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FundedbytheEuropeanUnion
UANTUM
FLACSHIP
European
CompetenceFramework
forQuantumTechnologies
compiledbyFranziskaGreinertandRainerMüller,
supportedbySimonGoorney,RiccardoLaurenza,
JacobShersonandMalteUbben
Version2.0(April2023)
Quantumbackground
Coredevicetechnologies
QTsystemsandapplications
ENABLINGTECHNOLO-GIESANDTECHNIQUES
Laboratorytechniques,
noiseandshielding
Solid-statetechnologies,
nanotechnologies
Opticaltechnologies
Controltechnologies
Computersandsoftware
QUANTUMHARDWARE
Superconductingelectroniccircuits
Spin-basedsystems
Neutralatomsandions
Photonicsystems
Emergingqubitconcepts
Quantumstatecontrol
Hybridquantum-classicalsystems
Technologyrealisation
3
3.1
3.2
3.3
3.4
3.5
4
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
EuropeanCompetenceFrameworkforQuantumTechnologiesOverview–Version2.0
PHYSICALFOUNDATIONS
OFQUANTUMTECHNOLOGIES
Atomicphysics
Quantumopticsandelectrodynamics
Solid-statephysic
Quantummany-bodysystemsandopenquantumsystems
CONCEPTS
ANDFOUNDATIONS
Basicquantumconcepts
Mathematicalformalismandinformationtheory
2
2.1
2.2
2.3
2.4
1
1.1
1.2
QUANTUMCOMMUNICATIONANDNETWORKS
Basics
Quantumrandomnumber
generators
Quantumkeydistribution
Applicationsofquantum
cryptography
Infrastructureforquantuminforma-tionnetworks(quantuminternet)
Systemsnetworks(compositesys-tems),quantuminternetapplications
VALORISATION
Industrylandscapeandmarketanalysis
Businessstrategy,entrepreneurshipandmanagement
Impact
Responsibilityandawareness
QUANTUMCOMPUTINGANDSIMULATION
Basics
Quantumsimulators
Quantumprogrammingtoolsandsoftwarestack,errorcorrection
Quantumcomputing
subroutines
Quantumalgorithms
Applicationsofquantumcomputingandsimulation
QUANTUMSENSORS
ANDIMAGINGSYSTEMS
Basics
Electromagneticfield
sensors
Temperature,particleandpressuresensors
Inertialandgravitysensors
Quantumimaging
Atomicclocks
Applicationsofquantumsensors
5
5.1
5.2
5.3
5.4
5.5
5.6
6
6.1
6.2
6.3
6.4
6.5
6.6
6.7
7
7.1
7.2
7.3
7.4
7.5
7.6
8
8.1
8.2
8.3
8.4
Version2.0(April2023)compiledbyFranziskaGreinertandRainerMüller,supportedbySimonGoorney,RiccardoLaurenza,JacobShersonandMalteUbbenQUCATS–QuantumFlagshipCoordinationAcTionandSupport
Coverphoto:?Siarhei–
2
BASICQUANTUMCONCEPTS
MATHEMATICALFORMALISMANDINFORMATIONTHEORY
subdomain
BASICQUANTUMCONCEPTS
topic
subtopic
Probabilisticnatureofquantumphysics
Measurementdynam-ics(statereduction)
No-cloningtheorem,incompletestate
informationfrom
measurement
HowtousetheCompetenceFramework
TheEuropeanCompetenceFrameworkforQuantumTechnologiesaimstomapthelandscapeofpossibleknowledgeandskillsinQuantumTechnologies.IthasbeencompiledintheQuantumFlag-shipCSAs(QTEdu,QUCATS)inordertofacilitatetheplanninganddesignofeducationandtrainingprojectsinQuantumTechnologies.
TheCompetenceFrameworkconsistsofeightdomains.Theyout-linethebroadstructureofQuantumTechnologies:
1CONCEPTSANDFOUNDATIONS
Eachoftheseeightdomainshasseveralsubdomains,e.g.
