
Concept explainers
a)
To determine: System utilization rate.
Introduction: Poisson distribution is utilized to ascertain the probability of an occasion happening over a specific time period or interval. The interval can be one of time, zone, volume or separation. The probability of an event happening is discovered utilizing the equation in the Poisson distribution.
a)

Answer to Problem 17P
Explanation of Solution
Given Information:
It is given that the processing time is 4 customers per hour and there are 5 servers to process the customers.
Class | Arrivals per Hour |
1 | 2 |
2 | 4 |
3 | 3 |
4 | 2 |
Calculate the system utilization:
It is calculated by adding all the total customer hours for each class and the result is divided with number of servers and customer process per hour.
ρ=[λ1+λ2+λ3+λ4Mμ]=[2+4+3+25×4]=[11 per hour20]=0.5500 per hour
Here,
ρ = system utilization rate
λ1 = total customer arrival rate for class 1
λ2 = total customer arrival rate for class 2
λ3 = total customer arrival rate for class 3
λ4 = total customer arrival rate for class 4
μ = customer service process rate per hour
M = number of servers
Hence the system utilization is 0.5500.
b)
To determine: The average customer waiting for service for each class and waiting in each class on average.
b)

Answer to Problem 17P
Explanation of Solution
Given Information:
Class | Arrivals per Hour |
1 | 2 |
2 | 4 |
3 | 3 |
4 | 2 |
It is given that the processing time is 4 customers per hour and there are 5 servers to process the customers.
Calculate the average number of customers
It is calculated by dividing the total customers arrive per hour with customer process per hour.
r=[λμ]=[114]=2.75
Here,
r = average number of customers
λ= total customer arrival rate
μ = customer service process rate per hour
Calculate average number of customers waiting for service (Lq) using infinite-source table values for μ= 2.75 and M = 5
The Lq values for μ= 2.75 and M = 5 is 0.2185
Calculate A using Formula 18-16 from book:
It is calculated by subtracting 1 minus system utilization rate and multiplying the result with Lq, the whole result is divided by total customer arrival rate.
A=[λ1+λ2+λ3+λ4(1−ρ)Lq]=[2+4+3+2(1−0.5500)×0.2185]=[110.4500×0.2185]=[110.098325]=111.8739
Here,
Lq = average number of customers waiting for service
λ1 = total customer arrival rate for class 1
λ2 = total customer arrival rate for class 2
λ3 = total customer arrival rate for class 3
λ4 = total customer arrival rate for class 4
ρ = system utilization rate
Calculate B using Formula 18-17 from book for each category:
It is calculated by multiplying number of servers with customer service process rate per hour and the result is divided by total customer arrival rate for each category.
B0=1B1=[1−(λ1Mμ)]=[1−(25×4)]=[1−(220)]=[1−0.1000]=0.9000
B2=[1−(λ1+λ2Mμ)]=[1−(2+45×4)]=[1−(620)]=[1−0.3000]=0.7000
B3=[1−(λ1+λ2+λ3Mμ)]=[1−(2+4+35×4)]=[1−(920)]=[1−0.5500]=0.4500
B4=[1−(λ1+λ2+λ3+λ4Mμ)]=[1−(2+4+3+25×4)]=[1−(1120)]=[1−0.4500]=0.5500
Here,
λ1= total customer arrival rate for class 1
λ2= total customer arrival rate for class 2
λ3= total customer arrival rate for class 3
λ4= total customer arrival rate for class 4
μ = customer service process rate per hour
M = number of servers
B1= total customer arrival rate for class 1
B2= total customer arrival rate for class 2
B3= total customer arrival rate for class 1
B4= total customer arrival rate for class 2
Calculate the average waiting time for class 1 and class 2
It is calculated by multiplying A with B0 and B1, the result is divided by 1.
W1=[1A×B0×B1]=[1111.8739×1×0.9000]=[1100.6865]=0.009932 or 0.0099 hours
W2=[1A×B1×B2]=[1111.8739×0.9000×0.7000]=[170.4805]=0.014188 or 0.0142 hours
W3=[1A×B2×B3]=[1111.8739×0.7000×0.5500]=[143.0714]=0.023217 or 0.0232 hours
W4=[1A×B3×B4]=[1111.8739×0.5500×0.4500]=[127.6888]=0.036116 or 0.0361 hours
Calculate the average number of customers that are waiting for service for class 1 and class 2
It is calculated by multiplying total customer arrival rate with average waiting time for units in each category.
L1=[W1×λ1]=[0.009932×2]=0.019864 or 0.0199 customers
L2=[W2×λ2]=[0.014188×4]=0.056753 or 0.0568 customers
L3=[W3×λ3]=[0.023217×3]=0.069652 or 0.0697 customers
L4=[W4×λ4]=[0.036116×2]=0.072231 or 0.0722 customers
Excel Spreadsheet:
Excel Workings:
Hence the average wait time for service by customers for class 1 is 0.0099 hours, class 2 is 0.0142 hours, class 3 is 0.0232 hours and class 4 is 0.0361 hours. The waiting in each class on average for class 1 is 0.0199 customers, class 2 is 0.0567 customers, class 3 is 0.0696 customers and class 4 is 0.0722 customers.
c)
To determine: The average customer waiting for service for each class and waiting in each class on average.
c)

