In: Statistics and Probability
Consider a computer technical support center where personnel take calls and provide service. The time between calls ranges from 1 to 4 minutes. There are two technical support people – Ayşe and Burak. Ayşe is more experienced and can provide service faster than Burak. System works as follows:
Simulate the system for 8 calls. Interarrival distribution of calls and service time distributions for Ayşe and Burak are provided below.
Time between arrivals |
Probability |
1 |
0.25 |
2 |
0.40 |
3 |
0.20 |
4 |
0.15 |
Service time distribution for Burak |
Probability |
3 |
0.35 |
4 |
0.25 |
5 |
0.20 |
6 |
0.20 |
Service time distribution for Ayşe |
Probability |
2 |
0.30 |
3 |
0.28 |
4 |
0.25 |
5 |
0.17 |
Given that the first arrival occurs at time t = 0, create a record of hand simulation (on the empty table given below) and compute the following performance measures:
Caller Number |
Random Number (Interarrival) |
Interarrival Time |
Arrival Time |
When Ayşe becomes Available |
When Burak becomes Available |
Server Chosen (Ayşe/Burak) |
Random Number (Service Time) |
Service Time |
Service Begins |
Service Ends |
Time in Queue |
Time in System |
1 |
0 |
0 |
0 |
Ayşe |
57 |
|||||||
2 |
61 |
95 |
||||||||||
3 |
80 |
33 |
||||||||||
4 |
58 |
50 |
||||||||||
5 |
35 |
69 |
||||||||||
6 |
25 |
80 |
||||||||||
7 |
62 |
49 |
||||||||||
8 |
43 |
55 |
In the “when Ayşe becomes available” and “when Burak becomes available” columns you can write the time when Ayşe/Burak becomes available in order to make the simulation easier for you. In the first call, since both servers are idle, Ayşe takes the call.
First we figure the aggregate probabilities and the interim of arbitrary numbers required for recreation.
Time between arrival:
Time b/w Arrival | Probability | Cumulative probability | Interval of random number |
1 | 0.25 | 0.25 | 0 to less than 0.25 |
2 | 0.4 | 0.65 | 0.25 to less than 0.65 |
3 | 0.2 | 0.85 | 0.65 to less than 0.85 |
4 | 0.15 | 1 | 0.85 to less than 1 |
For instance the main arbitrary number for Arrival time is 26. We deviced this by 100 and get 0.26. Since 0.26 is in go 0.25 to under 0.65, the time between appearance from the above table is 3.
So also the tables for the administration times of Ayse and Burak
Ayse Service time | Probability | Cumulative probability | Interval of random number | Burak Service time | Probability | Cumulative probability | Interval of random number |
2 | 0.3 | 0.3 | 0 to less than 0.30 | 3 | 0.35 | 0.35 | 0 to less than 0.35 |
3 | 0.28 | 0.58 | 0.30 to less than 0.58 | 4 | 0.25 | 0.6 | 0.35 to less than 0.60 |
4 | 0.25 | 0.83 | 0.58 to less than 0.83 | 5 | 0.2 | 0.8 | 0.60 to less than 0.80 |
5 | 0.17 | 1 | 0.83 to less than 1 | 6 | 0.2 | 1 | 0.80 to less than 1 |
(a)-(d)
Let us accept that the clock begins at 0, when the principal client shows up. We will likewise accept that since Ayse is progressively encountered, the client will go to Ayse on the off chance that he is free.
Client 1:
Shows up at 0
Since both the help are free, the administration begins at 0
Capable backings. The arbitrary number is 95. Utilizing the table for Ayse, the administration time is 5 (0.95 is in the range 0.83 to 1)
Administration finishes at 5
Capable is free at 5
Client 2:
Arbitrary number for appearance is 26, the time between appearance is 2.
Client 2 shows up at framework time of 2
Since Burak is free, the administration time start at 2.
Administration time arbitrary number is 21. The administration time is 3
Administration finishes at 5. Burak is free at 5, Ayse is free at 5
Client 3:
Arbitrary number for appearance is 98, the time between appearance is 4
Client 3 shows up at framework time of 6
Since Ayse/Burak is free, the administration time start at 6
Administration time arbitrary number is 51. The administration time is 3 (Ayse serves)
Administration finishes at 9. Capable is free at 9, Burak is free at 5
Client 4:
Arbitrary number for appearance is 90, the time between appearance is 4
Client 4 shows up at framework time of 10
Since Ayse/Burak is free, the administration time start at 10
Administration time arbitrary number is 92. The administration time is 5 (Ayse serves)
Administration finishes at 15. Capable is free at 15, Burak is free at 5
Client 5:
Arbitrary number for appearance is 26, the time between appearance is 2
Client 5 shows up at framework time of 12
Since Burak is free, the administration time start at 12
Administration time arbitrary number is 89. The administration time is 6 (Burak serves)
Administration finishes at 18. Capable is free at 15, Burak is free at 18
The accompanying table condenses the abovementioned.
Time b/w Arrival | Probability | Cumulative Probability | Interval of random number |
1 | 0.25 | 0.25 | 0 to less than 0.25 |
2 | 0.4 | 0.65 | 0.25 to less than 0.25 |
3 | 0.2 | 0.85 | 0.65 to less than 0.25 |
4 | 0.15 | 1 | 0.85 to less than 1 |
Time b/w Arrival | Probability | Cumulative Probability | Interval of random number |
2 | 0.30 | 0.30 | 0 to less than 0.30 |
3 | 0.28 | 0.58 | 0.30 to less than 0.58 |
4 | 0.25 | 0.83 | 0.58 to less than 0.83 |
5 | 0.17 | 1 | 0.83 to less than 1 |
Time b/w Arrival | Probability | Cumulative Probability | Interval of random number |
3 | 0.35 | 0.35 | 0 to less than 0.35 |
4 | 0.25 | 0.6 | 0.35 to less than 0.6 |
5 | 0.2 | 0.8 | 0.6 to less than 0.8 |
6 | 0.2 | 1 | 0.80 to less than 1 |
Simulation:
Customer | Time b/w Arrival | Arrival Time | Service start time | Wait time | sevice Time | Completion time | Time in system | Ayse | Burak |
1 | 0 | 0 | 0 | 0 | 5 | 5 | 5 | 5 | 0 |
2 | 2 | 2 | 2 | 0 | 3 | 5 | 3 | 5 | 5 |
3 | 4 | 6 | 6 | 0 | 3 | 9 | 3 | 9 | 5 |
4 | 4 | 10 | 10 | 0 | 5 | 15 | 5 | 15 | 5 |
5 | 2 | 12 | 12 | 0 | 6 | 18 | 6 | 15 | 18 |