1.1
1.2
Onthe?rstpageofthisdocument,theoverviewofthedomainsandsubdomainsisshowninagraphicalscheme.Foreachdomainthereisanextrapagewithmoredetails:
1.1
Stationarystates,
energyquantisation,wells
Superposition,
interference
Unitarytimeevolution,Schr?dingerequation,tunneling
Quantummeasure-ment
Dependingonthetargetaudience,eacheducationalo?erwillad-dressdi?erentlevelsofdepthanddi?culty.Tore?ectthis,thereisanadditionaldimensiontotheCompetenceFrameworkthatisnotshownintheoverviewgraphic.Foreachentry,apro?ciencylevelcanbespeci?ed:fromA1(Awareness)toC2(Innovation).Theuseofpro?ciencylevelsmakesiteasiertotailoreducationandtrainingo?erstotheneedsofthetargetgroups.Newinversion2.0areextendeddescriptionsoftheselevelsadaptingtheEuro-peanQuali?cationFrameworklevels,seep.5.
A1AwarenessA2Exploration
B1AdaptationB2Expertise C1SpecialisationC2Innovation
Inaddition,thenewp.4explainstheoverallstructurebydescrib-ingthethreelargerblocksoftwoorfourdomains,supplementedbykeyskillsfortheblocks.
TheCompetenceFrameworkhasbeencompiledusingabot-tom-upapproach.Betweensummer2020andspring2021,athree-roundstudywithover150participantsfromtheQTcommunityprovidedinitialinput(seepaperTheFutureQuan-tumWorkforce:Competences,RequirementsandForecasts,tobepublishedinPhys.Rev.Phys.Educ.Res.,preprintondoi:arXiv:2208.08249).Theresultswerere?nedthroughexpertinter-viewsforeachdomain,leadingtoversion1.0fromMay2021.DetailsaredocumentedintheMethodologyandVersionHistory(2021,doi:10.2759/130432).Forthecurrentversion2.0,feed-backandusageexperienceshavebeenincorporated,andeventshavebeenconductedtoinvolvethecommunity.
QuantumTechnologiesarerapidlyevolving.Newtechnologieswillbedeveloped,otherswillbecomelessimportant.TheCompetenceFrameworkwillhavetobeadaptedaccordingly.Thus,theCom-petenceFrameworkisalivingdocumentthatwillbeupdatedinregularintervals.Suggestionsforadditionsandcorrectionsarewelcomeatanytime.
Pleasecontact:
FranziskaGreinert,f.greinert@tu-braunschweig.de
QUCATS–QuantumFlagshipCoordinationAcTionandSupport
Version1.0ofthisframeworkhasbeencompiledaspartofaprojectthathasre-ceivedfundingfromtheEuropeanUnion’sHorizon2020researchandinnovationprogrammeundergrantagreementNo951787.ItsfurtherdevelopmentispartofaprojectthathasreceivedfundingfromtheEuropeanUnion’sHorizonEuroperesearchandinnovationprogrammeundergrantagreementNo101070193.
Thispublicationre?ectsonlytheviewsoftheauthors,theEuropeanCommissionisnotresponsibleforanyusethatmaybemadeoftheinformationitcontains.
Howtocite:
F.GreinertandR.Müller,EuropeanCompetenceFrameworkforQuantumTechnolo-gies,doi:10.5281/zenodo.6834598(2023),version2.0
?EuropeanUnion,2023
ThereusepolicyofEuropeanCommissiondocumentsisimplementedbyCommissionDecision2011/833/EUof12December2011onthereuseofCommissiondocuments(OJL330,14.12.2011,p.39).
Unlessotherwisenoted,thereuseofthisdocumentisauthorisedundertheCreativeCommonsAttribution4.0International(CC-BY4.0)licence(https://creativecommons.org/licenses/by/4.0/).Thismeansthatreuseisallowed,providedappropriatecreditisgivenandanychangesareindicated.
3
Quantumbackground
technologies
andapplications
Coredevice
QTsystems
NewinVersion2.0
QTsystemsandapplications
Thesedomainscovertherangeoffullquantumtechnology(QT)systemsandtheirapplications.EachofthethreemainQTpillarshasadedicat-eddomain,namelyq.computingandsimulation(domain5),q.sensorsandimagingsystems(6)andq.communicationandnetworks(7).Eachofthesedomainsstartswithdomain-speci?cfoundations(5.1,6.1,7.1),followedbydevicesorprocessessuchaskeydistributionorquantumprogramming.Theyendwithapplicationareasandexampleusecases(5.6,6.7,7.4and7.6).Domain7hasaspecialtwo-partstructure,with7.2to7.4onquantumcryptographyand7.5and7.6onquantumnetworks.Inaddition,domain8coversthegeneralbusinessperspective,with
From
component
toapplica-tion
impactandlandscape,aswellasaddressingresponsibilityandawarenessraising.
