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5.2 Experiment Plan
This section explains details of types of events, types of schedules, rules and assumptions, the data selection process, and the experimental environment we used for
this experiment.
5.2.1 Type of Events and Schedules
The events are the same as discussed in Section 4.2.1 except that there is no delay event. The events are lateness LFSO, LFR, and LFSW and unavailability UNV. The
reasons that we do not test delay events is because the duration is quite long and generally it requires more than one round of rescheduling. Two or more than one rounds
of rescheduling need manual intervention and adjustments, and when there are many events simultaneously this becomes quite complex. In this experiment, we do not
consider more than one round of rescheduling. The types of schedules are the same as in the single event experiments; large, medium and small schedules.
5.2.2 Rescheduling Assumptions and Rules
The rescheduling assumptions and rules are similar to those discussed in Section 4.2.2. The difference is that there is not more than one round of rescheduling because two or
more rounds of rescheduling need manual adjustments which are complex. In this experiment, we only consider one round of rescheduling.
5.2.3 Data Selection Process
In these experiments, multiple events take place randomly. Therefore, we should know how to sample the number of events we need and how to select random data. The
minimum number of events is 2 and the maximum number is 20 of the total number of duties of the schedule. For a large schedule it is 18 20 of 88 duties, for a medium
10 20 of 51 and for a small 5 20 of 23. To select data randomly, we used the random formula in Microsoft Excel to generate random numbers and the numbers were
used to refer to the duty number. For the lateness event we used the formula below:
RAND the maximum number-the minimum number + the minimum number
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The maximum number is the total number of duties and the minimum number is 1. For example, for a medium schedule that has 51 duties the formula will look like this:
RAND 51-1 +1 Table 5.1 shows the selected data for a lateness event according to the type of schedule.
The full data for the experiments is shown in Appendix G. For the unavailability event, we selected the start time of the event randomly based on the finish work 2 time. Below
is the formula. Table 5.2 illustrates the selected data for an unavailability event.
RAND the latest time for ‘Finish Work 2’ - the earliest time for ‘Finish Work 2’ + the earliest time for ‘Finish Work 2’
Table 5.1: The Selected Data for Lateness Event
Large Medium Small
No of Events Crew ID
Crew ID Crew ID
1 E K
C 2 P
O H
3 V
Q L
4 W
T M
5 X U
O 6
AB AG
7 AC
AH 8 AD
AL 9
AL AP
10 AQ
AW 11 AU
12 AW 13 AX
14 BK 15 BN
16 BR 17 BT
18 CA
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Table 5.2: The Selected Data for UNV Event
Large Medium Small
No of Events Crew ID
Crew ID Crew ID
1 11:48:00 14:30:00
19:12:00 2 12:45:00
14:48:00 20:54:00
3 12:54:00 15:00:00
22:18:00 4 14:24:00
16:30:00 23:54:00
5 15:28:00 17:12:00
6 15:42:00 22:18:00
7 15:54:00 23:36:00
8 16:06:00 23:54:00
9 16:24:00 24:48:00
10 17:24:00 11 17:48:00
12 18:30:00 13 18:54:00
14 19:00:00 15 19:36:00
16 20:12:00 17 20:48:00
In this experiment, we also tested the event with different timing. For lateness except LFSO the event timing started from 15 minutes and was increased by 5 minute
intervals until 60 minutes was reached. LFSO is only 15 minutes and 20 minutes because when the timing is more it requires second round rescheduling, which is not
considered in this experiment. For unavailability, the event started from 30 minutes increasing by 15 minute intervals until 120 minutes was reached. Table 5.3
demonstrates the overall picture of the experiments. For example, in the event of LFSO- Large schedule there were 34 experiments. The maximum number of duties affected in
the large schedule was 18 as discussed in the previous paragraph but the experiment shows only 17 because the event started from 2 events and went to 18 events. The grand
total number of the experiments was 870.
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Table 5.3: The Overall Picture of the Experiments
Type of EventsType of SchedulesNumber of Experiments Total
Large Schedule
17 x 2 34
Medium Schedule
9 x 2 18
LFSO Small Schedule
4 x 2 8
Large Schedule
17 x 10 170
Medium Schedule
9 x 10 90
LFR Small Schedule
4 x 10 40
Large Schedule
17 x 10 170
Medium Schedule
9 x 10 90
LFSW Small Schedule
4 x 10 40
Large Schedule
17 x 7 119
Medium Schedule
9 x 7 63
UNV Small Schedule
4 x 7 28
Grand Total
870
5.2.4 Experimental Environment