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Chapter 3. Theoretical Validation (Continued)

CASE STUDIES

Various types of intersections have been implemented and evaluated in three simulation systems: VISSIM, TEXAS, and AIMSUN.

The goal of this portion of the validation effort was not to compare the results of the simulation model with traffic at a comparable real-world location. Hence, no calibration effort was necessary or performed in this study. Reasonable driver behavior was verified, and appropriate control measures were used to avoid gridlock during high-volume test cases. As such, for all the intersection designs, default driving behavior models and parameters were applied for each simulation model. The same underlying simulation parameters were used for each comparison case to maintain comparability.

Eleven comparison cases were executed among the three simulation systems as follows:

TEXAS Cases

VISSIM Cases

AIMSUN Cases

Three sets of traffic volumes (low, medium, and high) were applied for each intersection design, and timing plans were designed to ensure no over-saturation would occur.

Case 1: Conventional Four-Leg Intersection with Permitted Left Turn Versus Protected Left Turn (TEXAS)

There are two basic alternative designs for left turns: protected and permitted. Protected left-turn design allocates an exclusive phase for left turn only, which will make the left-turn maneuvers have fewer conflict events with the opposing through traffic. Permitted left-turn design allows vehicles to make a left turn during the through traffic green phase and provides no specific green phase for left-turn only. This logic applies mostly to traffic conditions with low left-turn volumes. When the left-turn volumes become higher, there have been more conflict events when drivers begin accepting smaller gaps to cross the intersection.

According to the crash prediction models for four-leg signalized intersection, the existence of left-turn phase will result in lower crash frequency. Thus, it is hypothesized that protected left turn should have lower predicted conflict frequency than permitted left turn when other network parameters remain the same. Also, it would be reasonable to expect that severity values of the surrogate measures would be less critical for protected left turns versus permitted left turns.

Intersection Description for Case Study

The intersection used to test the alternative traffic control logic for left turns is four-legged intersections with three through lanes in the main travel directions and two through lanes on the side-street approaches to the intersection, as shown in figure 29. All left-turn bays are 76.25 m (250 ft) long.

Figure 29. Screen Capture. Intersection Geometry for Testing Control Logic. This is a screen capture of an intersection model in TEXAS. The intersection is four legged with three through lanes in the main travel direction and two through lanes in the side-street approaches. All approaches have left-turn bays that are 76.25 m (250 ft) long.

Figure 29. Screen Capture. Intersection Geometry for Testing Control Logic.

Table 8 lists the traffic volumes applied for each approach of the intersection. Fixed time traffic control is applied in this test. Figure 30 through figure 35 provide the key timing plan parameters for each testing scenario.

Table 8. Case 1 Service Flow by Each Approach.
Approach Southbound Northbound Eastbound Westbound
L TH R L TH R L TH R L TH R
Phase#
(Permitted)
4 4   8 8   2 2   6 6  
Phase#
(Protected)
7 4   3 8   5 2   1 6  
Low Volume 100 350 50 100 350 50 60 210 30 60 210 30
Medium Volume 240 400 160 240 400 160 180 240 180 180 240 180
High Volume 300 1050 150 300 1,050 150 240 840 120 240 840 120

Note: L, TH, and R correspond to vehicles proceeding left, through, or right at the intersection.

Figure 30. Illustration. Timing Plan for Permitted Left Turn in Low Volumes. This is a screen capture of the timing plan for the tested permitted left turn case in low volume condition. All through movements (phases 2, 4, 6, and 8) have 20 seconds as the split time.

Figure 30. Illustration. Timing Plan for Permitted Left Turn in Low Volumes.

Figure 31. Illustration. Timing Plan for Protected Left Turn in Low Volumes. This is a screen capture of the timing plan for the tested protected left turn case in low volumes condition. The split time for E-W through movements (phase 2 and phase 6) is 21 seconds. The split time for E-W left turn movements (phase 1 and phase 5) is 8 seconds. The split time for the S-N left-turn movements (phase 3 and phase 7) is 11 seconds. The split time for S-N through movements (phase 4 and phase 8) is 20 seconds.

