Question
Airports have always faced the problem of long waiting lines and waiting times at security gates. Waiting lines can be as long as hundreds of
Airports have always faced the problem of long waiting lines and waiting times at security gates. Waiting lines can be as long as hundreds of yards and waiting times can sometimes be hours. In their efforts to reduce waiting lines and times, or at least to not have them become longer as airline demand increases, airports have analyzed their existing security systems and sought quantitative solutions. One of the key components of any effort to operationally improve airport security procedures is forecasting passenger arrivals at security checkpoints to determine how many security checkpoints and staff are needed. At Berry International Airport (BEI), security analysts would like to forecast passenger arrivals for next July, the airport's busiest travel month of the year, for the purpose of determining how many security checkpoints they should staff during the month so that waiting lines and times will not be excessively long. Demand for airline travel has generally been increasing during the past 3 years. There are two main concourses at BEI, North and South, each serving different airlines. The attached table shows passenger arrivals at the South concourse for 10 days (selected randomly) in 2-hour segments from 4:00 a.m. to 10:00 p.m. for the month of July for the past 3 years.
Part (a) Develop a forecast for daily passenger arrivals at the South concourse at BEI for each time period for one day in July of year 4.
Part (b) Use the forecast developed to perform this type of waiting line analysis to determine how many security checkpoints are needed during each time segment. Assume that as passengers arrive at the South concourse security gate, they join a single line to have their boarding pass and identification checked at one of several stations. When passengers leave these stations, they again form a single line and are approximately equally distributed among the security checkpoints by security personnel before going through the various detection machines. For July the airport plans to staff six security checkpoints for each 2-hour time segment from 4:00 a.m. to 6:00 p.m., and then three checkpoints from 6:00 p.m. to 8:00 p.m., and two check- points from 8:00 p.m. to 10:00 p.m. Assume that the arrival rate at this point in the security system is Poisson distributed, with the forecasted passenger arrivals developed in Part (a) as the mean arrival rate. Further, assume that service times are exponentially distributed with a mean of 11.6 seconds. Determine whether the number of security checkpoints the airport plans to use for each 2-hour time segment is sufficient to keep passengers moving freely through the security system without excessive delays. The airport wants to keep the average time of a passenger in the system to be less than 5 minutes. If the planned system is not likely to be sufficient, determine the number of checkpoints that would be needed for each 2-hour segment in order for passengers to move quickly through the security checkpoints without excessive waiting times (the average time in the system to be less than 5 minutes).
Day | 4-6 AM | 6-8 AM | 8-10 AM | 10-noon | noon-2 PM | 2-4 PM | 4-6 PM | 6-8 PM | 8-10 PM | |
Year One | 1 | 2400 | 2700 | 3200 | 1400 | 1700 | 1800 | 1600 | 800 | 200 |
Year One | 2 | 1900 | 2500 | 3100 | 1600 | 1800 | 2000 | 1800 | 900 | 300 |
Year One | 3 | 2300 | 3100 | 2500 | 1500 | 1500 | 1800 | 1900 | 1100 | 200 |
Year One | 4 | 2200 | 3200 | 3100 | 2200 | 1900 | 2400 | 2100 | 1200 | 400 |
Year One | 5 | 2400 | 3300 | 3400 | 1700 | 2200 | 2100 | 2000 | 1000 | 600 |
Year One | 6 | 2600 | 2800 | 3500 | 1500 | 1700 | 1900 | 1500 | 1100 | 300 |
Year One | 7 | 1900 | 2800 | 3100 | 1200 | 1500 | 2000 | 1400 | 900 | 400 |
Year One | 8 | 2000 | 2700 | 2500 | 1500 | 2000 | 2300 | 1900 | 1000 | 200 |
Year One | 9 | 2400 | 3200 | 3600 | 1600 | 2100 | 2500 | 1800 | 1400 | 200 |
Year One | 10 | 2600 | 3300 | 3100 | 200 | 2500 | 2600 | 2400 | 1100 | 400 |
Year Two | 11 | 3100 | 3900 | 4100 | 2200 | 2600 | 2300 | 2500 | 1100 | 300 |
Year Two | 12 | 2800 | 3400 | 3900 | 1900 | 2100 | 2500 | 2000 | 1200 | 300 |
Year Two | 13 | 2700 | 3800 | 4300 | 2100 | 2400 | 2400 | 2400 | 1200 | 400 |
Year Two | 14 | 2400 | 3500 | 4100 | 2400 | 3000 | 3200 | 2600 | 1200 | 700 |
Year Two | 15 | 3300 | 3700 | 4000 | 2600 | 2600 | 2700 | 2900 | 1000 | 300 |
Year Two | 16 | 3500 | 4000 | 3800 | 2300 | 2700 | 3100 | 3000 | 900 | 200 |
Year Two | 17 | 2900 | 4100 | 3900 | 2400 | 3000 | 3200 | 2500 | 1100 | 500 |
Year Two | 18 | 3400 | 3800 | 4200 | 2000 | 2500 | 3000 | 2200 | 1000 | 300 |
Year Two | 19 | 3600 | 3600 | 4000 | 2300 | 2600 | 2800 | 2600 | 1200 | 200 |
Year Two | 20 | 3700 | 3700 | 4000 | 2200 | 2600 | 2700 | 2400 | 1200 | 200 |
Year Three | 21 | 4400 | 4400 | 4500 | 2600 | 3300 | 3400 | 3000 | 1200 | 400 |
Year Three | 22 | 4200 | 4500 | 4300 | 2500 | 3400 | 3600 | 3100 | 1400 | 300 |
Year Three | 23 | 4500 | 4500 | 4700 | 2700 | 3400 | 3500 | 2900 | 1200 | 300 |
Year Three | 24 | 4600 | 4600 | 4600 | 2500 | 3200 | 3500 | 2800 | 1300 | 300 |
Year Three | 25 | 4500 | 4300 | 4400 | 2900 | 3300 | 3300 | 3300 | 1500 | 400 |
Year Three | 26 | 4200 | 4300 | 4500 | 3000 | 4000 | 3400 | 3000 | 1500 | 600 |
Year Three | 27 | 4500 | 4500 | 5100 | 3300 | 4000 | 3700 | 3100 | 1200 | 300 |
Year Three | 28 | 4300 | 4200 | 4300 | 2800 | 3500 | 4000 | 3300 | 1100 | 400 |
Year Three | 29 | 4900 | 4100 | 4200 | 3100 | 3600 | 3900 | 3400 | 1400 | 500 |
Year Three | 30 | 4700 | 4500 | 4100 | 3000 | 4000 | 3700 | 3400 | 1200 | 500 |
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