Page 43 - Proceeding of Atrans Young Researcher's Forum 2019_Neat
P. 43

“Transportation for A Better Life:
                                                                                                                       Smart Mobility for Now and Then”

                                                                                    23 August 2019, Bangkok, Thailand

              Table 4 Effect of vehicle type on driver response.        other                        1.000
                                       Go decision             Distance from the stop   -0.079   0.000**   0.924
                 variables                                     line
                               coef.   p-value   odds ratio
                                                               Speed                0.085   0.000**   1.089
              Type of vehicle
                                                               Constant             -1.028   0.197   0.358
                   PC         -1.469   0.000**     0.230       -2LL (287.854), R (0.786), N (593)
                                                                             2
                   MC                              1.000      Front vehicle same type go (FVSG), Front vehicle in adjacent
              Distance from   -0.075   0.000**     0.928      lane same type stop (FVASS), * is statistically significant at 5%
              the stop line                                   level, ** is statistically significant at 1% level
              Speed            0.071   0.000**     1.073
              Constant         1.220    0.048*     3.388             For  the  passenger  car  driver,    significant
                           2
              -2LL (468.823), R (0.742), N (824)              factors  are  “a  front  vehicle,  the  same  type,  go
             *  is  statistically  significant  at  5%  level,  **  is  statistically   (FVSG)”, and “a front vehicle in adjacent lane, same
             significant at 1% level                          type,  stop  (FVASS)”.  FVSG  makes  a  driver
                                                              probability to go 3.631 times and FVASS makes a
                    A distance from stopping line make a driver   driver probability to go 0.099 times when compare
             probability  to  go  0.928  times,  with  estimated   with other situations. That means  a  driver  tend to
             coefficient  -0.075.    Speed  makes  a  driver's   follow  their  heading  vehicle  that  decide  to  go
             probability  to  go  1.073  times,  with  estimated   through the intersection and tend to stop when their
             coefficient 0.071. The odd-ratio and of coefficient’s   front  vehicle  in  the  adjacent  lane  stop.  These
             sign imply that when the distance from stopping line   findings is in-lined with Elmitiny et al. (2010) and
             increase,  a  decision  to  go  decreases.  In  addition,   Bao et al. (2018) whose found that a driver is more
             when the approaching speed increase, a decision to   likely to go when the heading driver chooses to pass
             go  increase.  This  result  is  the  same  study  in   the intersection.
             Pathivada and  Perumal (2019) Chen et al. (2018)
             Haque et al. (2016) and Elmitiny et al. (2010).    Table 6 Effect of adjacent vehicle on motorcycle
                    For the effect of vehicle type, the table show             rider response.
             that a passenger car driver has a probability to go                            go decision
             0.230 times less than those of the motorcyclist. The     variables                       odds
             findings  imply  that  at  the  onset  of  yellow,  the                   coef.   p-value   ratio
             passenger  car’s  drivers  are  likely  to  stop  than  a   Front vehicle
             motorcyclist. This result is in lined with Pathivada et        FVDG      2.228   0.021*   9.492
             al. (2019) whose found that a passenger car has a        other                           1.000
             probability to stop more than a motorcycle. These   Front vehicle in adjacent
             findings  also  statistically  confirm  the  descriptive   lane
             analysis results shown in the previous section.        FVADG             1.245   0.038*   3.593
                                                                    other                             1.000
             3.4 Effect of adjacent vehicle on driver          Distance from the stop
             response                                          line                   -0.060   0.000**   0.942
                    By  controlling distance from  the stop line   Speed              0.062   0.000**   1.068
             and  vehicle  speed,  effects  of  adjacent  vehicle  on   Constant      0.286   0.793   1.332
             passenger car driver and motorcyclists’ decisions are   -2LL (139.205), R (0.723), N (231)
                                                                             2
             as shown in Table 5 and Table 6, respectively.    Front  vehicle  different  type  go  (FVDG),  Front  vehicle  in
                                                              adjacent  lane  different  type  go  (FVADG),  *  is  statistically
             Table 5  Effect of adjacent vehicle on passenger car   significant at 5% level, ** is statistically significant at 1% level
                             driver response
                                         Go decision                 For the motorcycle riders, significant factors
                   Variables                                  are “a front vehicle, different type, go (FVDG)”, “a
                                   coef.   p-value   odds ratio
              Front vehicle                                   front  vehicle  in  adjacent  lane,  different  type,  go
                   FVSG            1.290   0.004**   3.631    (FVADG)”. FVDG makes a rider probability to go
                   other                            1.000     9.492 times and FVADG makes a driver probability
              Front vehicle in                                to go 3.593 times. That's mean a motorcyclist who
              adjacent lane                                   decided to go have influence from difference type in
                   FVASS          -2.361   0.000**   0.099    front and front in the adjacent lane when they choose



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