PROJECT IDEA : AN INTEGRATED FRAMEWORK FOR A CONTEXT-AWARE … · 2019-02-05 · Project : An...

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PROJECT IDEA : AN INTEGRATED FRAMEWORK FOR A CONTEXT-AWARE MOBILITY AMIRA BEN HAMIDA IRT SYSTEMX

Transcript of PROJECT IDEA : AN INTEGRATED FRAMEWORK FOR A CONTEXT-AWARE … · 2019-02-05 · Project : An...

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PROJECTIDEA:ANINTEGRATEDFRAMEWORKFORACONTEXT-AWAREMOBILITY

AMIRABENHAMIDAIRTSYSTEMX

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Researchprojets

83 24

Partners

Industrialpartners

Academiclaboratories

23projectsongoingand13projectscompleted

130

IndustrialfinancingFinance

M€

FrenchResearchNationalAgency

100researchers-engineers,30doctoralstudents

Researchers-engineersanddoctoralstudents

SystemX Technological Research Institute

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DatascienceandInteraction

ScientificComputation&Optimization

Systems&SoftwareEngineering

InfrastructureandNetworks

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Howtooffertoeachpassengeradoor-2-doortransportthatisgreener,faster,cheaper,withfewwalkingdistance,withshops,

withoutshops,etc?

Howtoreduce(asmuchaspossible)infrastructurecostandenergyconsumption?

Numbers

Objectives

8%ofrailpassengersgrowthperyearinEU

+44%ofpassengersgrowthduringsummer

holidays2017

1043millionspassengers2017

Manymobilityconstraints

Manymobilitypreferences

Demand-driven

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EnergySupply

Multi-ModalTransport

PassengersFlows

Holidays Weather UserHabits

ContextAnomalies/events

impacts

impacts

Weathercanbeforecasted

EnergySupplycanbesecured

Eventscanbeaddressed

UserHabitscanbeidentified

Infrastructurecanbeadapted

Itinerariescanbeupdated

SensorsandMeteringHistoricalandreal-timedata

Observation:AcomplexandMulti-layeredSystem

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Project:AnIntegratedFrameworkforaContext-awareMobility

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Providinganinteroperablemiddlewarethatensuresacommonmodelcommunication

betweenservicesanddatasources.

Asmartgridmodelthatincludesoptimizationtechniquesfortheenergymix.

Asetofanalyticalgorithmsasawellasapassengerprofilemodeltorecommendadapted

context-awareandmulti-criteriaitineraries.

IP3FUTURETRACTIONPOWERSUPPLYFORRAILWAYSANDPUBLICTRANSPORT

IP4COMPLEMENTARYTRAVELEXPERTSERVICES

IP2SUPPORTTODEVELOPMENTOFDEMONSTRATORPLATFORMFORTRAFFICMANAGEMENT

Ourprojectaimsatprovidingacontext-awaremobilitythatconsidersallthecollecteddatafromsensors,meters,weatherforecasts,energygeneration,flowmeasurementtodesignanintegratedsolutionfederatingfivemainactors:•  Energyutilitiesformanagingtheenergy-mixforrailwaypowersupply:renewableenergyproductionis

forecastedtoanticipatepeaksofpassengersandtoalign(permanentandpunctual)energy(aheadoftimeandreal-time).

•  Powergridsystemoperators:InvestinnewtechnologiestomaximizeinfrastructureROIandefficiency.•  Transportsystemoperators:Networkplanningiscomputedbasedonpassengerflowsandrenewableenergy

generation(long-term).Theycanbeupdated(inshort-termtoreal-time)totakeintoaccountchangesinpredictionsandspecialevents.

•  Mobilityserviceprovidersandpassengers:Passengerscanberecommendedeachacustomizeditinerary.Passengerscanbereroutedtootherpathswithoutloosingcomfort,astheirbehaviorislearntthankstointeractivemachinelearning.

Theconsortiumshouldincludemobilityoperators,energyutility,technologicalserviceproviders,..

Multi-criteriaoptimizationforcustomizedpaths

Micro-servicesbasedsoftwarearchitecture

Heterogeneouscollecteddatafrompassengers,stations,trains,events,sensors,...

InteractiveMLforidentifyingusertravelpreferences Mobilitynetworkutilizationandinvestmentoptimization

Unsupervisedlearningforidentifyinguserhabits

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Realization:Howcanweimplementthisproject?

Heterogeneouscollecteddatafrompassengers,energy,stations,trains,energy,events,sensors,...

Simulation MachinelearningMono/multi

criteriaoptimization

Micro-servicessoftware

archite

cture Supervised Unsupervised Interactive

Improvemobilitynetwork

supervisionandplanning

Customizedtravelpaths

Identifyinguserprofiles

Identifyingusertravel(weighted)preferences

PermanentTeam21Datascienceandinteraction,8ScientificComputationandOptimization8SystemandSoftwareEngineering

HubConnectiontoahubofpartners,cities,academicandindustrialindigital,energy,andtransportfields.

BackgroundSeveralResearchandInnovation3ongoingProjectsinMobility,2Energy,2autonomousvehicles,..

EuropeanProjectsSeveralH2020EuropeanProjects,In2Rail,Holiship,TOICA,..

Multi-modaltransportation

Powergrid

Maximizepowergrid

infrastructureROIandefficiency

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Context-aware system design: a data-oriented perspectivetanca.faculty.polimi.it/wp-content/uploads/Tanca-SAC12-context@... · Context-aware system design: a data-oriented ... Context-aware

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Context-Aware Captions From Context-Agnostic …openaccess.thecvf.com/content_cvpr_2017/papers/Vedantam...Context-aware Captions from Context-agnostic Supervision Ramakrishna Vedantam1

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Context-Aware User Authentication — Supporting Proximity ...ciae.cs.uiuc.edu/SRG/context-aware-auth.pdf · context-aware user authentication protocol, which (1) uses a JavaCard

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