Keyskills
Use:Operateadeviceorrunanalgorithmandanalyse/interpretdataincontextoftheusecase.Identifyusecases,createvalue:Identifypoten-tialusecases,analyseadvantagesandpossibili-tiestocreateindustrialvalue.
Translateusecases:Translatereal-worldusecaseintoapplicationrequirements.
Adaptation/implementation:Compareandchoosefromdi?erentapproaches,adaptorcom-binethesedependingontheusecase.
Keyskills
Manufacturing:Technical/mechanicalskillstobuild/assemblehardware.
Hardware:Laboratorytechniques(labskills),componentorsystemimprovement,testingandmaintenance.
Software:Coding/programming(classical),dataprocessingandanalysis,interpretation.
Technologyrealisation:Requirementsde?nition,planning,integrationofquantumhardwareplat-formswithcontroltechnologies,software,etc.intoQTsystems.
Overallstructure:
Threeblockswithdescriptionsandkeyskills
Quantumbackground
Thequantumbackgroundcoversthebasicconcepts(subdomain1.1)thatarerelevantforthephenomenologicalunderstanding(“awareness”)ofthebasicideaofquantumtechnologies,theiradvancesandchallengescomparedtoclassicaltechnologies.Subdomain1.1alsocoversadvancedconceptsthatformthecommonbasisforthequantumphysicalfoundations(domain2).Similarly,subdomain1.2coversbothbasicmathematicalconceptsandhighermathematicsfordomain2thatarerelevantfordescribingtheconceptsandfunctionalityofQTorforcomputingorpredictingapplicationsaswellasinformationtheoryfoun-dations.Thephysicalfoundationsaredividedintofoursubdomainsinwhichonecouldspecialise,includingtheoriesande?ects,strategiesandkeyexperiments.
Keyskills
Communicate/explain:Abilitytoexplainconcepts,phenomena,etc.andtocommunicateaboutquantum.
Mathematics:Describequantumphenomena/conceptsandunderlyingphysicswithmathematicsandusemathematicstocal-culate/computeandpredictapplications.
Theoreticalphysics:Understandordevelopnewapproaches,identifypotentialforadvances.
Experiments:Planandprepareexperiments,conductexperimentsanddocumentandevaluateresults.
Background
Coredevicetechnologies
Thisblockcoversthetechnicalfoundationsforbuildingacompletequantumtechnologysystem.Thecoreofthesesystems,thedi?erenthard-wareplatformsfortheuseofindividualquantumobjects(subdomains4.1to4.5)andthedirectcontrolofthesephysicalqubits(4.6)arelocatedinthequantumhardware(domain4).Theena-blingtechnologies,i.e.thecomponentsaroundthequantumcoretobuildthecompleteQTsys-temandtherelatedtechniquesarecoveredindomain3,includingsoftwaredevelopment(3.5)tocontrolthehardware.Inaddition,theintegra-tionintohybridsystems(4.7)andthetechnolog-icalrealisation(4.8)arecovered.
Supplychain
Selection,
consultancy
Systemsassembly
Development
Adaptation
End-user
Component
supplier
4
NewinVersion2.0
Pro?ciencylevelswithexamples
A1
B1
C1
Awareness(afewhours)
Basicidea,overviewofpossibilitiesandlimitations,
reproducesolutions,operateadeviceorrunanalgorithm.
Adaptation(fewweekscourse)
Specialisedknowledgeinasubdomain,awarenessofitsboundaries,explaincomplexfunctionalities,adapt
approachesforconcretesettings.
Specialisation(longerresearchproject)
Highlyspecialisedknowledge,criticalawarenessof
interconnections,newsolutionsandmethods,combineandintegrateapproaches.
A2
B2
C2
Exploration(afewdays)
Knowledgeoffundamentalsorlandscapeofapproaches,describefunctionalities,readandinterpretanalgorithmoradescription.
