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Powered two-wheeler rider
    eye-height determination
    Stergios Dimoulas, Basil Psarianos,
    Constantinos Antoniou and Sophia Vardaki

    National Technical University of Athens (NTUA)


    92nd Annual Meeting of the Transportation Research Board
    January 2013 - Washington, D.C.
!
!


              Research motivation
2	
  


        ¨    PTW rider eye-height affects rider
              safety and highway design
               ¤  Vulnerable riders need to detect larger
                   number of possible hazards
               ¤  Vehicle angle/speed may affect rider eye-
                   height
        ¨    Limited research has been reported in
              the literature (e.g. Davoodi et al., 2011)
               ¤  While   there is extensive research in eye-
                   height determination for other vehicle types
                   (cars, trucks)
              TRB 2013	
                                          16/1/2013	
  
!


        US fatality data (GAO, 2012)
3	
  


        ¨  5.4 million of motor-vehicle crashes in 2010
        ¨  8.4 million of motorcycle registrations in 2010

        ¨  Decrease of passenger car fatalities

              ¤  (1991:   30.776, 2010: 22.187)
        ¨    Increase of motorcycle fatalities
              ¤  (1991:2.806,    2010: 4.502)
        ¨  Most vulnerable age group: 45-54
        ¨  PTW riders most vulnerable group

              ¤  30   times more likely to die
        TRB 2013	
                                            16/1/2013	
  
!


        Objective
4	
  


        ¨  Investigate the parameters that affect PTW rider
            eye-height
        ¨  Determine appropriate values




        TRB 2013	
                                       16/1/2013	
  
!


        PTW rider eye-height
5	
  




        Depends on                             Influences
        ¨    Anthropometric Characteristics   ¨    Sight Distance
        ¨    Type of PTW                      ¨    Road Design
        ¨    Riding Position                  ¨    Road Safety Levels
        ¨    Seat Height
        ¨    Load
        ¨    Weather Conditions
        ¨    Radius of Horizontal Curves
        ¨    Velocity

        TRB 2013	
                                                  16/1/2013	
  
!


         Methodology and data collection
6	
  




Experimental design

                                                        Exploratory
        Experimental setup                                                Data
                                                         statistical
                                                                         analysis
                                                          analysis
           Selection of study areas


                 Extraction of measurements


                        Setup and data collection                 Analysis
         TRB 2013	
                                                          16/1/2013	
  
!


        Experimental design
7	
  


                                    Freeway

        Type of Road Facility
                                    Major Urban Arterial


                                    Motorbike


        Type of PTW

                                    Scooter


        TRB 2013	
                                         16/1/2013	
  
!


        Experimental design
8	
  




                       Standard




        Class of PTW   Cruiser




                       Sport

        TRB 2013	
                16/1/2013	
  
!


        Experimental design
9	
  




        TRB 2013	
            16/1/2013	
  
!


         Selection of study areas
10	
  



                        •  Road Speed & Classification
                        •  PTW Traffic Volume & Traffic Conditions
                        •  Horizontal & Vertical Alignment & Profile
             Criteria
                        •  Roadside Area Conditions
                        •  Weather & Lighting Conditions
                        •  Accessibility of the sites




         TRB 2013	
                                             16/1/2013	
  
!


         Selection of study areas
11	
  




         OMORFOKLISIAS                                           ATTICA
         (VEIKOU) AVENUE                                        TOLLWAY


  Major Urban Arterial
Max Speed Limit 70km/hr
                                                             Suburban Freeway
                                                            Speed Limit 120km/hr



                        P1: Omorfoklisias (Veikou) Avenue
         TRB 2013	
     P2: Attica Tollway                            16/1/2013	
  
!


         Selection of study areas
12	
  

                        ATTICA TOLLWAY




         TRB 2013	
                      16/1/2013	
  
!


         Selection of study areas
13	
  

                         OMORFOKLISIAS
                        (VEIKOU) AVENUE




         TRB 2013	
                       16/1/2013	
  
!


         Extraction of measurements
14	
  

                                   MEASUREMENTS


                             AutoCAD                Pinnacle

                                                      Φ2
              Φ1                           Φ2

                                                      PTW
         Δy             s              S        D    Speed


              TRB 2013	
  

                                                               16/1/2013	
  
!


