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2012 International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies.




                   International Transaction Journal of Engineering,
                   Management, & Applied Sciences & Technologies
                            http://TuEngr.com,                     http://go.to/Research




                     The Effects of Countdown Signals on Intersection
                     Capacity
                                               a*
                     Winai Raksuntorn
a
    Department of Civil Engineering, Faculty of Engineering, Thammasat University, THAILAND


ARTICLEINFO                         A B S T RA C T
Article history:                            This study presents the effects of countdown signals on the
Received 23 January 2012
Received in revised form            total start-up lost time of automobiles at signalized intersections
14 March 2012                       based on the data collected at intersections in Bangkok, Thailand.
Accepted 19 March 2012              This countdown signal is used to warn motorists in queue at the
Available online
20 March 2012                       stop line during any red phase on when the green phase will be
Keywords:                           started. The data indicated that the countdown signals did not
Countdown signal;                   have any effects on the saturation headway of automobiles, but on
Intersection capacity;              the total start-up lost time. With the use of the countdown
Total start-up lost time;           signals, the total start-up lost time was decreased from 4.3 seconds
Saturation headway.                 to 2.9 seconds, or was reduced by thirty-three percent. Therefore,
                                    the countdown signals may be used to increase the capacity of
                                    signalized intersections.

                                       2012 International Transaction Journal of Engineering, Management, &
                                    Applied Sciences & Technologies



1. Introduction 
       Increasing the capacity of a signalized intersection may be done mainly in two ways. One
is to increase the saturation flow rate of automobiles (an inverse of the saturation headway).
Another is to increase the effective green time of each green phase. However, it is relatively
difficult to increase the saturation flow rate of automobiles at a signalized intersection since it
crucially requires a geometric modification or a prohibition of trucks/buses entering an existing
intersection. Thus, the alternative is to increase the effective green time of each green phase if
*Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address:
rwinai@engr.tu.ac.th.        2012. International Transaction Journal of Engineering,
Management, & Applied Sciences & Technologies:        Volume 3 No.2       ISSN 2228-9860
                                                                                                              159
eISSN 1906-9642.    Online Available at http://TuEngr.com/V03/159-165.pdf
the total start-up lost time of automobiles is to be reduced. In order to cut down the start-up lost
time of automobiles, all motorists in queue at a signalized intersection need to be informed
when the signal is going to turn green. Generally, motorists in queue at the start of the green
phase will move faster if they are prepared for a green light. The sooner the queue moves, the
smaller the value of the total start-up lost time becomes.

    The countdown signals have been introduced and installed at signalized intersections in
Bangkok, Thailand over a decade. The countdown signal is a big digital clock. The clock is
synchronized with a signal-timing controller. It starts counting from the start down to zero at
the end of the phase. Thus, the countdown signal may be used to inform motorists in queue at
the stop line during any red phase on when the green phase will be started. Theoretically, a
countdown signal will reduce the total start-up lost time of automobiles, and increase the
effective green time of each green phase that results in an increased capacity of signalized
intersections. The typical signalized intersection equipped with a countdown signal is
illustrated in Figure 1.




Figure 1: Automobiles in queue at a signalized intersection equipped with a countdown signal.

    The saturation headway and the total start-up lost time of automobiles have been studied by
many researchers (Transportation Research Board, 2000; Messer and Fambro, 1977; Zhang and
Chen, 2009; Bonneson, 1992; Mukwaya and Mwesige, 2012). The most commonly used
saturation headway and the total start-up lost time are 1.9 seconds per vehicle (Transportation
Research Board, 2000) and 2.0 seconds per phase (Messer and Fambro, 1977), respectively. So
far, no studies on the effects of the countdown signals in regards to the saturation headway and
the total start-up lost time of automobiles have been found.

    160           Winai Raksuntorn
2. Objectives 
    The objectives of this paper are to examine the effects of countdown signals on the
saturation headway and the total start-up lost time of automobiles at signalized intersections.
The methodology in this paper is comparing the saturation headway and the total start-up lost
time of automobiles at signalized intersections when the countdown signal is in use and when it
is not in use.