Expertise(shortresearchproject)
Advancedknowledge,criticalperspectives,assessment
ofconsequences,adaptordevelopsolutionsforreal-worldusecases,identifypossibleusecases.
Innovation(long-yearexperiencewithR&D)
Mostadvancedknowledge,interconnections,developinnovativesolutions,evaluateandassess,extendandrede?neprofessionalpractice.
Pro?ciencylevels(generaldescriptions,longformat)
withK:Knowledge,S:Skills(abilitytodosomething)
A1Awareness(uptoafewhoursofinstructionorself-study)
K:Basicidea(phenomena-oriented)ofrelatedconceptsandfunctionali-ties,knowbasicvocabulary,overviewofpossibilities,challengesandlimi-tations.
S:Abilitytoreproducesolutionsforsmallproblems,operateadeviceorrunanalgorithmafterinstruction.
A2Exploration(uptoafewdaysofinstructionorself-study)
K:Knowledgeoffundamentalformalismand(working)principles,orland-scapeofapproaches/products/usecases.
S:Abilitytodescribefunctionalitieswithphysicalandmathematicalcon-cepts,readandinterpretanalgorithmorprocessdescription,identifywhichapproachtouseinwhichsituation.
B1Adaptation(e.g.throughasemester-longlecturewithpracticaltasks,homeworkand/orlaboratorycourse;afewweeksofsummerschool)
K:Knowledgeofavarietyofapproaches,specialisedknowledgeinase-lectedsubdomain,awarenessoftheboundariesofthisknowledge.
S:Abilitytoexplaincomplexfunctionalities,adaptapproachesforconcretesettings.
B2Expertise(e.g.throughashortresearchprojectasforabachelorthesis,internshipwithproject)
K:Advancedknowledgeoftheories,approachesandmethodsandtheirvalidity,includingcriticalperspectives,andassessmentofconsequences.
S:Abilitytoadaptordevelopsolutionsforcomplexandunpredictableproblemsandforreal-worldusecaseswithstate-of-the-arttechnologies,identifypossibleusecasesandadvances.
C1Specialisation(e.g.throughalongerresearchprojectsuchasforaMaster’sthesis,alongerinternshiporworkexperiencewithanR&Dproject)
K:Highlyspecialisedknowledgeinonesubdomainandcriticalawarenessofinterconnectionsbetweendi?erent(sub-)domains.
S:Abilityto?ndordevelopinnovativesolutionsfornewproblemsorusecases,generatenewmethods,combineandintegrateapproachesandsolutionsfromdi?erent(sub-)domains.
C2Innovation(e.g.throughalongresearchprojectsuchasaPhDthesis,long-termworkexperienceinanR&Dproject)
K:Mostadvancedknowledgeinthesubdomainandoninterconnectionswithdi?erentapproachesand(sub-)domains.
S:Abilityto?ndordevelopinnovativesolutionsforcriticalproblemsorusecases,evaluateandassesssolutions,extendandrede?neknowledgeorprofessionalpractice.
Examplesforpro?ciencylevels
withK:Knowledge,S:Skills(abilitytodosomething)
A1Awarenessinconceptsandfoundations(1)
K:Basicidea(phenomena-oriented)ofthefundamentalquantumconceptsandvocabularysuchassuperpositionandentanglement,challengesinmeasurementandthroughdecoherence,andbasicmathematicalnotationofquantumstates.
S:AbilitytoexplainthebasicideaofaQTanditspotential.
A2Explorationinquantumcomputing(5)
K:Knowledgeofqubitconceptsandcorrespondingformalism(5.1),over-viewofthealgorithmlandscape(5.5).
S:Abilitytoreadandinterpretanalgorithm(5.3),identifywhichcomputa-tionalapproach(5.5)maybringadvantageforwhichusecase(5.6).
B1Adaptationinquantumsensing:gravity(6.4)
K:Knowledgeofavarietyofquantumsensingdevices(6.2–6.6),special-isedknowledgeaboutquantumgravitysensors(6.4)withcurrentandpo-tentialusecasesandchallenges(from6.7).
S:Abilitytoadaptasensingdevicetoaconcreteusecase,suchasmappingarchaeologicalstructures(6.7.c).