Figure 31. Illustration. Timing Plan for Protected Left Turn in Low Volumes.

Figure 32. Illustration. Timing Plan for Permitted Left Turn in Medium Volumes. This is a screen capture of the timing plan for the tested permitted left turn case in medium volumes condition. The split time for the E-W movements (phase 2 and phase 6) is 20 seconds, and the split time for S-N movements (phase 4 and phase 8) is 25 seconds.

Figure 32. Illustration. Timing Plan for Permitted Left Turn in Medium Volumes.

Figure 33. Illustration. Timing Plan for Protected Left Turn in Medium Volumes. This is a screen capture of the timing plan for the tested protected left turn case in medium volumes condition. The split time for E-W through movements (phase 2 and phase 6) is 21 seconds. The split time for E-W left turn movements (phase 1 and phase 5) is 15 seconds. The split time for the S-N left- turn movements (phase 3 and phase 7) is 19 seconds. The split time for S-N through movements (phase 4 and phase 8) is 20 seconds.

Figure 33. Illustration. Timing Plan for Protected Left Turn in Medium Volumes.

Figure 34. Illustration. Timing Plan for Permitted Left Turn in High Volumes. This is a screen capture of the timing plan for the tested permitted left turn case in high volumes condition. The split time for the E-W movements (phase 2 and phase 6) is 20 seconds, and the split time for S-N movements (phase 4 and phase 8) is 25 seconds.

Figure 34. Illustration. Timing Plan for Permitted Left Turn in High Volumes.

Figure 35. Illustration. Timing Plan for Protected Left Turn in High Volumes. This is a screen capture of the timing plan for the tested protected left turn case in high volumes condition. The split time for E-W through movements (phase 2 and phase 6) is 43 seconds. The split time for E-W left-turn movements (phase 1 and phase 5) is 23 seconds. The split time for the S-N left-turn movements (phase 3 and phase 7) is 27 seconds. The split time for S-N through movements (phase 4 and phase 8) is 37 seconds.

Figure 35. Illustration. Timing Plan for Protected Left Turn in High Volumes.

Data Analysis and Comparison Results

Ten replications were performed for each design case and the resulting output trajectory data were analyzed by SSAM. F-test and t-tests were applied to compare surrogate measures of safety and the aggregations of those measures.

Table 9 through Table 13 list the values of all surrogate measures of safety and corresponding t test results for different types of aggregations with the low-speed events and crash data excluded (TTC ≤ 0 and MaxS ≥ 16.1 km/h (10 mi/h)).

Table 9. Case 1 Comparison Results for Total Conflicts.
Total
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
  PER PRO PER PRO PER PRO
Low volume Mean
4.7
4.7
16.1
14
25.7
22.4
Variance
6.2
5.3
11.2
11.3
12.0
17.2
t-value(95%), difference (%)
0
1.399
1.932
Medium volume Mean
13.7
12.8
33.1
32.6
53.7
63.3
Variance
21.6
8.2
21.4
24.7
39.8
113.8
t-value(95%), difference (%)
-0.522
0.233
-2.45, -17.88%
High volume Mean
108.3
174.2
184.1
489.1
309.5
1208.6
Variance
138.7
183.1
332.8
189.2
408.1
1344.5
t-value(95%), difference (%)
-11.618 , -60.85%
-42.216, -165.67%
-67.916, -290.5%

Note: Shaded cells indicate statistically significant differences between the two alternatives.

This table illustrates a counterintuitive result. The design with the protected left turn has, on average, more total conflicts than the case with the permitted left turn for medium- and high-traffic volumes. The following tables explain this result by breaking the total results into a result for each conflict type.

Table 10. Case 1 Comparison Results for Only Crossing Conflicts.
Crossing
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
PER PRO PER PRO PER PRO
Low volume Mean
3.1
0.3
5.2
0.4
6.3
1
Variance
3.4
0.5
4.4
0.5
4.2
1.1
t-value(95%), difference (%)
4.490, 90.32%
6.865, 92.31%
7.250, 84.13%
Medium volume Mean
5.2
0.6
8.1
0.8
10.1
1.8
Variance
7.3
0.7
5.0
0.8
10.1
0.8
t-value(95%), difference (%)
5.143, 88.46%
9.558, 90.12%
8.89, 92.808
High volume Mean
23.3
6.4
27.5
9.2
33.8
15
Variance
46.9
6.7
67.2
11.1
71.5
16.0
t-value(95%), difference (%)
7.299, 72.53%
6.543, 66.75%
6.355, 55.62%

Note: Shaded cells indicate statistically significant differences between the two alternatives.

