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1 CHAPTER 11 QUEUEING MODELS SOLUTION TO SOLVED PROBLEMS 11 S1 Managing Waiting Lines at First Bank of Seattle Sally Gordon has just completed her MBA degree and is proud to have earned a promotion to Vice President for Customer Services at the First Bank of Seattle One of her responsibilities is to manage how tellers provide services to customers so she is taking a hard look at this area of the bank s operations Customers needing teller service arrive randomly at a mean rate of 30 per hour Customers wait in a single line and are served by the next available teller when they reach the front of the line Each service takes a variable amount of time assume an exponential distribution but on average can be completed in 3 minutes The tellers earn an average wage of 18 per hour a If two tellers are used what will be the average waiting time for a customer before reaching a teller On average how many customers will be in the bank including those currently being served This is an M M s queueing system The mean arrival rate is 30 customers per hour The mean service rate is 60 min hr 3 minutes customer 20 customers per hour The number of servers is s 2 The Template for the M M s queueing model is shown below The average waiting time for a customer before reaching a teller is Wq 0 064 hours 3 86 minutes The average number of customers in the bank including those currently being served is L 3 43 1 2 3 4 5 6 7 8 9 10 11 12 13 ABCDEGHI Template for the M M s Queueing Model DataResults 30 mean arrival rate L 3 428571429 20 mean service rate Lq 1 928571429 s 2 servers minutes W 0 1142857146 857142857 Pr W t 0 50480467Wq 0 0642857143 857142857 when t 0 08333333 0 75 Prob Wq t 0 27938456 when t 0 08333333nPn 00 142857143 2 b Company policy is to have no more than a 10 chance that a customer will need to wait more than 5 minutes before reaching a teller How many tellers need to be used in order to meet this standard As in part a this is an M M s queueing system with mean arrival rate 30 customers per hour and mean service rate 20 customers per hour To satisfy the company policy that there be no more than a 10 chance that a customer will need to wait more than 5 minutes before reaching a teller we need to assure that Pr Wq t in cell C11 is no more than 10 when t 0 0833 hours 5 minutes From part a when s 2 Pr Wq t 27 9 As shown below when s 3 Pr Wq t 1 9 Thus First Bank will need at least 3 tellers to meet this standard c Sally feels that a significant cost is incurred by making a customer wait because of potential lost future business Sally estimates the cost to be 0 50 for each minute a customer spends in the bank counting both waiting time and service time Given this cost how many tellers should Sally employ This question can be answered using the template for economic analysis of the M M s queueing model The cost of service is Cs 18 hour server The cost of waiting is Cw 0 50 minute server 30 hour server The total cost of service and waiting is Cs s Cw L As seen in the templates below with 2 servers the total cost is 138 86 With 3 servers the total cost is 106 11 With 4 servers the total cost is 118 34 Therefore Sally should employ 3 servers 1 2 3 4 5 6 7 8 9 10 11 12 13 ABCDEGH Template for the M M s Queueing Model DataResults 30 mean arrival rate L 1 736842105 20 mean service rate Lq 0 236842105 s 3 servers W 0 057894737 Pr W t 0 23946063Wq 0 007894737 when t 0 08333333 0 5 Prob Wq t 0 01944118 when t 0 08333333nPn 00 210526316 3 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 ABCDEFG Template for Economic Analysis of M M s Queueing Model DataResults 30 mean arrival rate L 3 428571429 20 mean service rate Lq 1 928571429 s 2 servers W 0 114285714 Pr W t 0 50480467Wq 0 064285714 when t 0 08333333 0 75 Prob Wq t 0 27938456 when t 0 08333333nPn 100 142857143 2 Economic Analysis 10 214285714 0Cs 18 00 cost server unit time 20 160714286 0Cw 30 00 waiting cost unit time 30 120535714 040 090401786 0Cost of Service 36 0050 067801339 0Cost of Waiting 102 8660 050851004 0Total Cost 138 8670 038138253 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 ABCDEFG Template for Economic Analysis of M M s Queueing Model DataResults 30 mean arrival rate L 1 736842105 20 mean service rate Lq 0 236842105 s 3 servers W 0 057894737 Pr W t 0 23946063Wq 0 007894737 when t 0 08333333 0 5 Prob Wq t 0 01944118 when t 0 08333333nPn 100 210526316 2 Economic Analysis 10 315789474 1Cs 18 00 cost server unit time 20 236842105 0Cw 30 00 waiting cost unit time 30 118421053 040 059210526 0Cost of Service 54 0050 029605263 0Cost of Waiting 52 1160 014802632 0Total Cost 106 1170 007401316 4 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 ABCDEFG Template for Economic Analysis of M M s Queueing Model DataResults 30 mean arrival rate L 1 544751381 20 mean service rate Lq 0 044751381 s 4 servers W 0 051491713 Pr W t 0 1974963Wq 0 001491713 when t 0 08333333 0 375 Prob Wq t 0 00115636 when t 0 08333333nPn 100 220994475 2 Economic Analysis 10 331491713 1Cs 18 00 cost server unit time 20 248618785 1Cw 30 00 waiting cost unit time 30 124309392 040 046616022 0Cost of Service 72 0050 017481008 0Cost of Waiting 46 3460 006555378 0Total Cost 118 3470 002458267 5 d First Bank has two types of customers merchant customers and regular customers The mean arrival rate for each type of customer is 15 per hour Both types of customers currently wait in the same line and are served by the same tellers with the same average service time However Sally is considering changing this The new system she is considering would have two lines one for merchant customers and one for regular customers There would be a single teller serving each line What would be the average waiting time for each type of customer before reaching a teller On average how many total customers would be in the bank including those currently being served How do these results compare to those from part a The queueing systems for merchant and regular customers are two separate but identical M M s queueing systems For each the mean arrival rate is 15 customers per hour The mean service rate is 20 customers per hour The number of servers is s 1 The template for the M M s queueing model is shown below The average waiting time for a customer before reaching a teller is Wq 0 15 hours 9 minutes The average number of customers of each type in the bank including those currently being served is L 3 Thus the total number of customers of both types is 6 These results are significantly worse than those from part a 6 e Sally feels that if the tellers are specialized into merchant tellers and regular tellers they would be more efficient and could serve customers in an average of 2 5 minutes instead of 3 minutes Answer the questions for part d again with this new average service time Like part d the queueing systems for merchant and regular
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