B2Expertiseinquantumcommunication:QKD(7.3)
K:AdvancedknowledgeofQKDprotocols(7.3),includingcriticalperspec-tivesandassessmentofapproaches,e.g.regardingsecurityproofsandconsequencesforimplementation.
S:AbilitytoadaptaQKDsetupforanewusecase,e.g.foravotingproce-dureandassociateddatatransmission,selectthestate-of-the-arttechnol-ogiestobeused;identifypotentialnewusecaseswherethisapproachcanalsobringadvantages.
C1Specialisationinenablingtechnologies:opticaltechnologies(3.3)
K:Highlyspecialisedknowledgeinthe?eldofopticaltechnologies(3.3)andcriticalawarenessofinterconnectionswithothertechnology?eldslikesolid-statetechnologies(3.2)andcontroltechnologies(3.4).
S:Abilitytodevelopinnovativehardwaresystemscombiningcomponentsandcontrolhardware,generatenewmethodstointegrateopticalcompo-nentswithotherhardwarecomponents.
C2Innovationinquantumhardware:superconductingcircuits(7.1)
K:Mostadvancedknowledgeonsuperconductingelectroniccircuits(4.1)andtheiruseasqubitsforquantumcomputingincombinationwithqubitcontrol(4.6)andothertechnologies(3),includingchallengesandstepsto-wardstechnologyrealisation(4.8).
S:Abilitytodevelopinnovativesolutionsforscalableandfault-tolerantqubits,evaluateandassessdi?erentapproaches,extendandrede?nepro-fessionalpracticewithnewandsuccessfulsolutions.
References:
Pro?ciencylevelsystem:LevelA1toC2likeintheCommonEuropeanFrameworkofReferenceforLanguages(CEFR,2020,2001,/lang-cefr),whichhasbeenusedintheEuropeanFrameworkfortheDigitalCompetenceofEducators(DigCompEdu,2017,doi:10.2760/159770),thetemplatefortheframeworkstructureandlevelkeywords.
Pro?ciencyleveldescriptionsarebasedonthelevelsfromTheEuropeanQuali?cationsFramework(EQF,2018.doi:10.2767/750617).
5
1.1
Stationarystates,
energyquantisation,wells
Superposition,
interference
Unitarytimeevolution,Schr?dingerequation,tunneling
Quantummeasure-ment
Probabilisticnatureofquantumphysics
Measurementdynam-ics(statereduction)
No-cloningtheorem,incompletestate
informationfrom
measurement
Staterepresentation,visualisation(e.g.
Bloch/Poincarésphere)
Dynamicsof
two-statesystems
Two-statesystems(e.g.spin-1/2,polari-sation),qubits
Physicalmanipulationwithpulses
Stateevolution,
Blochequation,
Larmorprecession,Rabioscillations
Pureandmixed
quantumstates
Decoherenceandcouplingtotheenvironment
Heisenbergprinciple,complementarity
Entanglement,
Bellinequalities,
non-locality
1.2
Linearalgebra,
functionalanalysis
(Linear)differentialequations
Statistics,probabilitytheory,combinatorics
Advancedmathe-
matics,e.g.topology,grouptheory,
symmetry
Perturbationtheory
Mathematicalfoundations
Statespace,
Diracnotation
Operators,eigenvec-tors,eigenvalues
Classicalinformationtheory,
Shannonentropy
Quantumchannels,
distancemeasures,
vonNeumannentropy
CONCEPTSANDFOUNDATIONS
1
BASICQUANTUMCONCEPTS
MATHEMATICALFORMALISM
ANDINFORMATIONTHEORY
6
PHYSICALFOUNDATIONS
OFQUANTUMTECHNOLOGIES
2
2.1
2.2
2.3
2.4
ATOMICPHYSICS
Electroniclevels,quantumnumbers,leveltransitions,Rydbergstates
Hyperfinestructure,Zeemaneffect,Starkeffect
Angularmomentum(spin,orbital,total),interactions
QUANTUMOPTICSANDELECTRODYNAMICS
Classical,quantumandnon-linearoptics,polarisationdegreesoffreedom
Photonstatistics,bunching,antibunching
Fockstates,coherentstates,squeezedstates
