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euroFOT: Large Scale Field Operational
Tests – Impact Assessment

ITS World Congress



Ahmed Benmimoun
Institut für Kraftfahrzeuge, RWTH Aachen University




Martijn van de Noort
TNO - Netherlands Organisation for Applied Scientific Research
Stockholm, September 2009




www.eurofot-ip.eu
Contents

• Motivation and Objectives
• Approach
     Safety Impacts
     Traffic Efficiency Impacts
     Environmental Impacts
• Summary and Outlook




  September 2009   A. Benmimoun - ITS WC   www.eurofot-ip.eu
Objectives of Data Analysis (1/2)

To quantify the impacts on EU level of the functions
tested in the FOT on traffic efficiency, safety and the
environment
     Taking into account various penetration rates
     Providing input for the socio-economic cost-benefit
     analysis (CBA)




  September 2009   A. Benmimoun - ITS WC              www.eurofot-ip.eu
Objectives of Data Analysis (2/2)

The following impacts will be quantified for use in the
CBA:
      Traffic safety: changes in the number of accidents with
      fatalities, injuries (severe, slight) or material damage only
      Traffic efficiency:
           direct effects: travel time changes, but also
           homogenisation/reduction of congestion effects for environmental
           impact assessment
           indirect effects: changes in the amount of accident related
           congestion (based on changes in number of accidents)
      Environment: changes in fuel consumption and emissions of
      CO2
           due to direct traffic efficiency effects
           due to changes in accident related congestion

  September 2009   A. Benmimoun - ITS WC                               www.eurofot-ip.eu
Data Analysis Approach
                 ...                     Questionnaires


                             VMC-Fleet
CO-, CV-, CV+E-data


                       Data quality 
                       Data quality 
                         analysis
                         analysis

                                       SQL Database                              Cost Benefit Analysis




                   Data processing
                   Data processing                                                     Quality
                                                                                       Quality
                                                          specific  hypotheses
                                                          specific  hypotheses       assessment
                                                                                     assessment
                                                            Testing of VMC 
                                                            Testing of VMC 



                              PI‐calculation
                              PI‐calculation                                           Global 
                                                                                        Global 
  Data quality
  Data quality                                                                       assessment
                                                                                     assessment
    analysis
    analysis
                              Data mining
                              Data mining                                        Testing of common
                                                                                 Testing of common
                                                                                     hypotheses
                                                                                     hypotheses
VMC-Specific                                                                     Common


                                            Data Analysis



    September 2009                A. Benmimoun - ITS WC                                                  www.eurofot-ip.eu
General Approach for the Impact
Assessment
The two following methods are planned for the impact assessment,
which needs to provide input for the CBA:
•Direct route: Impact assessment directly from the FOT-data (scaling up
via situational variables)
       Direct impacts are more reliable because data from the FOT is used without
       assumptions
•Modelling route: Impact assessment using models to assess effects for
higher penetration rates (also includes scaling up via situational
variables)
       Especially for functions that influence behaviour of other vehicles (e.g. ACC) the
       direct route is not sufficient
       Use of FOT data as input for models (e.g. changes in driving behaviour)
       Interaction with other (equipped and non-equipped) vehicles can be modelled
       Higher penetration rates than found on the road in the FOT can be modelled
       Possibility to analyse network effects



   September 2009    A. Benmimoun - ITS WC                                              www.eurofot-ip.eu
Tools for Modelling Activties