         Measurements
15	
  




         TRB 2013	
         16/1/2013	
  
!


         Measurements
16	
  




         TRB 2013	
         16/1/2013	
  
!


         Measurements
17	
  




         TRB 2013	
         16/1/2013	
  
!
                                                            Eye−height distribution by type of motorbike                                                Speed distribution by type of scooter
                                                                             Attiki Odos                                                                             Attiki Odos




                                                      1.0




                                                                                                                                              1.0
                                                                                                                                              0.8
                                                      0.8
                                                                                                                                                                                  ●




                                                                                                                           Proportion <= x
                              Proportion <= x

18	
  




                                                                                                                                              0.6
                                                      0.6           ●   Cruiser
                                                                        Sport
                                                                                                                                                         ●   Cruiser
                                                                                                                                                             Standard
                                                                        Standard




                                                                                                                                              0.4
                                                      0.4




                                                                                                                                              0.2
                                                      0.2




                                                                                       ●




                                                                                                                                              0.0
                                                      0.0




                                                                                                                                                    0           50         100            150         200
                                                              1.0        1.2       1.4      1.6       1.8     2.0
                                                                                                                                                                        Speed (kph)
                                                                                Eye−height (m)
                                                      Eye−height distribution by type of motorbike                                                  Speed distribution by type of scooter
                                                                         Veikou                                                                                    Veikou




                                                                                                                                             1.0
                                                1.0




                                                                                                                                             0.8
                                                0.8




                                                                                                                                                                            ●




                                                                                                                    Proportion <= x
            Proportion <= x




                                                                                                                                             0.6
                                                0.6




                                                                                                  ●    Cruiser                                                                        ●    Cruiser
                                                                                                       Sport
                                                                                                                                                                                           Standard



                                                                                                                                             0.4
                                                                                                       Standard
                                                0.4




                                                                                                                                             0.2
                                                0.2




                                                                                   ●
                                                                                                                                             0.0
                                                0.0




                                                            1.0         1.2     1.4        1.6        1.8     2.0                                   0           50          100            150         200
         TRB 2013	
                                                                                                                                                                        16/1/2013	
  
                                                                               Eye−height (m)                                                                           Speed (kph)
Speed distribution by type of motorbike !                                                    Speed distribution by type of scooter
                                                    Attiki Odos                                                                                 Attiki Odos




                                1.0




                                                                                                                           1.0
                                0.8




                                                                                                                           0.8
19	
                                                                                                                                                            ●
             Proportion <= x




                                                                                           Proportion <= x
                                                    Cruiser
                                0.6
                                              ●




                                                                                                                           0.6
                                                    Sport                                                                              ●   Cruiser
                                                    Standard                                                                               Standard
                                0.4




                                                                                                                           0.4
                                0.2




                                                                                                                           0.2
                                                                     ●
                                0.0




                                                                                                                           0.0
                                      0               50          100        150    200
                                                                                                                                   0          50         100            150        200
                                                               Speed (kph)
                                                                                                                                                      Speed (kph)
                                      Speed distribution by type of motorbike                                                          Speed distribution by type of scooter
                                                       Veikou                                                                                         Veikou




                                                                                                                             1.0
                                1.0




                                                                                                                             0.8
                                0.8




                                                                                                                                                          ●




                                                                                                         Proportion <= x
              Proportion <= x




                                                  Cruiser




                                                                                                                             0.6
                                          ●
                                0.6




                                                  Sport
                                                                                                                                                                    ●   Cruiser
                                                  Standard
                                                                                                                                                                        Standard


                                                                                                                             0.4
                                0.4




                                                                                                                             0.2
                                0.2




                                                           ●
                                                                                                                             0.0
                                0.0




                                                                                                                                       0       50         100           150    200
         TRB 2013	
                   0               50           100        150    200                                                                                  16/1/2013	
  
                                                                                                                                                      Speed (kph)
                                                               Speed (kph)
!

