SlideShare a Scribd company logo
1 of 4
PRIVACY AWARE
TRAJECTORY DETERMINATION
IN ROAD TRAFFIC NETWORKS

      Preeti Goel, Lars Kulik,
     Ramamohanarao Kotagiri

  Department of Computing and Information
                   Systems
    The University of Melbourne, Australia
TRAFFIC MANAGEMENT

Transportation systems collect huge amounts of vehicle data for
  effective traffic management

Data Sources – Surveys, GPS, RFID,             Possible
Video Cameras, Mobile Phone Logs,            trajectories
Smart Cars, Loop detectors

Trade-off – Privacy and Accuracy
      Full trajectory information –
      High accuracy but no privacy
      for vehicle drivers

      Partial (incomplete)
      trajectory information
OUR APPROACH

Record partial (incomplete) vehicle data locally for trajectory
 determination
Local re-identification of vehicles to build local transition matrices

Goal
 Traffic and transportation forecasting: estimation of the number of vehicles
  using a road network on a particular day/time
 Congestion control: route planning in case of a congested or broken link on
  the network
 Estimation of traffic flows: applications such as the positioning of red-light
  cameras
LOCAL TRANSITION MATRIX

   (D1, Red Car)         (D2,1101)




                   D3

 MD2 = D1          n+1

More Related Content

What's hot

Real time path planning based on hybrid-vanet-enhanced transportation system
Real time path planning based on hybrid-vanet-enhanced transportation systemReal time path planning based on hybrid-vanet-enhanced transportation system
Real time path planning based on hybrid-vanet-enhanced transportation systemPvrtechnologies Nellore
 
The Regulatory Perspective Towards GNSS Adoption in Rail- ERA
The Regulatory Perspective Towards GNSS Adoption in Rail- ERAThe Regulatory Perspective Towards GNSS Adoption in Rail- ERA
The Regulatory Perspective Towards GNSS Adoption in Rail- ERAThe European GNSS Agency (GSA)
 
ESA stems system suitability study for train positioning using ERTMS
ESA stems system suitability study for train positioning using ERTMSESA stems system suitability study for train positioning using ERTMS
ESA stems system suitability study for train positioning using ERTMSThe European GNSS Agency (GSA)
 
EMTRAC Deployed in Olympia Washington_Rev 1
EMTRAC Deployed in Olympia Washington_Rev 1EMTRAC Deployed in Olympia Washington_Rev 1
EMTRAC Deployed in Olympia Washington_Rev 1Jon Meusch, PE
 
STARS Project – GNSS performances, rail environment characterisation and conc...
STARS Project – GNSS performances, rail environment characterisation and conc...STARS Project – GNSS performances, rail environment characterisation and conc...
STARS Project – GNSS performances, rail environment characterisation and conc...The European GNSS Agency (GSA)
 
SC4 Workshop 2: Josep Maria Salanova - Pilot in Thessaloniki
SC4 Workshop 2: Josep Maria Salanova - Pilot in ThessalonikiSC4 Workshop 2: Josep Maria Salanova - Pilot in Thessaloniki
SC4 Workshop 2: Josep Maria Salanova - Pilot in ThessalonikiBigData_Europe
 
Real time path planning based on hybrid vanet enhanced transportation system
Real time path planning based on hybrid vanet enhanced transportation systemReal time path planning based on hybrid vanet enhanced transportation system
Real time path planning based on hybrid vanet enhanced transportation systemIISTech2015
 
Inter vehicular communication
Inter vehicular communicationInter vehicular communication
Inter vehicular communicationMSharathRajan
 
Trafic Sign Localization & Recognition using Client-Server Architecture
Trafic Sign Localization & Recognition using Client-Server ArchitectureTrafic Sign Localization & Recognition using Client-Server Architecture
Trafic Sign Localization & Recognition using Client-Server ArchitectureKishan Patel
 
Transport Modelling Workshop Software Innovation
Transport Modelling Workshop Software InnovationTransport Modelling Workshop Software Innovation
Transport Modelling Workshop Software InnovationJumpingJaq
 
