Title page for ETD etd-04182003-102409

Type of Document Dissertation
Author Cruz, Juan Ramón
URN etd-04182003-102409
Title An Application of Anti-Optimization in the Process of Validating Aerodynamic Codes
Degree PhD
Department Aerospace and Ocean Engineering
Advisory Committee
Advisor Name Title
Haftka, Raphael T. Committee Co-Chair
Mason, William H. Committee Co-Chair
Grossman, Bernard M. Committee Member
Johnson, Eric R. Committee Member
Scott, Elaine P. Committee Member
  • wind tunnel testing
  • design of experiments
  • anti-optimization
  • analysis validation
  • Mars airplanes
  • aerodynamics
Date of Defense 2003-04-04
Availability unrestricted
An investigation was conducted to assess the usefulness of anti-optimization in the process of validating of aerodynamic codes. Anti-optimization is defined here as the intentional search for regions where the computational and experimental results disagree. Maximizing such disagreements can be a useful tool in uncovering errors and/or weaknesses in both analyses and experiments.

The codes chosen for this investigation were an airfoil code and a lifting line code used together as an analysis to predict three-dimensional wing aerodynamic coefficients. The parameter of interest was the maximum lift coefficient of the three-dimensional wing, CL max. The test domain encompassed Mach numbers from 0.3 to 0.8, and Reynolds numbers from 25,000 to 250,000.

A simple rectangular wing was designed for the experiment. A wind tunnel model of this wing was built and tested in the NASA Langley Transonic Dynamics Tunnel. Selection of the test conditions (i.e., Mach and Reynolds numbers) were made by applying the techniques of response surface methodology and considerations involving the predicted experimental uncertainty. The test was planned and executed in two phases. In the first phase runs were conducted at the pre-planned test conditions. Based on these results additional runs were conducted in areas where significant differences in CL max were observed between the computational results and the experiment – in essence applying the concept of anti-optimization. These additional runs were used to verify the differences in CL max and assess the extent of the region where these differences occurred.

The results of the experiment showed that the analysis was capable of predicting CL max to within 0.05 over most of the test domain. The application of anti-optimization succeeded in identifying a region where the computational and experimental values of CL max differed by more than 0.05, demonstrating the usefulness of anti-optimization in process of validating aerodynamic codes. This region was centered at a Mach number of 0.55 and a Reynolds number of 34,000. Including considerations of the uncertainties in the computational and experimental results confirmed that the disagreement was real and not an artifact of the uncertainties.

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