                                                       PTW rider eye−height by road, PTW type and class
                                       Motorbike             Motorbike                               Motorbike                            Scooter                Scooter
                                        Cruiser               Sport                                  Standard                             Cruiser                Standard
                                                                                                              ●
20	
                                                                                                             ●
                     1.7                                                                               ●       ●●●                          ●
                                                                                                             ●●
                                                                                                    ●● ● ● ●●● ●     ●
                                                                                                      ● ● ● ●● ● ●
                                                                                                         ●           ●                     ● ●                  ●
                                                                                                          ●●● ● ●                          ●● ●
                                                                                                      ● ●
                                                                                                       ●
                                                                                                      ● ●● ●● ●
                                                                                                               ●             ●         ●
                                                                                                                                                                ●● ●      ●
                                         ●
                                                                       ●
                                                                           ●                       ● ● ● ●●●● ●
                                                                                                         ●               ●           ●     ●
                                                                                                                                           ● ●● ●                     ●   ●
                     1.6                                        ●
                                                                               ●
                                                                                                  ●    ●● ●
                                                                                                      ●● ● ●
                                                                                                       ● ● ●● ● ●
                                                                                                                         ●             ●   ●●●    ●             ● ● ● ●● ●
                                                                          ● ●                          ●
                                                                                                       ●   ●● ●●                       ●●●●    ● ●●                ● ● ●
                                                                                                                                                                   ●●
                                             ●                ●● ● ●
                                                                ●       ●
                                                                        ●   ● ●
                                                                                                      ●
                                                                                                         ● ● ●
                                                                                                               ●
                                                                                                        ● ●●●● ● ●   ●               ● ● ● ● ●● ● ●
                                                                                                                                      ●                         ●
                                                                                                                                                             ● ● ●●     ●
                                             ●                        ●● ●                                                               ● ● ●●●●
                                                                                                                                       ● ●
                                                                                                                                        ●                        ● ● ●●




                                                                                                                                                                                  AttikiOdos
                                                                 ●● ● ●
                                                                    ● ●                                ● ●● ●● ● ●   ●
                                                                                                                                               ●●
                                                                                                                                          ●● ● ●                  ●
                                                                                                                                                               ●● ●  ●    ●
                                                                                ●                              ●                           ●                  ● ●● ●    ●
                     1.5                     ●                   ●●
                                                                          ●
                                                                          ● ●   ●                    ●
                                                                                                         ● ●● ●
                                                                                                          ●              ●              ●
                                                                                                                                                                ●● ● ● ●
                                                                                                                                                                   ●
                                                                                                                                                                              ●
                                                                   ●● ● ●
                                                                      ●
                                                                    ● ●       ●                           ●
                                                                                                                                                                ● ●●
                                                                                                                                                                    ●
                                                                                                                                                                   ●
                                                                                                                                                                ● ●●
                                         ●                          ● ● ●                                                                                       ● ●
                                                                    ●   ●
                     1.4                                              ●



                     1.3
                                                                                       ●
    Eye height (m)




                                                                                   ●


                     1.2
                                                                                   ●




                     1.7
                                                                                                ● ●
                     1.6                                           ●                          ●● ●
                                                                                               ● ●      ●●
                                                                                                  ● ●
                                                                                                 ● ●      ●                              ●                   ●
                                                                                                 ●● ●
                                                                                              ●● ● ●●
                                                                                                 ●
                                                                                                 ●                                   ● ●
                                                                                                                                                                  ●
                                                                                                                                                              ● ●● ●
                                                                                               ●●
                                                                                            ● ● ● ● ●● ● ●
                                                                                                 ●                                                            ●●     ●
                                                                                                 ●                                    ● ● ●                ● ●● ●● ●●
                                                       ●                                   ●    ● ● ●●      ●                          ●                    ●●● ● ●




