Title :
Global nonlinear parametric modelling with application to F-16 aerodynamics
Author :
Morelli, Eugene A.
Author_Institution :
NASA Langley Res. Center, Hampton, VA, USA
Abstract :
Global nonlinear parameteric modeling technique is described and demonstrated. The technique uses multivariate orthogonal modeling functions generated from the data to determine nonlinear model structure, then expands each retained modeling function into an ordinary multivariate polynomial. The final model form is a finite multivariate power series expansion for the dependent variable in terms of the independent variables. Partial derivatives of the identified models can be used to assemble globally valid linear parameter varying models. The technique is demonstrated by identifying global nonlinear parametric models for nondimensional aerodynamic force and moment coefficients from a subsonic wind tunnel database for the F-16 fighter aircraft. Results show less than 10% difference between wind tunnel aerodynamic data and the nonlinear parameterized model for a simulated doublet maneuver at moderate angle of attack. Analysis indicated that the global nonlinear parametric models adequately captured the multivariate nonlinear aerodynamic functional dependence
Keywords :
aerodynamics; military aircraft; modelling; nonlinear systems; polynomials; series (mathematics); wind tunnels; F-16 aerodynamics; F-16 fighter aircraft; finite multivariate power series expansion; global nonlinear parametric modelling; globally valid linear parameter varying models; multivariate nonlinear aerodynamic functional dependence; multivariate orthogonal modeling functions; multivariate polynomial; nondimensional aerodynamic force coefficients; nondimensional aerodynamic moment coefficients; partial derivatives; simulated doublet maneuver; subsonic wind tunnel database; Aerodynamics; Analytical models; Assembly; Databases; Elevators; Military aircraft; NASA; Parametric statistics; Polynomials; Predictive models;
Conference_Titel :
American Control Conference, 1998. Proceedings of the 1998
Conference_Location :
Philadelphia, PA
Print_ISBN :
0-7803-4530-4
DOI :
10.1109/ACC.1998.703559