     PELOPS




 September 2009   A. Benmimoun - ITS WC   www.eurofot-ip.eu
Safety Impacts




 September 2009   A. Benmimoun - ITS WC   www.eurofot-ip.eu
Efficiency Impacts




 September 2009   A. Benmimoun - ITS WC   www.eurofot-ip.eu
Environmental Impacts




 September 2009   A. Benmimoun - ITS WC   www.eurofot-ip.eu
Summary and Outlook

Current status:
• Basic methodology defined so far and described in a Data
  Analysis Plan for each Vehicle Management Centre in euroFOT
Next steps
• Refinement of methodology and approach for impact assessment
        Translation of surrogate measures (changes in driver and driving behaviour) into changes
        in accident risk
        Translation of decrease of incidents into decrease of accidents
        ...
•   Test and evaluation of the methodology with data from FOT Pilot
•   Finalisation of methodology for impact assessment
•   Conduction of impact assessment for the considered functions
•   Conduction of a socio-economic cost-benefit analysis
•   Final results are to be expected for summer 2011

    September 2009    A. Benmimoun - ITS WC                                                 www.eurofot-ip.eu

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euroFOT: large scale field operational tests - Impact Assessment

  • 1. euroFOT: Large Scale Field Operational Tests – Impact Assessment ITS World Congress Ahmed Benmimoun Institut für Kraftfahrzeuge, RWTH Aachen University Martijn van de Noort TNO - Netherlands Organisation for Applied Scientific Research Stockholm, September 2009 www.eurofot-ip.eu
  • 2. Contents • Motivation and Objectives • Approach Safety Impacts Traffic Efficiency Impacts Environmental Impacts • Summary and Outlook September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 3. Objectives of Data Analysis (1/2) To quantify the impacts on EU level of the functions tested in the FOT on traffic efficiency, safety and the environment Taking into account various penetration rates Providing input for the socio-economic cost-benefit analysis (CBA) September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 4. Objectives of Data Analysis (2/2) The following impacts will be quantified for use in the CBA: Traffic safety: changes in the number of accidents with fatalities, injuries (severe, slight) or material damage only Traffic efficiency: direct effects: travel time changes, but also homogenisation/reduction of congestion effects for environmental impact assessment indirect effects: changes in the amount of accident related congestion (based on changes in number of accidents) Environment: changes in fuel consumption and emissions of CO2 due to direct traffic efficiency effects due to changes in accident related congestion September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 5. Data Analysis Approach ... Questionnaires VMC-Fleet CO-, CV-, CV+E-data Data quality  Data quality  analysis analysis SQL Database Cost Benefit Analysis Data processing Data processing Quality Quality specific  hypotheses specific  hypotheses assessment assessment Testing of VMC  Testing of VMC  PI‐calculation PI‐calculation Global  Global  Data quality Data quality assessment assessment analysis analysis Data mining Data mining Testing of common Testing of common hypotheses hypotheses VMC-Specific Common Data Analysis September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 6. General Approach for the Impact Assessment The two following methods are planned for the impact assessment, which needs to provide input for the CBA: •Direct route: Impact assessment directly from the FOT-data (scaling up via situational variables) Direct impacts are more reliable because data from the FOT is used without assumptions •Modelling route: Impact assessment using models to assess effects for higher penetration rates (also includes scaling up via situational variables) Especially for functions that influence behaviour of other vehicles (e.g. ACC) the direct route is not sufficient Use of FOT data as input for models (e.g. changes in driving behaviour) Interaction with other (equipped and non-equipped) vehicles can be modelled Higher penetration rates than found on the road in the FOT can be modelled Possibility to analyse network effects September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 7. Tools for Modelling Activties PELOPS September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 8. Safety Impacts September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 9. Efficiency Impacts September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 10. Environmental Impacts September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu
  • 11. Summary and Outlook Current status: • Basic methodology defined so far and described in a Data Analysis Plan for each Vehicle Management Centre in euroFOT Next steps • Refinement of methodology and approach for impact assessment Translation of surrogate measures (changes in driver and driving behaviour) into changes in accident risk Translation of decrease of incidents into decrease of accidents ... • Test and evaluation of the methodology with data from FOT Pilot • Finalisation of methodology for impact assessment • Conduction of impact assessment for the considered functions • Conduction of a socio-economic cost-benefit analysis • Final results are to be expected for summer 2011 September 2009 A. Benmimoun - ITS WC www.eurofot-ip.eu