Quantumopticalexperiments,interferometry,microscopyandspectroscopy
Quantumelectrodynamics(QED)
Light-matterinteractions
SOLID-STATEPHYSICS
Properties(bandstructure,electricaltransport,opticalproperties,magnetism)
Semiconductortheory
Superconductivity,Josephsoneffect,Josephsonjunctions
Mesoscopicphenomena,quantumconfinementeffects
Topologicaleffects
Magnetometry,spinmanipulationexperiments
QUANTUMMANY-BODYSYSTEMSANDOPENQUANTUMSYSTEMS
Pauliprinciple,bosons,fermions,FermigasesandFermiliquids
Quantumdegenerategases,Bose-Einsteincondensation
Quantumstatistics,entropy
Molecularphysics
Openquantumsystems
Decoherencemechanisms(relaxation,dephasing,photonloss)
7
ENABLINGTECHNOLOGIES
ANDTECHNIQUES
3
3.1
3.2
3.3
3.4
LABORATORYTECHNIQUES,
NOISEANDSHIELDING
Noiseanalysis
Cryogenic,vacuumandcleanroomtechnologies
Shieldingtechniques,housing,magnets
SOLID-STATETECHNOLOGIES,
NANOTECHNOLOGIES
Micro-andnanostructuring
Quantummaterialsdesign
Micro-andnanoelectronics,e.g.2Delectrongasandmaterials,single-electrontransistor(SET),spintronics
Semiconductortechnologies
Superconductingdevices,SQUIDs
OPTICALTECHNOLOGIES
Classicaloptics
Lasers
Singlephotonsources
Singlephotondetectorsandcameras
Photonics,fibres
CONTROLTECHNOLOGIES
Signalanddataprocessing
Electronics,microwaveandRF(radiofrequency)technologies,frequencyconversion,modulationandgeneration
Lasercooling,laserstabilisation
Generationofspecialquantumstates,
e.g.Bellstates,squeezedstates
Resonators
Opto-electronicalandopto-mechanicalsystems
3.5COMPUTERSANDSOFTWARE
ITinfrastructureandsoftwarestack
Classicalprogramming,algorithmdesignand
softwaredevelopmenttechniques,mathematicalmodelling
Controlsoftware:calibration,guideelectronics/optics,error-robustphysicaloperations,tuningandstabilisationofhardware
Quantumcontrolalgorithms
Machinelearninginspiredandintegratedapproaches
8
QUANTUMHARDWARE
QUANTUMSTATECONTROL
Stateinitialisationandreadout
Statemanipulation,realisationofquantumgates
Qubitcoupling&interconnectivity
Interconversionofdifferentqubittypes
HYBRIDQUANTUMSYSTEMS
Highperformancecomputer(HPC)systems
Machinelearningintegration
Integrationofclassicalandquantumnetworks
Quantuminterfaces
4.8TECHNOLOGYREALISATION
Noise,generalandplatform-specificlimitations,benchmarking
Miniaturisation,scaling
Integrationonachip,e.g.photonicintegratedcircuits,atomchips
4.6
4.7
4
SUPERCONDUCTINGELECTRONIC
4.1
CIRCUITS
Qubittypes,e.g.charge,flux,phase,transmon
SPIN-BASEDSYSTEMS
Electron-spinqubits,nitrogen-vacancy(NV)centresindiamond
Semiconductorquantumdots
Nuclear-spinqubits
NEUTRALATOMSANDIONS
Trappedions
Rydbergatoms
Coldatoms,molecules,quantumgases
Neutralatomsinopticallattices
PHOTONICSYSTEMS
Linearopticalelementsandnetworks,
opticalinstrumentsforphotonsasqubits
Bosonsamplingtechniques
Entangledphotonsources
EMERGINGQUBITCONCEPTS
Topologicalqubits
Molecular-spinqubits
4.2
4.5
4.3
4.4
9
QUANTUMCOMPUTING
ANDSIMULATION
5
BASICS
Reversibility,DiVincenzocriteria
Qubits,quantumgates,universalgateset
Universalfault-tolerantquantum
computers,NISQquantumcomputers
Circuitdesign,notation,matrix
representation
Basicquantumprogrammingtechniques
Complexitytheory,quantumcomplexityclasses,computationallimitations,
quantumadvantage
QUANTUMSIMULATORS