3. Data Collection 
    Thirty signalized intersections in Bangkok, Thailand were surveyed to collect data for this
study. The characteristics of these intersections are through lanes with countdown signals, no
trucks, no buses, no bicycles, no motorcycles, no grade, low volume of pedestrians, 3.3-m
(11-ft) wide lane (normal lane-width for streets in Bangkok, Thailand). In addition, the
countdown signals at these intersections were sometimes turned off.
    The automobile traffic, when the countdown signal was in use and was not in use, was
video-recorded using camcorders. To provide a better view of automobiles in queue, these
camcorders were set up to capture traffic movements from 150-m upstream of each signalized
intersection. The data collection process was done on sunny days. During the data collection, a
minimum of nine automobiles was often in queue at the stop line during a red phase.


4. Data Reduction 
    All videotapes were reviewed and captured into an audio-video-image format (AVI)
using a video capture card. This process breaks the automobile movements down to 10 frames
per second. Only the AVI files with at least nine automobiles in queue at the stop line during
the red phase were reviewed frame by frame using the Vehicle Videotaping Data Collector
(Wei and Feng, 1999). The headway between automobiles departing the intersection at the
beginning of a green phase was measured as the automobiles crossed the stop line at the
intersection. The first headway is the elapsed time, in seconds, between the start of the green
phase and the crossing of the front wheel of the first automobile in queue over the stop line.
The second headway is the elapsed time between the crossing of front wheels of the first and
the second automobiles over the stop line. Subsequent headways were measured similarly.


*Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address:
rwinai@engr.tu.ac.th.        2012. International Transaction Journal of Engineering,
Management, & Applied Sciences & Technologies:        Volume 3 No.2       ISSN 2228-9860
                                                                                           161
eISSN 1906-9642.    Online Available at http://TuEngr.com/V03/159-165.pdf
5. Data Analysis and Results 
    The data analysis and results in this paper are presented in two sections: (1) saturation
headway of automobiles and (2) start-up lost time of automobiles.

5.1 Saturation Headway of Automobiles 
    Saturation headway of automobiles is the constant average headway between
automobiles after the first few until the last automobiles in queue at the beginning of green
clears the intersection. The data collected for this study showed that the headways between
automobiles at all intersections remain constant after the sixth automobile in queue crossed
the stop line for both when the countdown signal was in use and when it was not in use. As
shown in Figure 2, the example of time headways of automobiles in queue, the constant
headway “hs” represents the saturation headway of automobiles. It is estimated as the
constant average headway between automobiles after the sixth to the last automobiles in
queue at the beginning of green clear the intersection.




                 Figure 2: Headways of automobiles in queue at intersections.


    Based on the data from all intersections, the saturation headways of automobiles in both
situations slightly differ. Therefore, the statistical analysis was performed to test whether the
saturation headways of automobiles were affected by the countdown signal. The comparison
of means shows that the saturation headways of automobiles for the two cases are not
significantly different at a significant level of 0.05, as presented in Table 1. This suggests that
the saturation headway is not affected by the countdown signal.         Therefore, the saturation

    162          Winai Raksuntorn
headway could be combined, and the average saturation headway for the lane width of 3.3-m
in Bangkok, Thailand was measured to be 1.9 seconds which is slightly lower than the value
used for the same width in the HCM 2000 (1.97 seconds) (Transportation Research Board,
2000).
                           Table 1: Saturation headway of automobiles.
                                                      countdown          countdown
                                                     signal was in     signal was not
                                                          use              in use
               Mean (seconds)                             1.9                1.9
               Variance (seconds2)                        0.005             0.006
               Observations                                30                 30
               Hypothesized Mean Difference                          0.0
               Degree of Freedom                                     29
               t Stat                                              -1.61
               P(T<=t) two-tail                                     0.12
               t Critical two-tail                                  2.05
               t-Test: Paired Two Sample for Means

5.2 Total Start­up Lost Time of Automobiles 
     At the beginning of each green phase, automobiles in queue depart the intersection with the
first few automobiles experiencing a start-up reaction time and acceleration time before
achieving a constant speed. As mentioned in the previous section, the headways between
automobiles at all intersections remain constant after the sixth automobile in queue crosses the
stop line. After the first five automobiles, the effects of start-up reaction and acceleration are
minimal. The example in Figure 2 depicts the headways of the first five automobiles are higher
than the saturation headway, and are expressed as hs+ti where ti is the incremental headway for
the ith automobile due to the start-up reaction and acceleration. The incremental headway
decreases as i increases. The sum of the incremental headways is called the total start-up lost
time.