                                                                                                                                                                                  Veikou
                     1.5                                   ● ●                                  ● ●
                                                                                                 ●●                                   ●
                                                                                                                                    ● ● ●●
                                                                                                                                           ●                ● ●
                              ●                               ●                               ● ● ● ●●
                                                                                                ● ● ●
                                                                                                 ●      ●
                                                                                                                                           ●
                                                                                                                                               ●         ● ●● ● ●●
                                                                                                                                                            ● ● ●
                                                                                                                                                             ●●
                                                                                                                                                             ●●
                                                                                                                                                            ● ●
                                                                                                ●●● ●                              ● ●                     ●●●●      ● ●
                                                       ●
                                  ●                          ●
                                                           ●● ●                                 ● ●●●                              ●   ● ●●
                                                                                                                                       ●                    ● ●● ● ● ●
                                                                                                                                                            ●
                                                                                                                                                           ● ●●●●
                                                                                                                                                           ● ●● ●
                                                                       ●
                                                                        ●                   ●● ● ● ●●
                                                                                                  ●                              ●     ●                       ●
                                                                                                                                                           ●●●● ● ● ●
                                                                                                                                                            ● ● ●●●
                                                                                                                                                                ●
                                                             ● ●                                      ●                            ● ●                      ● ● ●●
                                                                                                                                                               ●
                                                                                                                                                             ●● ●
                     1.4          ●●                          ●                                                                                            ● ● ●● ●
                                                                                                                                                                  ● ●
                                                                                                                                                                   ●
                                                                                                                                                               ●●
                                                                                                                                                               ● ●
                                                                           ●
                                                                                   ●

                     1.3                                     ●


                     1.2

                                       100       150        100            150                      100           150                   100        150          100        150
                                                                                              Speed (km/h)

                           TRB 2013	
                                                                                                                                 16/1/2013	
  
!


             A simple model
    21	
  


                                         Estimate       Std.Error        t-value
             (Intercept)                  1.596           0.004           360.1
             RoadVeikou                   -0.083          0.005           -16.5
             TypeScooter                  -0.045          0.005            -8.6
             Sport                        -0.093          0.008           -11.8
             Residual standard error              0.056 (533 d.o.f.)
               2
             R                                          0.444
             Adjusted R2                                0.441
             F-statistic               142 (3 and 533 d.o.f.) / p-value <2.2E-16
!




             TRB 2013	
                                                  16/1/2013	
  
!


          Discussion and conclusion
22	
  


         Ø  Minimum Representative Value of PTW Rider’s Eye-Height 1,250m
         Ø  Maximum Representative Value of PTW Rider’s Eye-Height 1,700m
         Ø  Minimum Representative Value of PTW Rider’s Eye-Height 1,250m >
            Road Design Value 1,000m
         Ø  Difference between two studies
             Ø  Dimoulas et al. (2013): 1,250m, Davoodi et al. (2011):1,350m
         Ø  PTWs’ Operating Speed at Freeway V85 = 144km/hr
         Ø  PTWs’ Operating Speed at Major Arterial Urban V85 = 103km/hr
         Ø  PTW Rider’s Eye-Height is not influenced by the PTW velocity


          TRB 2013	
                                                        16/1/2013	
  
!


         Discussion and conclusion
23	
  


                Ø  PTW Rider’s Eye-Height at Freeway > PTW Rider’s
                    Eye-Height at Major Urban Arterial



                Ø  Road Design
                    (horizontal curves)




         TRB 2013	
                                           16/1/2013	
  
Powered two-wheeler
    rider eye-height determination
    Stergios Dimoulas, Basil Psarianos,
    Constantinos Antoniou and Sophia Vardaki

    National Technical University of Athens (NTUA)


    92nd Annual Meeting of the Transportation Research Board
    January 2013 - Washington, D.C.
!