This table indicates what is expected to happen from adding a protected left-turn phase; that the total crossing conflicts are reduced for all levels of traffic volume. This indicates that SSAM, in its most basic form, is a valid indicator of safety.

Table 11. Case 1 Comparison Results for Rear-End Conflicts.
Rear End
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
  PER PRO PER PRO PER PRO
Low volume Mean
1.3
3.9
8.6
11.4
15.4
17.7
Variance
0.7
2.3
12.5
7.6
21.2
10.0
t-value(95%), difference (%)
-4.747, -200.00%
-1.976
-1.303
Medium volume Mean
5.3
5.2
17.2
19.5
29.7
42.9
Variance
7.6
7.7
13.7
10.9
32.0
83.9
t-value(95%), difference (%)
0.081
-1.464
-3.878, -44.44%
High volume Mean
19.3
84.5
56.3
309.1
122.9
848.4
Variance
34.7
174.1
125.8
109.9
202.8
957.4
t-value(95%), difference (%)
-14.271 , -337.82%
-52.075, -449.02%
-67.357 , -590.32%

Note: Shaded cells indicate statistically significant differences between the two alternatives.

This table indicates the large increase in rear-end conflicts for high and medium volumes that is generated by adding the protected left-turn phase. This large increase in rear-end events is the primary cause of the total conflicts being counter-indicative. Thus, it should be important to analyze all types of conflicts rather than just examining the total number of events when comparing designs.

Table 12. Case 1 Comparison Results for Lane Change Conflicts.
LC
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
  PER PRO PER PRO PER PRO
Low volume Mean
0.3
0.5
2.3
2.2
4
3.7
Variance
0.5
0.9
2.0
4.0
2.4
4.5
t-value(95%), difference (%)
-0.535
0.129
0.361
Medium volume Mean
3.2
7
7.8
12.3
13.9
19.6
Variance
1.5
7.6
8.0
24.7
9.2
40.7
t-value(95%), difference (%)
-3.991 , -118.75%
-2.491 , -57.69%
-2.551, -41.01%
High volume Mean
65.7
83.3
100.3
170.8
152.8
345.2
Variance
101.1
26.2
142.0
148.0
93.3
381.1
t-value(95%), difference (%)
-4.932,-26.79%
-13.092,-70.29%
-27.935,-125.92%

Note: Shaded cells indicate statistically significant differences between the two alternatives.

This table indicates a 40-percent increase in lane change events at medium volumes and a 125-percent increase at high volumes. These results are likely due to longer queues in the left-turn bay because there is no permitted portion of the phase.