     With a glance at the data, the total start-up lost time of automobiles is slightly lower
when the countdown signal was in use. Hence, the statistical analysis was performed to test
whether the total start-up lost time of automobiles was affected by the countdown signal. The
comparison of means shows that the total start-up lost time of automobiles was lower when
*Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address:
rwinai@engr.tu.ac.th.        2012. International Transaction Journal of Engineering,
Management, & Applied Sciences & Technologies:        Volume 3 No.2       ISSN 2228-9860
                                                                                           163
eISSN 1906-9642.    Online Available at http://TuEngr.com/V03/159-165.pdf
the countdown signal was in use at a significant level of 0.05, as presented in Table 2. This
suggests that the motorists depart the intersection faster when the countdown signal is used.
With the use of the countdown signal, the total start-up lost time was reduced from 4.3
seconds to 2.9 seconds, or reduced by thirty-three percent. Nonetheless, these values are
higher than the value used in the HCM 2000 (2.0 seconds per phase) (Transportation Research
Board, 2000). As a result, the value used in the HCM 2000 cannot represent the total start-up
lost time of automobiles in Bangkok, Thailand.


                      Table 2: Total start-up lost time of automobiles.

                                                  countdown          countdown
                                                 signal was in     signal was not
                                                      use              in use
             Mean (seconds)                           2.9               4.3
             Variance (seconds2)                     0.101             0.144
             Observations                              30                 30
             Hypothesized Mean Difference                        0.0
             Degree of Freedom                                   29
             t Stat                                          -20.23
             P(T<=t) two-tail                                 <0.01
             t Critical two-tail                              2.05
             t-Test: Paired Two Sample for Means



6. Conclusion 
    The findings of this paper could be summarized as follow:
  1) The countdown signals do not have any effects on saturation headway of automobiles.
     The time headways between automobiles at signalized intersections in Bangkok,
     Thailand were constant after the sixth automobile in queue crosses the stop line.
     Additionally, the saturation headway of automobiles for the lane width of 3.3-m (11-ft)
     was measured to be 1.9 seconds.
  2) The countdown signals may be used to reduce the total start-up lost time of automobiles
     at signalized intersections. The total start-up lost time was reduced from 4.3 seconds to
     2.9 seconds, or yielded a 33 percent reduction when the countdown signal was in use.




    164         Winai Raksuntorn
7. References 
Bonneson, A James (1992). Study of Headway and Lost Time at Single-Point Urban
      Interchanges. Journal of the Transportation Research Board, Transportation Research
      Record 1365,30-39.

Messer, C.J. and D.B. Fambro (1977). Critical Lane Analysis for Intersection Design. Journal
      of the Transportation Research Board, Transportation Research Record 644, 95-101.

Mukwaya, Richard and G. Mwesige (2012). Saturation Flow Rate for Through-Traffic at
     Signalized Junctions in Kampala. 2nd International Conference on Advances in
     Engineering and Technology, 464-470.

Transportation Research Board (2000). Highway Capacity Manual 2000, Washington, D.C.

Wei, Heng and C. Feng (1999). Video-Capture-Based Methodology for Extracting Multiple
      Vehicle Trajectories for Microscopic Simulation Modeling. 78th Annual Meeting of
      Transportation Research Board, Washington, D.C.

Zhang, Guoqiang and J. Chen (2009). Study on Saturation Flow Rates for Signalized
      Intersections. 2009 International Conference on Measuring Technology and
      Mechatronics Automation, 508-601.



              Dr. Winai Raksuntorn received his PhD (Civil Engineering) from University of Colorado, USA. He is
              currently an Assistant Professor in the Department of Civil Engineering, Faculty of Engineering, Thammasat
              University. His research interests include Transportation Safety Analysis, Traffic Operations and
              Management, Traffic Impact Studies, Traffic Flow Modeling, Highway Capacity Analysis, Advanced Traffic
              Management for Intelligent Transportation Systems.