Answer to Problem 17P
Explanation of Solution
Given Information:
It is given that the processing time is 4 customers per hour and there are 5 servers to process the customers. The second priority class is reduced to 3 units per hour by shifting some into the third party class. The arrival rate is as follows,
Class | Arrivals per Hour |
1 | 2 |
2 | 3 |
3 | 4 |
4 | 2 |
Calculate the average number of customers
It is calculated by dividing the total customers arrive per hour with customer process per hour.
r=[λμ]=[114]=2.75
Here,
r = average number of customers
λ= total customer arrival rate
μ = customer service process rate per hour
Calculate average number of customers waiting for service (Lq) using infinite-source table values for μ= 2.75 and M = 5
The Lq values for μ= 2.75 and M = 5 is 0.2185
Calculate A using Formula 18-16 from book
It is calculated by subtracting 1 minus system utilization rate and multiplying the result with Lq, the whole result is divided by total customer arrival rate.
A=[λ1+λ2+λ3+λ4(1−ρ)Lq]=[2+4+3+2(1−0.5500)×0.2185]=[110.4500×0.2185]=[110.098325]=111.8739
Here,
Lq = average number of customers waiting for service
λ1 = total customer arrival rate for class 1
λ2 = total customer arrival rate for class 2
λ3 = total customer arrival rate for class 3
λ4 = total customer arrival rate for class 4
ρ = system utilization rate
Calculate B using Formula 18-17 from book for each category
It is calculated by multiplying number of servers with customer service process rate per hour and the result is divided by total customer arrival rate for each category.
B0=1B1=[1−(λ1Mμ)]=[1−(25×4)]=[1−(220)]=[1−0.1000]=0.9000
B2=[1−(λ1+λ2Mμ)]=[1−(2+35×4)]=[1−(620)]=[1−0.2500]=0.7500
B3=[1−(λ1+λ2+λ3Mμ)]=[1−(2+3+45×4)]=[1−(920)]=[1−0.4500]=0.5500
B4=[1−(λ1+λ2+λ3+λ4Mμ)]=[1−(2+4+3+25×4)]=[1−(1120)]=[1−0.5500]=0.4500
Here,
λ1= total customer arrival rate for class 1
λ2= total customer arrival rate for class 2
λ3= total customer arrival rate for class 3
λ4= total customer arrival rate for class 4
μ = customer service process rate per hour
M = number of servers
B1= total customer arrival rate for class 1
B2= total customer arrival rate for class 2
B3= total customer arrival rate for class 1
B4= total customer arrival rate for class 2
Calculate the average waiting time for class 1 and class 2
It is calculated by multiplying A with B0 and B1, the result is divided by 1.
W1=[1A×B0×B1]=[1111.8739×1×0.9000]=[1100.6865]=0.009932 or 0.0099 hours
W2=[1A×B1×B2]=[1111.8739×0.9000×0.7500]=[175.5149]=0.013242 or 0.0132 hours
W3=[1A×B2×B3]=[1111.8739×0.7500×0.5500]=[146.1480]=0.021669 or 0.0217 hours
W4=[1A×B3×B4]=[1111.8739×0.5500×0.4500]=[127.6888]=0.036116 or 0.0361 hours
Calculate the average number of customers that are waiting for service for class 1 and class 2
It is calculated by multiplying total customer arrival rate with average waiting time for units in each category.
L1=[W1×λ1]=[0.009932×2]=0.019864 or 0.0199 customers
L2=[W2×λ2]=[0.013242×3]=0.039727 or 0.0397 customers
L3=[W3×λ3]=[0.021669×4]=0.086678 or 0.0867 customers
L4=[W4×λ4]=[0.036116×2]=0.072231 or 0.0722 customers
Excel Spreadsheet:
Excel Workings:
Hence the average wait time for service by customers for class 1 is 0.0099 hours, class 2 is 0.0132 hours, class 3 is 0.0217 hours and class 4 is 0.0361 hours. The waiting in each class on average for class 1 is 0.0199 customers, class 2 is 0.0397 customers, class 3 is 0.0867 customers and class 4 is 0.0722 customers.
d)
To determine: The observations based on the results from part c.
d)

Answer to Problem 17P
Explanation of Solution
Calculate the change in average wait time for each class.
It is calculated by subtracting the final answer for average wait time for service by customers from part b with the final answer for average wait time for service by customers from part c.
Change in Average TimeClass 1=[0.0099−0.0099]=0 hours
Change in Average TimeClass 2=[0.0142−0.0132]=0.0010 hours
Change in Average TimeClass 3=[0.0232−0.0217]=0.0015 hours
Change in Average TimeClass 3=[0.0361−0.0361]=0 hours
The above results suggest that there is a decrease in average wait time for class 2 and class 3. Class 1 and 4 remains constant.
Calculate the change in average number waiting for each class.
It is calculated by subtracting the final answer for waiting on average from part b with the final answer for waiting on average from part c.
Change in Average WaitingClass 1=[0.0099−0.0099]=0 customers
Change in Average TimeClass 2=[0.0567−0.0397]=0.0170 customers
Change in Average TimeClass 3=[0.0867−0.0696]=0.0171 customers
Change in Average TimeClass 4=[0.0722−0.0722]=0 customers
The above results suggest that there is a decrease in average waiting for class 2 and an increase in class 3. Class 1 and 4 remains constant.
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Chapter 18 Solutions
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