Table 13. Case 1 Comparison Results for Average Surrogate Measures of Safety.
  TPER TPRO CPER CPRO REPER REPRO LPER LPRO
TTC (low)
0.92
0.91
0.6
0.99
1.03
0.9
1.01
0.92
t- value, diff(%)
0.299
-2.547, 65.00% 3.849, 12.62%
1.112
TTC (med)
0.89
0.97
0.59
0.29
0.97
1.06
0.94
0.81
t -value, diff(%)
-3.167, -8.99%
1.776
-3.256, -9.28% 2.639, 13.83%
TTC (high)
0.8
1.05
0.46
0.74
1.01
1.11
0.71
0.92
t -value, diff(%)
-25.245, -31.25%
-5.922, 60.87%
-8.067, -9.90%
-13.285, -29.58%
PET(low)
2.21
1.83
0.92
1.75
2.63
1.86
2.64
1.71
t -value, diff(%)
3.796, 17.19%
-1.991
7.580, 29.28%
3.912, 35.23%
PET(med)
1.81
1.85
0.92
0.15
2.13
2.2
1.75
1.17
t -value, diff(%)
-0.532
8.840, 83.70%
-0.769
4.046, 33.14%
PET(high)
1.42
2.08
0.58
0.73
2.07
2.41
1.08
1.33
t -value, diff(%)
-26.886, -46.48%
-2.218, 25.86%
-8.598, -16.43%
-8.445, -23.15%
MaxS(low)
26.7
33.22
34.5
38.64
24.29
33.3
23.69
31.35
t -value, diff(%)
-7.947, -24.42%
-3.091, 12.00%
-9.521, -37.09%
-3.601, -32.33%
MaxS(med)
32.4
27.94
37.41
37.73
30.56
26.37
32.68
30.98
t -value, diff(%)
8.321, 13.77%
-0.159
5.916, 13.71%
1.831
MaxS(high)
28.27
25.11
32.2
23.42
26.32
24.85
28.97
25.82
t -value, diff(%)
20.782, 11.18%
14.825, 27.27%
6.757, 5.59%
13.492, 10.87%
DeltaS(low)
29.16
31.83
47.48
37.92
23.66
32.44
21.51
27.25
t -value, diff(%)
-2.524, -9.16% 5.886, 20.13%
-8.739, -37.11%
-2.838, -26.69%
DeltaS(med)
31.07
19.54
48.5
37.26
27.06
18.46
27
21.2
t -value, diff(%)
13.651, 37.11%
3.089, 23.18%
8.425, 31.78%
4.461, 21.48%
DeltaS(high)
22.22
16.12
34.98
21.3
20.44
16.97
20.83
13.79
t -value, diff(%)
27.963, 27.45%
16.672, 9.11%
11.610, 16.98%
23.063, 33.80%
DR(low)
-5.54
-6.91
-0.91
-7.22
-7.12
-6.96
-6.73
-6.57
t -value, diff(%)
4.632, -24.73%
6.826, 93.41%
-0.555
-0.245
DR(med)
-5.12
-3.72
-1.7
-1.43
-6.15
-4.21
-5.4
-2.73
t -value, diff(%)
-6.947, 27.34%
-0.235
-8.651, 31.54%
-6.712, 49.44%
DR(high)
-2.97
-4.77
-0.88
-0.56
-4.93
-5.61
-1.85
-2.88
t -value, diff(%)
23.945, -60.61%
-1.309
5.818, -13.79%
10.026, -55.68%
MaxD(low)
-11
-15.98
-2.09
-17.26
-14.03
-16.45
-13.37
-13.39
t -value, diff(%)
9.844, -45.27%
16.899, 25.84%
5.388, -17.25%
0.019
MaxD(med)
-13.04
-11.43
-4.28
-1.62
-15.25
-13.11
-14.7
-8.14
t -value, diff(%)
-4.499, 12.35%
-2.490, 62.15%
-7.662, 14.03%
-9.440 44.63%
MaxD(high)
-7.97
-12.06
-2.02
-3.44
-12.97
-13.96
-5.27
-7.76
t -value, diff(%)
31.265, -51.32%
2.918, -70.30%
7.012, -7.63%
13.251, -47.25%
MaxDeltaV(low)
16.91
18
28.86
20.85
13.21
18.35
12.36
15.56
t -value, diff(%)
-1.594
5.112, 27.75%
-8.851, -38.91%
-2.636, -25.89%
MaxDeltaV(med)
18.02
11.2
29.22
21.68
15.5
10.47
15.24
12.38
t -value, diff(%)
12.935, 37.85%
2.312, 25.80%
8.262, 32.45%
3.647, 18.77%
MaxDeltaV(high)
12.67
9
20.35
11.82
11.67
9.44
11.78
7.79
t -value, diff(%)
27.676, 28.97%
15.233, 41.92%
12.307, 19.11%
22.270, 33.87%

Note: Shaded cells indicate statistically significant differences between the two alternatives. The tan and blue colors indicate extreme values to the right and left columns respectively.

Correlations with Predicted Crash Frequency

The predicted crash rates (crashes per year) for all scenarios in this test are listed in table 14 with the corresponding surrogate measures of safety (conflicts per hour). Rank orders for each category of data are also listed in the table. The Spearman rank correlation coefficients are calculated for each test.

