Ej. Nielsen et Wk. Anderson, Aerodynamic design optimization on unstructured meshes using the Navier-Stokes equations, AIAA J, 37(11), 1999, pp. 1411-1419
A discrete adjoint method is developed and demonstrated for aerodynamic des
ign optimization an unstructured grids. The governing equations are the thr
ee-dimensional Reynolds-averaged Navier-Stokes equations coupled with a one
-equation turbulence model. A discussion of the numerical implementation of
the flow and adjoint equations is presented. Both compressible and incompr
essible solvers are differentiated and the accuracy of the sensitivity deri
vatives is verified by comparing with gradients obtained using finite diffe
rences. several simplifying approximations to the complete linearization of
the residual are also presented, and the resulting accuracy of the derivat
ives is examined. Demonstration optimizations for both compressible and inc
ompressible flows are given.