Positioning improvements for Intelligent Transportation Systems (ITS)
Positioning improvements for Intelligent Transportation Systems (ITS)Positioning improvements for Intelligent Transportation Systems (ITS)
Positioning improvements for Intelligent Transportation Systems (ITS)Bastien Terret
 
Efficient Road Detection and Tracking for Unmanned Aerial Vehicle
Efficient Road Detection and Tracking for Unmanned Aerial VehicleEfficient Road Detection and Tracking for Unmanned Aerial Vehicle
Efficient Road Detection and Tracking for Unmanned Aerial VehicleProjectsatbangalore
 
Organisation of Traffic Information in Austria
Organisation of Traffic Information in AustriaOrganisation of Traffic Information in Austria
Organisation of Traffic Information in Austriaboehmchen
 
Sesar swim master class best in class 2014 flight aware
Sesar swim master class best in class 2014 flight awareSesar swim master class best in class 2014 flight aware
Sesar swim master class best in class 2014 flight awareSESAR Joint Undertaking
 
ERSAT Projects – E-GNSS based solution for Low density lines and its certific...
ERSAT Projects – E-GNSS based solution for Low density lines and its certific...ERSAT Projects – E-GNSS based solution for Low density lines and its certific...
ERSAT Projects – E-GNSS based solution for Low density lines and its certific...The European GNSS Agency (GSA)
 

What's hot (20)

Real time path planning based on hybrid-vanet-enhanced transportation system
Real time path planning based on hybrid-vanet-enhanced transportation systemReal time path planning based on hybrid-vanet-enhanced transportation system
Real time path planning based on hybrid-vanet-enhanced transportation system
 
The Regulatory Perspective Towards GNSS Adoption in Rail- ERA
The Regulatory Perspective Towards GNSS Adoption in Rail- ERAThe Regulatory Perspective Towards GNSS Adoption in Rail- ERA
The Regulatory Perspective Towards GNSS Adoption in Rail- ERA
 
ESA stems system suitability study for train positioning using ERTMS
ESA stems system suitability study for train positioning using ERTMSESA stems system suitability study for train positioning using ERTMS
ESA stems system suitability study for train positioning using ERTMS
 
The sydney coordinated adaptive
The sydney coordinated adaptiveThe sydney coordinated adaptive
The sydney coordinated adaptive
 
EMTRAC Deployed in Olympia Washington_Rev 1
EMTRAC Deployed in Olympia Washington_Rev 1EMTRAC Deployed in Olympia Washington_Rev 1
EMTRAC Deployed in Olympia Washington_Rev 1
 
STARS Project – GNSS performances, rail environment characterisation and conc...
STARS Project – GNSS performances, rail environment characterisation and conc...STARS Project – GNSS performances, rail environment characterisation and conc...
STARS Project – GNSS performances, rail environment characterisation and conc...
 
SC4 Workshop 2: Josep Maria Salanova - Pilot in Thessaloniki
SC4 Workshop 2: Josep Maria Salanova - Pilot in ThessalonikiSC4 Workshop 2: Josep Maria Salanova - Pilot in Thessaloniki
SC4 Workshop 2: Josep Maria Salanova - Pilot in Thessaloniki
 
Real time path planning based on hybrid vanet enhanced transportation system
Real time path planning based on hybrid vanet enhanced transportation systemReal time path planning based on hybrid vanet enhanced transportation system
Real time path planning based on hybrid vanet enhanced transportation system
 
Inter vehicular communication
Inter vehicular communicationInter vehicular communication
Inter vehicular communication
 
Trafic Sign Localization & Recognition using Client-Server Architecture
Trafic Sign Localization & Recognition using Client-Server ArchitectureTrafic Sign Localization & Recognition using Client-Server Architecture
Trafic Sign Localization & Recognition using Client-Server Architecture
 
Transport Modelling Workshop Software Innovation
Transport Modelling Workshop Software InnovationTransport Modelling Workshop Software Innovation
Transport Modelling Workshop Software Innovation
 
Positioning improvements for Intelligent Transportation Systems (ITS)
Positioning improvements for Intelligent Transportation Systems (ITS)Positioning improvements for Intelligent Transportation Systems (ITS)
Positioning improvements for Intelligent Transportation Systems (ITS)
 
