1
Introduction to
Simulation and Modeling
Azaz Ahmed Kiani
10/21/24
Manual Simulation
Sohail Amin
10/21/24 2
Manual Simulation
 Following interarrival and service times
were observed in a single-server,
single-queue system
 Inter-arrival times (min):
 1, 4, 2, 1, 8, 2, 4, 3
 Service times (min):
 2, 5, 4, 1, 3, 2, 1, 3
 Calculate summary statistics based
on 20 min for
 Average System Time
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System Model
(Real World Scenario)
4
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System Model
5
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Simulation : Start
6
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Simulation : 0 Minute
7
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Simulation : 1 Minute
8
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E 1
Simulation : 2 Minute
9
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E 1
Service end
or
Departure
Simulation : 3 Minute
10
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E 1
Service end
or
Departure
Simulation : 4 Minute
11
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Service end
or
Departure
Simulation : 5 Minute
12
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Service end
or
Departure
E 2
Simulation : 6 Minute
13
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Service end
or
Departure
E 2
Simulation : 7 Minute
14
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Service end
or
Departure
E 2
E 3
Simulation : 8 Minute
15
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Service end
or
Departure
E 2
E 3
E 4
Simulation : 9 Minute
16
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Service end
or
Departure
E 2
E 3
E 4
Simulation : 10 Minute
17
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Service end
or
Departure
E 3 E 2
E 4
Simulation : 11 Minute
18
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Service end
or
Departure
E 3 E 2
E 4
Simulation : 12 Minute
19
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Service end
or
Departure
E 3 E 2
E 4
Simulation : 13 Minute
20
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Service end
or
Departure
E 3 E 2
E 4
Simulation : 14 Minute
21
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Service end
or
Departure
E 4 E 3
Simulation : 15 Minute
22
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Service end
or
Departure
E 4
Simulation : 16 Minute
23
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Service end
or
Departure
E 5
Simulation : 17 Minute
24
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Service end
or
Departure
E 5
Simulation : 18 Minute
25
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Service end
or
Departure
E 5
E 6
Simulation : 19 Minute
26
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Service end
or
Departure
E 6 E 5
Simulation : 20 Minute
27
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Service end
or
Departure
E 6
Simulation : End
28
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Service end
or
Departure
E 6
System time of the entities
 At the time 20, only five different customers have exited the system
 Need not to concerned about any entities still in the system while
 Calculating an observational type of measure such as system time.
 Calculate the average system time by summing all of the
individual system times and dividing by 5
 Average system time for all of the entities that were processed
through the system was 4.8 min
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Single-server, single-queue System Manual Simulation