Table 14. Case 1 Spearman Rank Correlations Between Conflicts and Crash Frequency.
AADT Low Medium High Rs
PER
PRO
PER
PRO
PER
PRO
Crash Frequency
M
5
3.3
7.5
5
12.6
8.4
1
R
2
1
4
2
6
5
Total Conflict
M
25.7
22.4
53.7
63.3
309.5
1,208.6
0.77
R
1
1
3
4
5
6
Crossing Conflict
M
6.3
1
10.1
1.8
33.8
15
0.89
R
3
1
4
2
6
5
Rear-End Conflict
M
15.4
17.7
29.7
42.9
122.9
848.4
0.74
R
1
1
3
4
5
6
LC Conflict
M
4
3.7
13.9
19.6
152.8
345.2
0.74
R
1
1
3
4
5
5

Note: Rows labeled "M" provide mean values and rows labeled "R" provide the ranking of each alternative. The Rs column provides Spearman rank correlation coefficients indicating agreement with theoretical crash estimates.

Findings and Conclusions

Based on the observation of the safety surrogate test data, the following conclusions can be drawn:

In general, the surrogate measures present mixed results; however, an appropriate conclusion can be drawn with consideration of the differing severities of different conflict types. The addition of a protected left-turn phase tended to increase the total number of conflicts while the protected phase substantially decreased crossing conflicts, as expected. The increase in conflicts came primarily from rear ends and, under higher flows, from lane-changing maneuvers. This result is elucidated by considering that, in adding a protected left-turn phase, the cycle time was increased and the proportion of green time for through phases was decreased. This change in the timing has the effect of increasing the number of vehicle stops for through traffic. The number of vehicle stops is known to correlate with the number of rear-end crashes and thus with higher rear-end conflicts. It is also possible that with a greater proportion of vehicles arriving to a standing or dispersing queue, there is an increased tendency of drivers to change to a lane with a shorter queue, despite all lanes having stopped traffic. Drivers in free-flowing lanes may be relatively content to stay in their lane when all lanes are flowing at the same (nonzero) speed. Thus, the conflict frequency results appear reasonable and have provoked consideration of the effect of timing changes and driver behavior. However, the severity-related surrogate measures indicate that the protected left-turn case has improved average values (increased TTC and PET and decreased DeltaV, especially at high volumes), indicating that the protected left-turn phasing is safer than the permitted left-turn case, as would be expected.

The Spearman-rank correlation coefficients from all tests show a strong positive relationship between the rank orders of the surrogate measures of safety and the rank orders of the predicted crash rates. The relationships between the rank order of the totals of all conflict types and crossing conflict types are stronger than the relationship of rear-end and lane-change crossing conflicts. This, again, would be expected because it has been validated in the field that protected left turns reduce crossing crashes. TEXAS, however, shows a very high rate of rear-end and lane-change events per hour, indicating that the default driver behavior parameters may allow vehicles to perform maneuvers that allow closer proximity than the "rule of thumb" threshold of TTC = 1.5 would preclude in the real world.

Case 2: Left-Turn Bay Versus No Left-Turn Bay (TEXAS)

A left-turn bay on an approach to an intersection provides an independent lane for the storage and movement of the left-turn vehicles. With the left-turn bay, the conflict events between through movement vehicles (primarily traveling in the same direction as the turn vehicles) and left-turn vehicles is hypothesized to be significantly reduced. This has been tested over a range of traffic volume scenarios from light traffic to heavy traffic.

According to the crash prediction models for all conventional intersections, the existence of a left-turn bay will reduce the crash frequency under the same traffic conditions.(13)

Intersection Description

The intersection used to test the left-turns bay versus no left-turn bay is a four-legged intersection with two through lanes with shared right turn for all approaches to the intersection, as shown in figure 36 and figure 37. All left-turn bays are 76.25 m (250 ft) long. Table 15 indicates the traffic volumes arriving to each approach of the intersection. Fixed-time traffic control is applied in this test. The ring-diagrams from figure 38 through figure 43 show the timing plans for each testing scenario.