GNSS Opportunities in Rail
GNSS Opportunities in RailGNSS Opportunities in Rail
GNSS Opportunities in Rail
 
Sia GNSS contribution to rail asset management
Sia GNSS contribution to rail asset managementSia GNSS contribution to rail asset management
Sia GNSS contribution to rail asset management
 
Efficient Road Detection and Tracking for Unmanned Aerial Vehicle
Efficient Road Detection and Tracking for Unmanned Aerial VehicleEfficient Road Detection and Tracking for Unmanned Aerial Vehicle
Efficient Road Detection and Tracking for Unmanned Aerial Vehicle
 
Organisation of Traffic Information in Austria
Organisation of Traffic Information in AustriaOrganisation of Traffic Information in Austria
Organisation of Traffic Information in Austria
 
Sesar swim master class best in class 2014 flight aware
Sesar swim master class best in class 2014 flight awareSesar swim master class best in class 2014 flight aware
Sesar swim master class best in class 2014 flight aware
 
intelligent transportation system
intelligent transportation systemintelligent transportation system
intelligent transportation system
 
Urban traffic management system assignment 2
Urban traffic management system assignment 2Urban traffic management system assignment 2
Urban traffic management system assignment 2
 
ERSAT Projects – E-GNSS based solution for Low density lines and its certific...
ERSAT Projects – E-GNSS based solution for Low density lines and its certific...ERSAT Projects – E-GNSS based solution for Low density lines and its certific...
ERSAT Projects – E-GNSS based solution for Low density lines and its certific...
 

Similar to Acm ff preeti_goel

Predictive Data Dissemination in Vanet
Predictive Data Dissemination in VanetPredictive Data Dissemination in Vanet
Predictive Data Dissemination in VanetDhruvMarothi
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)inventionjournals
 
Inter vehicle communication
Inter vehicle communicationInter vehicle communication
Inter vehicle communicationR prasad
 
Intelligent Transportation System (ITS)
Intelligent Transportation System (ITS)Intelligent Transportation System (ITS)
Intelligent Transportation System (ITS)Jonathan D'Cruz
 
Application of gis and remote sensing in modern transport system
Application of gis and remote sensing in modern transport systemApplication of gis and remote sensing in modern transport system
Application of gis and remote sensing in modern transport systemSabhapathy Civil
 
Satel Áreas de Aplicación
Satel Áreas de AplicaciónSatel Áreas de Aplicación
Satel Áreas de AplicaciónSatel Spain
 
A Mobile Sensing Architecture for Massive Urban Scanning
A Mobile Sensing Architecture for Massive Urban ScanningA Mobile Sensing Architecture for Massive Urban Scanning
A Mobile Sensing Architecture for Massive Urban ScanningEuroCloud
 
Design of an adaptive sign based routing protocol in vanet for sophisticated ...
Design of an adaptive sign based routing protocol in vanet for sophisticated ...Design of an adaptive sign based routing protocol in vanet for sophisticated ...
Design of an adaptive sign based routing protocol in vanet for sophisticated ...IJARIIT
 
Intelligent transportation systems
Intelligent transportation systemsIntelligent transportation systems
Intelligent transportation systemsGourab Debbarma
 
Intelligent transport system presentation
Intelligent transport system   presentationIntelligent transport system   presentation
Intelligent transport system presentationBhekumuzi Xaba
 
Intelligent transport system himanshi
Intelligent transport system   himanshiIntelligent transport system   himanshi
Intelligent transport system himanshiPreeti Rashmi
 
Alibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to ThinkAlibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to ThinkAlibaba Cloud
 
Congestion control & collision avoidance algorithm in intelligent transportation
Congestion control & collision avoidance algorithm in intelligent transportationCongestion control & collision avoidance algorithm in intelligent transportation
Congestion control & collision avoidance algorithm in intelligent transportationIAEME Publication
 
Presentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singh
Presentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singhPresentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singh
Presentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singhJaswinder Singh
 
7A_3_An ontological modelling of communications for an intelligent transport ...
7A_3_An ontological modelling of communications for an intelligent transport ...7A_3_An ontological modelling of communications for an intelligent transport ...
7A_3_An ontological modelling of communications for an intelligent transport ...GISRUK conference
 