Peer Review: This article has been internationally peer-reviewed and accepted for publication
             according to the guidelines given at the journal’s website.




*Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address:
rwinai@engr.tu.ac.th.        2012. International Transaction Journal of Engineering,
Management, & Applied Sciences & Technologies:        Volume 3 No.2       ISSN 2228-9860
                                                                                                             165
eISSN 1906-9642.    Online Available at http://TuEngr.com/V03/159-165.pdf

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The Effects of Countdown Signals on Intersection Capacity

  • 1. 2012 International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies. International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies http://TuEngr.com, http://go.to/Research The Effects of Countdown Signals on Intersection Capacity a* Winai Raksuntorn a Department of Civil Engineering, Faculty of Engineering, Thammasat University, THAILAND ARTICLEINFO A B S T RA C T Article history: This study presents the effects of countdown signals on the Received 23 January 2012 Received in revised form total start-up lost time of automobiles at signalized intersections 14 March 2012 based on the data collected at intersections in Bangkok, Thailand. Accepted 19 March 2012 This countdown signal is used to warn motorists in queue at the Available online 20 March 2012 stop line during any red phase on when the green phase will be Keywords: started. The data indicated that the countdown signals did not Countdown signal; have any effects on the saturation headway of automobiles, but on Intersection capacity; the total start-up lost time. With the use of the countdown Total start-up lost time; signals, the total start-up lost time was decreased from 4.3 seconds Saturation headway. to 2.9 seconds, or was reduced by thirty-three percent. Therefore, the countdown signals may be used to increase the capacity of signalized intersections. 2012 International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies 1. Introduction  Increasing the capacity of a signalized intersection may be done mainly in two ways. One is to increase the saturation flow rate of automobiles (an inverse of the saturation headway). Another is to increase the effective green time of each green phase. However, it is relatively difficult to increase the saturation flow rate of automobiles at a signalized intersection since it crucially requires a geometric modification or a prohibition of trucks/buses entering an existing intersection. Thus, the alternative is to increase the effective green time of each green phase if *Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address: rwinai@engr.tu.ac.th. 2012. International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies: Volume 3 No.2 ISSN 2228-9860 159 eISSN 1906-9642. Online Available at http://TuEngr.com/V03/159-165.pdf
  • 2. the total start-up lost time of automobiles is to be reduced. In order to cut down the start-up lost time of automobiles, all motorists in queue at a signalized intersection need to be informed when the signal is going to turn green. Generally, motorists in queue at the start of the green phase will move faster if they are prepared for a green light. The sooner the queue moves, the smaller the value of the total start-up lost time becomes. The countdown signals have been introduced and installed at signalized intersections in Bangkok, Thailand over a decade. The countdown signal is a big digital clock. The clock is synchronized with a signal-timing controller. It starts counting from the start down to zero at the end of the phase. Thus, the countdown signal may be used to inform motorists in queue at the stop line during any red phase on when the green phase will be started. Theoretically, a countdown signal will reduce the total start-up lost time of automobiles, and increase the effective green time of each green phase that results in an increased capacity of signalized intersections. The typical signalized intersection equipped with a countdown signal is illustrated in Figure 1. Figure 1: Automobiles in queue at a signalized intersection equipped with a countdown signal. The saturation headway and the total start-up lost time of automobiles have been studied by many researchers (Transportation Research Board, 2000; Messer and Fambro, 1977; Zhang and Chen, 2009; Bonneson, 1992; Mukwaya and Mwesige, 2012). The most commonly used saturation headway and the total start-up lost time are 1.9 seconds per vehicle (Transportation Research Board, 2000) and 2.0 seconds per phase (Messer and Fambro, 1977), respectively. So far, no studies on the effects of the countdown signals in regards to the saturation headway and the total start-up lost time of automobiles have been found. 160 Winai Raksuntorn
