Theses and Dissertations
Issuing Body
Mississippi State University
Advisor
Weed, Richard A.
Committee Member
Thompson, David S.
Committee Member
Janus, J. Mark
Date of Degree
5-1-2020
Original embargo terms
Worldwide
Document Type
Graduate Thesis - Open Access
Major
Aerospace Engineering
Degree Name
Master of Science
College
James Worth Bagley College of Engineering
Department
Department of Aerospace Engineering
Abstract
A study was performed to compare two different methods for generating surrogate models for the analysis and design of airfoils. Initial research was performed to compare the accuracy of surrogate models for predicting the lift and drag of an airfoil with data collected from highidelity simulations using a modern CFD code along with lower-order models using a panel code. This was followed by an evaluation of the Class Shape Trans- formation (CST) method for parameterizing airfoil geometries as a prelude to the use of surrogate models for airfoil design optimization and the implementation of software to use CST to modify airfoil shapes as part of the airfoil design process. Optimization routines were coupled with surrogate modeling techniques to study the accuracy and efficiency of the surrogate models to produce optimal airfoil shapes. Finally, the results of the current research are summarized, and suggestions are made for future research.
URI
https://hdl.handle.net/11668/16489
Sponsorship
Engineer Research and Development Center
Recommended Citation
Michael, Nicholas Alexander, "Airfoil analysis and design using surrogate models" (2020). Theses and Dissertations. 425.
https://scholarsjunction.msstate.edu/td/425