Similar to Acm ff preeti_goel (20)

Predictive Data Dissemination in Vanet
Predictive Data Dissemination in VanetPredictive Data Dissemination in Vanet
Predictive Data Dissemination in Vanet
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
 
Inter vehicle communication
Inter vehicle communicationInter vehicle communication
Inter vehicle communication
 
Intelligent Transportation System (ITS)
Intelligent Transportation System (ITS)Intelligent Transportation System (ITS)
Intelligent Transportation System (ITS)
 
Application of gis and remote sensing in modern transport system
Application of gis and remote sensing in modern transport systemApplication of gis and remote sensing in modern transport system
Application of gis and remote sensing in modern transport system
 
Satel Áreas de Aplicación
Satel Áreas de AplicaciónSatel Áreas de Aplicación
Satel Áreas de Aplicación
 
Intelligent transportation system
Intelligent transportation systemIntelligent transportation system
Intelligent transportation system
 
A Mobile Sensing Architecture for Massive Urban Scanning
A Mobile Sensing Architecture for Massive Urban ScanningA Mobile Sensing Architecture for Massive Urban Scanning
A Mobile Sensing Architecture for Massive Urban Scanning
 
Design of an adaptive sign based routing protocol in vanet for sophisticated ...
Design of an adaptive sign based routing protocol in vanet for sophisticated ...Design of an adaptive sign based routing protocol in vanet for sophisticated ...
Design of an adaptive sign based routing protocol in vanet for sophisticated ...
 
Intelligent transportation systems
Intelligent transportation systemsIntelligent transportation systems
Intelligent transportation systems
 
Intelligent transport system presentation
Intelligent transport system   presentationIntelligent transport system   presentation
Intelligent transport system presentation
 
D017522833
D017522833D017522833
D017522833
 
Intelligent transport system himanshi
Intelligent transport system   himanshiIntelligent transport system   himanshi
Intelligent transport system himanshi
 
Automatic vehicle locator
Automatic vehicle locatorAutomatic vehicle locator
Automatic vehicle locator
 
Alibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to ThinkAlibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to Think
 
Congestion control & collision avoidance algorithm in intelligent transportation
Congestion control & collision avoidance algorithm in intelligent transportationCongestion control & collision avoidance algorithm in intelligent transportation
Congestion control & collision avoidance algorithm in intelligent transportation
 
Presentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singh
Presentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singhPresentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singh
Presentation on INTELLIGENT TRANSPORT SYSTEM by jaswinder singh
 
Deepak
DeepakDeepak
Deepak
 
Deepak
DeepakDeepak
Deepak
 
7A_3_An ontological modelling of communications for an intelligent transport ...
7A_3_An ontological modelling of communications for an intelligent transport ...7A_3_An ontological modelling of communications for an intelligent transport ...
7A_3_An ontological modelling of communications for an intelligent transport ...
 

Acm ff preeti_goel

  • 1. PRIVACY AWARE TRAJECTORY DETERMINATION IN ROAD TRAFFIC NETWORKS Preeti Goel, Lars Kulik, Ramamohanarao Kotagiri Department of Computing and Information Systems The University of Melbourne, Australia
  • 2. TRAFFIC MANAGEMENT Transportation systems collect huge amounts of vehicle data for effective traffic management Data Sources – Surveys, GPS, RFID, Possible Video Cameras, Mobile Phone Logs, trajectories Smart Cars, Loop detectors Trade-off – Privacy and Accuracy Full trajectory information – High accuracy but no privacy for vehicle drivers Partial (incomplete) trajectory information
  • 3. OUR APPROACH Record partial (incomplete) vehicle data locally for trajectory determination Local re-identification of vehicles to build local transition matrices Goal  Traffic and transportation forecasting: estimation of the number of vehicles using a road network on a particular day/time  Congestion control: route planning in case of a congested or broken link on the network  Estimation of traffic flows: applications such as the positioning of red-light cameras
  • 4. LOCAL TRANSITION MATRIX (D1, Red Car) (D2,1101) D3 MD2 = D1 n+1