Figure 36. Screen Capture. Exclusive Left-Turn Lane. This is a screen capture of an intersection model in TEXAS. The intersection is four legged with two through lanes and shared right turn for all approaches to the intersection. All approaches have left-turn bays that are 76.25 m (250 ft) long.

Figure 36. Screen Capture. Exclusive Left-Turn Lane.

Figure 37. Screen Capture. Shared Use Left-Turn and Through Lane. This is a screen capture of an intersection model in TEXAS. The intersection is four legged with two through lanes and shared right turn as well as shared left turn for all approaches to the intersection.

Figure 37. Screen Capture. Shared Use Left-Turn and Through Lane.

Table 15. Case 2 Service Flow by Each Approach.
Approach Southbound Northbound Eastbound Westbound
L TH R L TH R L TH R L TH R
Phase#
(Permitted)
4 4   8 8   2 2   6 6  
Low Volumes 125 250 125 125 250 125 125 250 125 125 250 125
Medium Volumes 200 400 200 200 400 200 200 400 200 200 400 200
High Volumes 300 600 300 300 600 300 300 600 300 300 600 300

Note: L, TH, and R correspond to vehicles proceeding left, through, or right at the intersection.

Figure 38. Illustration. Timing Plan for Intersection with Left-Turn Bay in Low Volumes. This is the screen capture of the timing plan for intersection with a left-turn bay case in low volumes condition. All through movements (phases 2, 4, 6, and 8) have 20 seconds as the split time.

Figure 38. Illustration. Timing Plan for Intersection with Left-Turn Bay in Low Volumes.

Figure 39. Illustration. Timing Plan for Intersection without Left-Turn Bay in Low Volumes. This is a screen capture of the timing plan for intersection without a left-turn bay case in low volumes condition. All through movements (phases 2, 4, 6, and 8) have 20 seconds as the split time.

Figure 39. Illustration. Timing Plan for Intersection without Left-Turn Bay in Low Volumes.

Figure 40. Illustration. Timing Plan for Intersection with Left-Turn Bay in Medium Volumes. This is a screen capture of the timing plan for intersection with a left-turn bay case in medium volumes condition. The length of green phase for phases 2, 4, 6, and 8 are all 20 seconds.

Figure 40. Illustration. Timing Plan for Intersection with Left-Turn Bay in Medium Volumes.

Figure 40. Illustration. Timing Plan for Intersection with Left-Turn Bay in Medium Volumes. This is a screen capture of the timing plan for intersection with a left-turn bay case in medium volumes condition. The length of green phase for phases 2, 4, 6, and 8 are all 20 seconds.

Figure 41. Illustration. Timing Plan for Intersection without Left-Turn Bay in Medium Volumes.

Figure 42. Illustration. Timing Plan for Intersection with Left-Turn Bay in High Volumes. This is a screen capture of the timing plan for an intersection with a left-turn bay case in high volumes condition. All through movements (phases 2, 4, 6, and 8) have 20 seconds as the split time.

Figure 42. Illustration. Timing Plan for Intersection with Left-Turn Bay in High Volumes.

Figure 43. Illustration. Timing Plan for Intersection without Left-Turn Bay in High Volumes. This is a screen capture of the timing plan for an intersection without a left-turn bay case in high volumes condition. The split time for the E-W movements (phase 2 and phase 6) is 23 seconds, and the split time for S-N movements (phase 4 and phase 8) is 22 seconds.

Figure 43. Illustration. Timing Plan for Intersection without Left-Turn Bay in High Volumes.

Data Analysis and Comparison Results

Ten replications were performed for each simulation scenario, and the resulting output trajectory data were analyzed by SSAM. F-test and t-tests were applied to identify statistical significance. Table 16 through table 20 list the values of all surrogate measures of safety and corresponding t 'test results for different types of aggregations with the low speed events and crash data excluded (TTC ≤ 0 and MaxS ≥ 16.1 km/h (10 mi/h)).

