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Airlines and Linear Programming (and other stuff) Dr. Ron Lembke
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Complex Problems Several hundred aircraft 10,000+ crew members Up to 100,000 flights per month Tens of millions of passengers per year
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A Few Results 1989: American Airlines Reduced costs by 0.5% Increased revenues by 0.5% Total impact ~ $75m 1994: PanAm 11% reduction in labor 1993: Delta – Fleet Assignment $300m in 3 years 1% difference in solution quality can mean $30m in annual savings
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Schedule Design Which cities to fly to when, how often, what times? Marketing estimates demand Consider available fleets, constraints on network Gates available, airport capacity, timing
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Fleet Assignment Right size for the lane to maximize profits Marketing projections Rotate aircraft to meet maintenance requirements
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Crew Scheduling
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Crew pairing Which flight legs are combined in rotations Fly so many hours over a period of so many hours Different national rules, unions Quality of life: Rest days at home, days on the road, etc. Crew-rostering Trips are assigned to individuals SAS: 1% improvement saves $5m per year
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Crew Rules
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Operations Control Dealing with disruptions: Weather delays, rain, snow, wind Mechanical issues Flight crews timed out Getting the network back up and running as quickly as possible, Trying to service as many travelers as possible
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The Bad News Fleet Assignment: 75,000 Binary variables 1,000 integer variables 50,000 constraints Produce a solution within a day of getting the data
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Crew Flight Scheduling In fact, for most real instances, explicit enumeration of the constraint matrix is not possible. For example, a domestic problem on a hub-and-spoke network with several hundred flights typically has billions of pairings. You can’t even write all of the constraints!
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Advertising at NBC?
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$50m revenue increase
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Finance - Capital Asset Pricing Model (CAPM) Find the efficient frontier
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Cement Inputs Inputs from different sources, different amounts of several different compounds Target levels of each in finished product Transportation costs complicate
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Summary Linear Programming widely used Airlines have saved and earned billions because of LP So much so, you never read about it Advertising at NBC - $50m in revenues Capital Asset Pricing model Cement raw materials purchasing
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