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PTWs' Eyeheight1

  • 1. Powered two-wheeler rider eye-height determination Stergios Dimoulas, Basil Psarianos, Constantinos Antoniou and Sophia Vardaki National Technical University of Athens (NTUA) 92nd Annual Meeting of the Transportation Research Board January 2013 - Washington, D.C. !
  • 2. ! Research motivation 2   ¨  PTW rider eye-height affects rider safety and highway design ¤  Vulnerable riders need to detect larger number of possible hazards ¤  Vehicle angle/speed may affect rider eye- height ¨  Limited research has been reported in the literature (e.g. Davoodi et al., 2011) ¤  While there is extensive research in eye- height determination for other vehicle types (cars, trucks) TRB 2013   16/1/2013  
  • 3. ! US fatality data (GAO, 2012) 3   ¨  5.4 million of motor-vehicle crashes in 2010 ¨  8.4 million of motorcycle registrations in 2010 ¨  Decrease of passenger car fatalities ¤  (1991: 30.776, 2010: 22.187) ¨  Increase of motorcycle fatalities ¤  (1991:2.806, 2010: 4.502) ¨  Most vulnerable age group: 45-54 ¨  PTW riders most vulnerable group ¤  30 times more likely to die TRB 2013   16/1/2013  
  • 4. ! Objective 4   ¨  Investigate the parameters that affect PTW rider eye-height ¨  Determine appropriate values TRB 2013   16/1/2013  
  • 5. ! PTW rider eye-height 5   Depends on Influences ¨  Anthropometric Characteristics ¨  Sight Distance ¨  Type of PTW ¨  Road Design ¨  Riding Position ¨  Road Safety Levels ¨  Seat Height ¨  Load ¨  Weather Conditions ¨  Radius of Horizontal Curves ¨  Velocity TRB 2013   16/1/2013  
  • 6. ! Methodology and data collection 6   Experimental design Exploratory Experimental setup Data statistical analysis analysis Selection of study areas Extraction of measurements Setup and data collection Analysis TRB 2013   16/1/2013  
  • 7. ! Experimental design 7   Freeway Type of Road Facility Major Urban Arterial Motorbike Type of PTW Scooter TRB 2013   16/1/2013  
  • 8. ! Experimental design 8   Standard Class of PTW Cruiser Sport TRB 2013   16/1/2013  
  • 9. ! Experimental design 9   TRB 2013   16/1/2013  
  • 10. ! Selection of study areas 10   •  Road Speed & Classification •  PTW Traffic Volume & Traffic Conditions •  Horizontal & Vertical Alignment & Profile Criteria •  Roadside Area Conditions •  Weather & Lighting Conditions •  Accessibility of the sites TRB 2013   16/1/2013  
  • 11. ! Selection of study areas 11   OMORFOKLISIAS ATTICA (VEIKOU) AVENUE TOLLWAY Major Urban Arterial Max Speed Limit 70km/hr Suburban Freeway Speed Limit 120km/hr P1: Omorfoklisias (Veikou) Avenue TRB 2013   P2: Attica Tollway 16/1/2013  
  • 12. ! Selection of study areas 12   ATTICA TOLLWAY TRB 2013   16/1/2013  
  • 13. ! Selection of study areas 13   OMORFOKLISIAS (VEIKOU) AVENUE TRB 2013   16/1/2013  
  • 14. ! Extraction of measurements 14   MEASUREMENTS AutoCAD Pinnacle Φ2 Φ1 Φ2 PTW Δy s S D Speed TRB 2013   16/1/2013  
  • 15. ! Measurements 15   TRB 2013   16/1/2013  
  • 16. ! Measurements 16   TRB 2013   16/1/2013  
  • 17. ! Measurements 17   TRB 2013   16/1/2013  
  • 18. ! Eye−height distribution by type of motorbike Speed distribution by type of scooter Attiki Odos Attiki Odos 1.0 1.0 0.8 0.8 ● Proportion <= x Proportion <= x 18   0.6 0.6 ● Cruiser Sport ● Cruiser Standard Standard 0.4 0.4 0.2 0.2 ● 0.0 0.0 0 50 100 150 200 1.0 1.2 1.4 1.6 1.8 2.0 Speed (kph) Eye−height (m) Eye−height distribution by type of motorbike Speed distribution by type of scooter Veikou Veikou 1.0 1.0 0.8 0.8 ● Proportion <= x Proportion <= x 0.6 0.6 ● Cruiser ● Cruiser Sport Standard 0.4 Standard 0.4 0.2 0.2 ● 0.0 0.0 1.0 1.2 1.4 1.6 1.8 2.0 0 50 100 150 200 TRB 2013   16/1/2013   Eye−height (m) Speed (kph)
