溫馨提示
- 1. 本站所有資源如無特殊說明,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,請聯(lián)系上傳者。文件的所有權益歸上傳用戶所有。
- 3. 本站RAR壓縮包中若帶圖紙,網(wǎng)頁內(nèi)容里面會有圖紙預覽,若沒有圖紙預覽就沒有圖紙。
- 4. 未經(jīng)權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. 人人文庫網(wǎng)僅提供信息存儲空間,僅對用戶上傳內(nèi)容的表現(xiàn)方式做保護處理,對用戶上傳分享的文檔內(nèi)容本身不做任何修改或編輯,并不能對任何下載內(nèi)容負責。
- 6. 下載文件中如有侵權或不適當內(nèi)容,請與我們聯(lián)系,我們立即糾正。
- 7. 本站不保證下載資源的準確性、安全性和完整性, 同時也不承擔用戶因使用這些下載資源對自己和他人造成任何形式的傷害或損失。
最新文檔
- 溫泉租賃合同
- 長期車庫租賃協(xié)議
- 醫(yī)院特殊設備安裝工程合同樣本
- 音樂會停車位租賃協(xié)議
- 體育場館建設項目總承包合同
- 2025版股東間股權轉(zhuǎn)讓與利潤分配協(xié)議范本3篇
- 2025版智能防盜門代理銷售合同細則
- 審計局審計員聘用合同樣本
- 土地復墾綠化書
- 電子產(chǎn)品凈化系統(tǒng)建設合同
- 計算書-過濾器(纖維)
- 《有機波譜分析》期末考試試卷及參考答案
- 地源熱泵維修規(guī)程
- 雙塊式無砟軌道道床板裂紋成因分析應對措施
- FZ∕T 62044-2021 抗菌清潔巾
- 凈水廠課程設計
- 全級老年大學星級學校達標評價細則
- 模具維護保養(yǎng)PPT課件
- 《新媒體文案寫作》試卷4
- 【模板】OTS認可表格
- 2021國家開放大學電大本科《流行病學》期末試題及答案
評論
0/150
提交評論