Digitalquantumsimulators
Analoguequantumsimulatorsand(adiabatic)quantumannealers
QUANTUMPROGRAMMING
TOOLSANDSOFTWARE
STACK,ERRORCORRECTION
Graphicalplatforms
Quantumassemblerlanguagesandsoftwaredevelopmentkits,quantumcircuitsimulators
Quantumcompilers,high-levelprogram-mingwithpre-de?ndedsubroutines
Hybridquantum-classicalalgorithmsandquantumembedding
Cloudplatforms
Quantumerrorcorrection,
quantumerrormitigation
QUANTUMCOMPUTING
SUBROUTINES
Quantumamplitudeampli?cation
QuantumFourierTransform(QFT),hiddensubgroup?nding
Quantumphaseestimation
Quantumlinearalgebrasubroutines,quantumsingularvaluedecomposition
Othertechniquesandsubroutines,e.g.quantumwalks,amplitudeestimation
5.2
5.3
5.4
5.1
QUANTUMALGORITHMS
Numbertheoryandfactorisation(e.g.Shoralgorithm)
Oracularalgorithmsanddatabasesearch(e.g.Groveralgorithm)
Linearalgebra(e.g.Harrow-Hassidim-Lloydalgorithm)
Quantumoptimisation
Quantummachinelearning,quantumneuralnetworks
Quantumsimulationalgorithms
Noisyintermediate-scalequantum(NISQ)algorithms:VariationalQuantumEigensolver(VQE),
QuantumApproximateOptimisationAlgorithm(QAOA)
APPLICATIONSOFQUANTUMCOMPUTINGANDSIMULATION
Materialsscience
Pharmaceuticaldrugdiscovery
Catalystdiscovery(improve-mentofchemicalprocesseslikeHaber-Bosch)
Simulationofcomplexpro-cesses,e.g.aerodynamics,structuraldynamics,crash&safety
Computational?uiddynamics,
e.g.air?owaroundaircraft
Surrogatemachinelearning
simulations
Designoptimisation
Routing
Supplychainmanagement,
Insuranceriskassessment
Financialportfoliooptimisation
Satis?abilityproblems(SAT):
ofconstraints
Sequencingproblemsforop-
jobs
Datasecurityand
cryptography
loadingandsizing,productionplanning
Optimisationin?nance,production,network
andlogistics
Manufacturing,e.g.newtypesofbatteries
timalsequenceforexecuting
basedmodelsfornumerical
possiblesolutionsforaset
Engineeringanddesign
5.6
5.5
10
QUANTUMSENSORS
ANDIMAGINGSYSTEMS
6
BASICS
Fundamentalquantumlimits(standardquantumlimit,Heisenberglimit)
De?nitionofSIunits
Measurementcriteria(sensitivity,
resolution,etc.),classicalalternatives,performanceanalysis
ELECTROMAGNETICFIELD
6.2
SENSORS
NVcentres,Rydbergatoms,
superconductingsensors
Atomicmagnetometersandopticallypumpedmagnetometers(OPMs)
TEMPERATURE,PARTICLEANDPRESSURESENSORS
Spin-qubitbasedsensors
Precisionspectroscopygassensors
Optomechanicalsensors
INERTIALANDGRAVITYSENSORS
Micro-electromechanicalsensors(MEMS)
Atominterferometers
Rotatingnanoparticlesensors
QUANTUMIMAGING
Interaction-freemeasurement
Quantumghostimaging,lithography,imagingwithundetectedphotons,
tomographicimagin
Quantumradar,quantumlidar
6.3
6.5
6.4
6.1
ATOMICCLOCKS
Microwaveclocks,atomicfountainclocks,coherentpopula-tiontrapping(CPT)clocks
Opticalclocks,trappedionclocks,neutralatomsinopticallatticesclocks,quantumlogicclocks
Nuclearclocks
Transportableatomicclocks
6.7APPLICATIONSOFQUANTUMSENSORS
Metrologyatasingle
quantumlevel
Medicineand
molecularbiology
Transportandnaviga-
tion,precisetiming
andpositiondetection
Controlinindustrial
processes
Geology,underground
surveys,naturalresourceexploration,archaeology
Civilengineering,
infrastructuremonitoring
Earthmonitoring,naturalhazardprevention
Magneticdetectionof
n
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