  • 19. Speed distribution by type of motorbike ! Speed distribution by type of scooter Attiki Odos Attiki Odos 1.0 1.0 0.8 0.8 19   ● Proportion <= x Proportion <= x Cruiser 0.6 ● 0.6 Sport ● Cruiser Standard Standard 0.4 0.4 0.2 0.2 ● 0.0 0.0 0 50 100 150 200 0 50 100 150 200 Speed (kph) Speed (kph) Speed distribution by type of motorbike Speed distribution by type of scooter Veikou Veikou 1.0 1.0 0.8 0.8 ● Proportion <= x Proportion <= x Cruiser 0.6 ● 0.6 Sport ● Cruiser Standard Standard 0.4 0.4 0.2 0.2 ● 0.0 0.0 0 50 100 150 200 TRB 2013   0 50 100 150 200 16/1/2013   Speed (kph) Speed (kph)
  • 20. ! PTW rider eye−height by road, PTW type and class Motorbike Motorbike Motorbike Scooter Scooter Cruiser Sport Standard Cruiser Standard ● 20   ● 1.7 ● ●●● ● ●● ●● ● ● ●●● ● ● ● ● ● ●● ● ● ● ● ● ● ● ●●● ● ● ●● ● ● ● ● ● ●● ●● ● ● ● ● ●● ● ● ● ● ● ● ● ● ●●●● ● ● ● ● ● ● ●● ● ● ● 1.6 ● ● ● ●● ● ●● ● ● ● ● ●● ● ● ● ● ●●● ● ● ● ● ●● ● ● ● ● ● ●● ●● ●●●● ● ●● ● ● ● ●● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ●●●● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ●● ● ● ●● ● ● ● ●●●● ● ● ● ● ● ●● AttikiOdos ●● ● ● ● ● ● ●● ●● ● ● ● ●● ●● ● ● ● ●● ● ● ● ● ● ● ● ●● ● ● 1.5 ● ●● ● ● ● ● ● ● ●● ● ● ● ● ●● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ●● ● ● ● ●● ● ● ● ● ● ● ● ● 1.4 ● 1.3 ● Eye height (m) ● 1.2 ● 1.7 ● ● 1.6 ● ●● ● ● ● ●● ● ● ● ● ● ● ● ●● ● ●● ● ●● ● ● ● ● ● ● ●● ● ●● ● ● ● ● ●● ● ● ● ●● ● ● ● ● ● ● ●● ●● ●● ● ● ● ● ●● ● ● ●●● ● ● Veikou 1.5 ● ● ● ● ●● ● ● ● ●● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ●● ● ●● ● ● ● ●● ●● ● ● ●●● ● ● ● ●●●● ● ● ● ● ● ●● ● ● ●●● ● ● ●● ● ● ●● ● ● ● ● ● ●●●● ● ●● ● ● ● ●● ● ● ●● ● ● ● ● ●●●● ● ● ● ● ● ●●● ● ● ● ● ● ● ● ● ●● ● ●● ● 1.4 ●● ● ● ● ●● ● ● ● ● ●● ● ● ● ● 1.3 ● 1.2 100 150 100 150 100 150 100 150 100 150 Speed (km/h) TRB 2013   16/1/2013  
  • 21. ! A simple model 21   Estimate Std.Error t-value (Intercept) 1.596 0.004 360.1 RoadVeikou -0.083 0.005 -16.5 TypeScooter -0.045 0.005 -8.6 Sport -0.093 0.008 -11.8 Residual standard error 0.056 (533 d.o.f.) 2 R 0.444 Adjusted R2 0.441 F-statistic 142 (3 and 533 d.o.f.) / p-value <2.2E-16 ! TRB 2013   16/1/2013  
  • 22. ! Discussion and conclusion 22   Ø  Minimum Representative Value of PTW Rider’s Eye-Height 1,250m Ø  Maximum Representative Value of PTW Rider’s Eye-Height 1,700m Ø  Minimum Representative Value of PTW Rider’s Eye-Height 1,250m > Road Design Value 1,000m Ø  Difference between two studies Ø  Dimoulas et al. (2013): 1,250m, Davoodi et al. (2011):1,350m Ø  PTWs’ Operating Speed at Freeway V85 = 144km/hr Ø  PTWs’ Operating Speed at Major Arterial Urban V85 = 103km/hr Ø  PTW Rider’s Eye-Height is not influenced by the PTW velocity TRB 2013   16/1/2013  
  • 23. ! Discussion and conclusion 23   Ø  PTW Rider’s Eye-Height at Freeway > PTW Rider’s Eye-Height at Major Urban Arterial Ø  Road Design (horizontal curves) TRB 2013   16/1/2013  
  • 24. Powered two-wheeler rider eye-height determination Stergios Dimoulas, Basil Psarianos, Constantinos Antoniou and Sophia Vardaki National Technical University of Athens (NTUA) 92nd Annual Meeting of the Transportation Research Board January 2013 - Washington, D.C. !