Table 16. Case 2 Comparison Results for Total Conflicts.
Total
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
 
NLB WLB NLB WLB NLB WLB
Low volume Mean
9.6
11.3
9.6
26.3
54
42.6
Variance
7.2
26.9
7.2
45.8
68.7
63.8
tvalue(95%), difference (%)
-0.921
-7.258, 173.96% 3.132, 21.11%
Medium volume Mean
15.8
19.7
58.2
47.6
210.7
98.5
Variance
18.8
19.3
166.2
32.3
704.5
53.6
t-value(95%), difference (%)
-1.996
2.38, 18.21%
12.887, 53.25%
High volume Mean
140.8
150.1
506.8
279.1
985.9
487
Variance
156.4
78.5
250.4
81.4
467.9
293.6
t-value(95%), difference (%)
-1.919
39.528, 44.93%
57.174, 50.6%

Note: NLB indicates no left-turn bay and WLB indicates with left-turn bay. Shaded cells indicate statistically significant differences between the two alternatives. The tan and blue colors indicate extreme values to the right and left columns respectively.

Table 17. Case 2 Comparison Results for Crossing Conflicts.
Crossing
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
  NLB WLB NLB WLB NLB WLB
Low volume Mean
5.3 8.5 5.3 12.3 11.9 15.3
Variance
2.7 12.5 2.7 15.3 6.3 17.3
t-value(95%), difference (%)
-2.597, -60.38% -5.214, -132.08% -2.210, -28.57%
Medium volume Mean
6.1 13.4 9 18.6 11 27.1
Variance
5.9 6.9 7.8 13.4 7.1 23.2
t-value(95%), difference (%)
-6.45, -119.67% -6.6, -106.67% -9.246, -146.36%
High volume Mean
9.1 34 15 45.6 19.4 60.8
Variance
11.7 52.7 10.7 62.9 15.6 69.5
t-value(95%), difference (%)
-9.818, -273.63% -11.279, -204.00% -14.191, -213.4%

Note: NLB indicates no left-turn bay and WLB indicates with left-turn bay. Shaded cells indicate statistically significant differences between the two alternatives. The tan and blue colors indicate extreme values to the right and left columns respectively.

This table indicates that, for all traffic volumes, the number of severe-crossing conflicts is increased when the left-turn bay is added. This result likely reflects the increase in the number of available left-turn maneuvers due to the bay.

Table 18. Case 2 Comparison Results for Rear-End Conflicts.
Rear End
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
 
NLB WLB NLB WLB NLB WLB
Low volume Mean
2.7
2.3
2.7
11.6
31.8
21.3
Variance
3.1
3.8
3.1
18.3
40.2
42.7
t-value(95%), difference (%)
0.481
-6.085, -329.60% 3.648, 33%
Medium volume Mean
5.6
4
38.4
22.2
175.5
54.8
Variance
10.933
6.222
129.378
17.956
637.611
23.067
t-value(95%), difference (%)
1.222
4.221, 42.19%
14.85, 68.77%
High volume Mean
110.4
24.2
434.1
94.8
855.8
223
Variance
131.8
44.6
209.0
183.7
377.3
194.7
t-value(95%), difference (%)
20.521, 78.08%
54.143, 78.16%
83.673, 73.97%

Note: NLB indicates no left-turn bay and WLB indicates with left-turn bay. Shaded cells indicate statistically significant differences between the two alternatives. The tan and blue colors indicate extreme values to the right and left columns respectively.

This table indicates a definite decrease in the number of rear-end conflicts when a left- turn bay is added to the intersection, as expected from field experience.

Table 19. Case 2 Comparison Results for Lane-Change Conflicts.
Lane Change
TTC ≤ 0.5 TTC ≤ 1.0 TTC ≤ 1.5
 
NLB WLB NLB WLB NLB WLB
Low volume Mean
1.6
0.5
1.6
2.4
10.3
6
Variance
1.4
0.3
1.4
3.6
6.0
6.4
t-value(95%), difference (%)
2.703, 68.80% -1.134 3.853, 41.75%
Medium volume Mean
4.1
2.3
10.8
6.8
24.2
16.6
Variance
1.878
3.567
4.844
8.622
31.289
27.156
t-value(95%), difference (%)
2.439, 43.9%
3.447, 37.04%
3.144, 31.4%
High volume Mean
21.3
91.9
57.7
138.7
110.7
203.2
Variance
21.6
93.7
53.3
177.3
113.1
242.6
t-value(95%), difference (%)
-20.799, -331.46%
-16.864, -140.38%
-15.509, -83.56%

Note: NLB indicates no left-turn bay and WLB indicates with left-turn bay. Shaded cells indicate statistically significant differences between the two alternatives. The tan and blue colors indicate extreme values to the right and left columns respectively.

