Development of a method for genetic optimization of aerodynamic devices

dc.contributor.advisorAgelin-Chaab, Martin
dc.contributor.authorLace Aranha, Raphael
dc.date.accessioned2022-11-25T16:01:31Z
dc.date.available2022-11-25T16:01:31Z
dc.date.issued2021-06-01
dc.degree.disciplineMechanical Engineering
dc.degree.levelMaster of Applied Science (MASc)
dc.description.abstractDriving stability, fuel efficiency and soiling reduction are important for modern vehicles. This thesis has developed a novel method for genetic optimization of aerodynamic devices for road vehicle applications with the objective of minimizing drag and lift. The method involves the integration of genetic algorithms, B-spline shape optimization and computational fluid dynamic using OpenFOAM. The method can generate multiple devices in a single run. It allows the user to decide the objective functions and number of devices to be generated. The method was successfully applied to generate unique device geometries based on the Ahmed body by optimizing the top flap device and bottom diffuser, as well as the combination of the two devices. In addition, advanced vortex identification techniques were applied to the novel aerodynamic devices developed. The study provided physical insight into the drag and lift reduction as well as soiling mitigation mechanisms by the new devices.en
dc.description.sponsorshipUniversity of Ontario Institute of Technologyen
dc.identifier.urihttps://hdl.handle.net/10155/1551
dc.language.isoenen
dc.subjectGenetic algorithmen
dc.subjectShape optimizationen
dc.subjectCFDen
dc.subjectOpenFOAMen
dc.subjectAhmed bodyen
dc.titleDevelopment of a method for genetic optimization of aerodynamic devicesen
dc.typeThesisen
thesis.degree.disciplineMechanical Engineering
thesis.degree.grantorUniversity of Ontario Institute of Technology
thesis.degree.nameMaster of Applied Science (MASc)

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