Gust Response Analysis Using the Kriging Method for Laminar Flow

Author:

Sotoudeh Zahra1,Barnes Caleb2

Affiliation:

1. California State Polytechnic Institute, Pomona, California 91768

2. Air Force Research Laboratory, Wright–Patterson Air Force Base, Ohio 45433

Abstract

This paper presents an input–output reduced-order aerodynamic model employing the kriging interpolation for laminar flow. The kriging interpolation is a regression method, particularly useful for large motions. In the targeted flow regime, the response includes unsteady vortex shedding at high angles of attack. The reduced-order model (ROM) predicts the aerodynamic response of a rigid airfoil to a ([Formula: see text]) gust under a wide range of angles of attack, gust lengths, and gust intensities. We study two algorithms for sampling training simulations, equally spaced and Latin hypercube methods. Both methods result in a ROM with an accurate prediction of aerodynamic forces and moments, given sufficient training points, particularly along the gust length axis. We use this ROM in coupling with the structural dynamics equations to study the aeroelastic response of a one-degree-of-freedom elastic airfoil. The aeroelastic gust response predictions are accurate for moderately large pitch angle deformation, using only the ROM created from computational fluid dynamics simulation of the rigid airfoil.

Funder

The U.S. Department of Defense HPC Shared Resource Center at AFRL

U.S. Air Force Research Laboratory (AFRL) Summer Faculty Fellowship Program

Publisher

American Institute of Aeronautics and Astronautics (AIAA)

Subject

Aerospace Engineering

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