Table 20. Case 2 Comparison Results for Average Surrogate Measures of Safety.
  TNLB TWLB CNLB CWLB RENLB REWLB LCNLB LCWLB
TTC (low)
0.97
0.86
0.67
0.56
1.08
1.01
1.01
1.09
t -value, diff(%)
3.928, 11.34%
1.804
2.428, 6.48%
1.339
TTC (med)
1.17
0.97
0.54
0.66
1.23
1.11
1.02
1.04
t -value, diff(%)
12.404, 17.09% -2.048, -22.22%
7.646, 9.76%
-0.506
TTC (high)
0.99
0.84
0.64
0.58
1
1.07
0.96
0.68
t -value, diff(%)
18.245, 15.15%
1.484
-7.507,-7.00% 16.155, 29.17%
PET(low)
2.22
2.07
1.44
1.29
2.56
2.5
2.07
2.51
t -value, diff(%)
1.732
0.880
0.670
-1.866
PET(med)
2.75
2.27
1.26
1.47
3.03
2.71
1.45
2.11
t -value, diff(%)
9.464, 17.45%
-1.364
5.996, 10.56% -5.236, -45.52%
PET(high)
1.77
1.64
1.16
0.95
1.82
2.38
1.49
1.02
t -value, diff(%)
5.860, 7.34%
2.252, 18.10%
-18.904, -30.77% 12.073, 31.54%
MaxS(low)
30.75
29.65
33.6
34.07
29.54
27.06
31.18
27.6
t -value, diff(%)
1.833
-0.518
2.933, 8.40%
2.353, 11.48%
MaxS(med)
27.01
29.95
34.33
34.77
26.16
27.11
29.88
31.45
t -value, diff(%)
-8.429, -10.88%
-0.499
-2.248, -3.63%
-1.623
MaxS(high)
24.38
28.78
28.44
31.78
24.12
27.38
25.64
29.42
t -value, diff(%)
-31.808, -18.05%
-5.551, -11.74%
-17.846, -13.52%
-12.115, -14.74%
DeltaS(low)
28.57
30.05
38.86
39.96
25.03
24.93
27.59
22.95
t -value, diff(%)
-1.788
-0.732
0.104
2.848, 16.82%
DeltaS(med)
19.23
28.28
38.02
41.46
18.05
23.46
19.21
22.69
t -value, diff(%)
-18.607, -47.06%
-2.558, -9.05%
-11.112, -29.97%
-3.351, -18.12%
DeltaS(high)
18.97
23.24
32.31
34.25
18.74
21.36
18.45
22.02
t -value, diff(%)
-23.467, -22.51%
-2.555, -6.00%
-11.461, -13.98%
-10.732, -19.35%
DR(low)
-6.3
-5.32
-2.48
-1.47
-7.48
-7.49
-7.08
-7.43
t -value, diff(%)
-3.323, 15.56%
-2.022, 40.73%
0.032
0.476
DR(med)
-6.1
-5.65
-0.49
-1.57
-6.6
-7.55
-5.04
-6.02
t -value, diff(%)
-2.539, 7.38%
3.233, -220.41%
4.818, -14.39%
2.373, -19.44%
DR(high)
-4.79
-3.83
-0.03
-1.2
-5.1
-6.19
-3.27
-2.02
t -value, diff(%)
-13.525, 20.04%
8.067, -3900.00%
11.276, -21.37%
-9.530, 38.23%
MaxD(low)
-12.86
-11.36
-5.63
-5.52
-15.11
-14.95
-14.26
-13.52
t -value, diff(%)
-3.487, 11.66%