  • 3. 2. Objectives  The objectives of this paper are to examine the effects of countdown signals on the saturation headway and the total start-up lost time of automobiles at signalized intersections. The methodology in this paper is comparing the saturation headway and the total start-up lost time of automobiles at signalized intersections when the countdown signal is in use and when it is not in use. 3. Data Collection  Thirty signalized intersections in Bangkok, Thailand were surveyed to collect data for this study. The characteristics of these intersections are through lanes with countdown signals, no trucks, no buses, no bicycles, no motorcycles, no grade, low volume of pedestrians, 3.3-m (11-ft) wide lane (normal lane-width for streets in Bangkok, Thailand). In addition, the countdown signals at these intersections were sometimes turned off. The automobile traffic, when the countdown signal was in use and was not in use, was video-recorded using camcorders. To provide a better view of automobiles in queue, these camcorders were set up to capture traffic movements from 150-m upstream of each signalized intersection. The data collection process was done on sunny days. During the data collection, a minimum of nine automobiles was often in queue at the stop line during a red phase. 4. Data Reduction  All videotapes were reviewed and captured into an audio-video-image format (AVI) using a video capture card. This process breaks the automobile movements down to 10 frames per second. Only the AVI files with at least nine automobiles in queue at the stop line during the red phase were reviewed frame by frame using the Vehicle Videotaping Data Collector (Wei and Feng, 1999). The headway between automobiles departing the intersection at the beginning of a green phase was measured as the automobiles crossed the stop line at the intersection. The first headway is the elapsed time, in seconds, between the start of the green phase and the crossing of the front wheel of the first automobile in queue over the stop line. The second headway is the elapsed time between the crossing of front wheels of the first and the second automobiles over the stop line. Subsequent headways were measured similarly. *Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address: rwinai@engr.tu.ac.th. 2012. International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies: Volume 3 No.2 ISSN 2228-9860 161 eISSN 1906-9642. Online Available at http://TuEngr.com/V03/159-165.pdf
  • 4. 5. Data Analysis and Results  The data analysis and results in this paper are presented in two sections: (1) saturation headway of automobiles and (2) start-up lost time of automobiles. 5.1 Saturation Headway of Automobiles  Saturation headway of automobiles is the constant average headway between automobiles after the first few until the last automobiles in queue at the beginning of green clears the intersection. The data collected for this study showed that the headways between automobiles at all intersections remain constant after the sixth automobile in queue crossed the stop line for both when the countdown signal was in use and when it was not in use. As shown in Figure 2, the example of time headways of automobiles in queue, the constant headway “hs” represents the saturation headway of automobiles. It is estimated as the constant average headway between automobiles after the sixth to the last automobiles in queue at the beginning of green clear the intersection. Figure 2: Headways of automobiles in queue at intersections. Based on the data from all intersections, the saturation headways of automobiles in both situations slightly differ. Therefore, the statistical analysis was performed to test whether the saturation headways of automobiles were affected by the countdown signal. The comparison of means shows that the saturation headways of automobiles for the two cases are not significantly different at a significant level of 0.05, as presented in Table 1. This suggests that the saturation headway is not affected by the countdown signal. Therefore, the saturation 162 Winai Raksuntorn
  • 5. headway could be combined, and the average saturation headway for the lane width of 3.3-m in Bangkok, Thailand was measured to be 1.9 seconds which is slightly lower than the value used for the same width in the HCM 2000 (1.97 seconds) (Transportation Research Board, 2000). Table 1: Saturation headway of automobiles. countdown countdown signal was in signal was not use in use Mean (seconds) 1.9 1.9 Variance (seconds2) 0.005 0.006 Observations 30 30 Hypothesized Mean Difference 0.0 Degree of Freedom 29 t Stat -1.61 P(T<=t) two-tail 0.12 t Critical two-tail 2.05 t-Test: Paired Two Sample for Means 5.2 Total Start­up Lost Time of Automobiles  At the beginning of each green phase, automobiles in queue depart the intersection with the first few automobiles experiencing a start-up reaction time and acceleration time