Non-linear integer programming fleet assignment model

dc.contributor.authorPhokomela, Prince Lerato
dc.date.accessioned2017-04-10T12:21:02Z
dc.date.available2017-04-10T12:21:02Z
dc.date.issued2016
dc.descriptionA dissertation submitted to the Faculty of Engineering and the Built Environment, University of the Witwatersrand, Johannesburg, in fulfilment of the requirements for the degree of Master of Science in Engineering. University of the Witwatersrand, Johannesburg, 2016en_ZA
dc.description.abstractGiven a flight schedule with fixed departure times and cost, solving the fleet assignment problem assists airlines to find the minimum cost or maximum revenue assignment of aircraft types to flights. The result is that each flight is covered exactly once by an aircraft and the assignment can be flown using the available number of aircraft of each fleet type. This research proposes a novel, non-linear integer programming fleet assignment model which differs from the linear time-space multi-commodity network fleet assignment model which is commonly used in industry. The performance of the proposed model with respect to the amount of time it takes to create a flight schedule is measured. Similarly, the performance of the time-space multicommodity fleet assignment model is also measured. The objective function from both mathematical models is then compared and results reported. Due to the non-linearity of the proposed model, a genetic algorithm (GA) is used to find a solution. The time taken by the GA is slow. The objective function value, however, is the same as that obtained using the time-space multi-commodity network flow model. The proposed mathematical model has advantages in that the solution is easier to interpret. It also simultaneously solves fleet assignment as well as individual aircraft routing. The result may therefore aid in integrating more airline planning decisions such as maintenance routing.en_ZA
dc.description.librarianMT2017en_ZA
dc.format.extentOnline resource (178 leaves)
dc.identifier.citationPhokomela, Prince Lerato (2016) Non-linear integer programming fleet assignment model, University of the Witwatersrand, Johannesburg, <http://hdl.handle.net/10539/22330>
dc.identifier.urihttp://hdl.handle.net/10539/22330
dc.language.isoenen_ZA
dc.subject.lcshAirlines--Management--Mathematical models
dc.subject.lcshAirlines--Timetables--Mathematical models
dc.subject.lcshNonlinear programming
dc.subject.lcshScheduling--Mathematical models
dc.subject.lcshOperations research
dc.titleNon-linear integer programming fleet assignment modelen_ZA
dc.typeThesisen_ZA

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