before achieving a constant speed. As mentioned in the previous section, the headways between automobiles at all intersections remain constant after the sixth automobile in queue crosses the stop line. After the first five automobiles, the effects of start-up reaction and acceleration are minimal. The example in Figure 2 depicts the headways of the first five automobiles are higher than the saturation headway, and are expressed as hs+ti where ti is the incremental headway for the ith automobile due to the start-up reaction and acceleration. The incremental headway decreases as i increases. The sum of the incremental headways is called the total start-up lost time. With a glance at the data, the total start-up lost time of automobiles is slightly lower when the countdown signal was in use. Hence, the statistical analysis was performed to test whether the total start-up lost time of automobiles was affected by the countdown signal. The comparison of means shows that the total start-up lost time of automobiles was lower when *Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address: rwinai@engr.tu.ac.th. 2012. International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies: Volume 3 No.2 ISSN 2228-9860 163 eISSN 1906-9642. Online Available at http://TuEngr.com/V03/159-165.pdf
  • 6. the countdown signal was in use at a significant level of 0.05, as presented in Table 2. This suggests that the motorists depart the intersection faster when the countdown signal is used. With the use of the countdown signal, the total start-up lost time was reduced from 4.3 seconds to 2.9 seconds, or reduced by thirty-three percent. Nonetheless, these values are higher than the value used in the HCM 2000 (2.0 seconds per phase) (Transportation Research Board, 2000). As a result, the value used in the HCM 2000 cannot represent the total start-up lost time of automobiles in Bangkok, Thailand. Table 2: Total start-up lost time of automobiles. countdown countdown signal was in signal was not use in use Mean (seconds) 2.9 4.3 Variance (seconds2) 0.101 0.144 Observations 30 30 Hypothesized Mean Difference 0.0 Degree of Freedom 29 t Stat -20.23 P(T<=t) two-tail <0.01 t Critical two-tail 2.05 t-Test: Paired Two Sample for Means 6. Conclusion  The findings of this paper could be summarized as follow: 1) The countdown signals do not have any effects on saturation headway of automobiles. The time headways between automobiles at signalized intersections in Bangkok, Thailand were constant after the sixth automobile in queue crosses the stop line. Additionally, the saturation headway of automobiles for the lane width of 3.3-m (11-ft) was measured to be 1.9 seconds. 2) The countdown signals may be used to reduce the total start-up lost time of automobiles at signalized intersections. The total start-up lost time was reduced from 4.3 seconds to 2.9 seconds, or yielded a 33 percent reduction when the countdown signal was in use. 164 Winai Raksuntorn
  • 7. 7. References  Bonneson, A James (1992). Study of Headway and Lost Time at Single-Point Urban Interchanges. Journal of the Transportation Research Board, Transportation Research Record 1365,30-39. Messer, C.J. and D.B. Fambro (1977). Critical Lane Analysis for Intersection Design. Journal of the Transportation Research Board, Transportation Research Record 644, 95-101. Mukwaya, Richard and G. Mwesige (2012). Saturation Flow Rate for Through-Traffic at Signalized Junctions in Kampala. 2nd International Conference on Advances in Engineering and Technology, 464-470. Transportation Research Board (2000). Highway Capacity Manual 2000, Washington, D.C. Wei, Heng and C. Feng (1999). Video-Capture-Based Methodology for Extracting Multiple Vehicle Trajectories for Microscopic Simulation Modeling. 78th Annual Meeting of Transportation Research Board, Washington, D.C. Zhang, Guoqiang and J. Chen (2009). Study on Saturation Flow Rates for Signalized Intersections. 2009 International Conference on Measuring Technology and Mechatronics Automation, 508-601. Dr. Winai Raksuntorn received his PhD (Civil Engineering) from University of Colorado, USA. He is currently an Assistant Professor in the Department of Civil Engineering, Faculty of Engineering, Thammasat University. His research interests include Transportation Safety Analysis, Traffic Operations and Management, Traffic Impact Studies, Traffic Flow Modeling, Highway Capacity Analysis, Advanced Traffic Management for Intelligent Transportation Systems. Peer Review: This article has been internationally peer-reviewed and accepted for publication according to the guidelines given at the journal’s website. *Corresponding author (W.Raksuntorn). Tel/Fax: +66-2-5643001 Ext.3046. E-mail address: rwinai@engr.tu.ac.th. 2012. International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies: Volume 3 No.2 ISSN 2228-9860 165 eISSN 1906-9642. Online Available at http://TuEngr.com/V03/159-165.pdf