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Optimization and Computational Fluid Dynamics - Department of ...

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136 Nicolas R. Gauger<br />

drag, lift, s tres s [ % variation ]<br />

range, stress, C D ,C L [% variation]<br />

0<br />

-10<br />

-20<br />

-30<br />

70<br />

60<br />

50<br />

40<br />

30<br />

20<br />

10<br />

0<br />

-10<br />

-20<br />

stress<br />

C D<br />

C L<br />

eval. grad stress<br />

eval. grad C D<br />

eval. grad C L<br />

10 20 30 40 50 60 70 80 90 100<br />

It<br />

(a)<br />

range<br />

stress<br />

C D<br />

C L<br />

eval. grad range<br />

eval. grad stress<br />

eval. grad C D<br />

eval. grad C L<br />

10 20 30 40 50 60 70 80 90 100<br />

It<br />

(b)<br />

Fig. 5.14 <strong>Optimization</strong> history (a) for the drag reduction by constant lift while taking<br />

into account the static deformation <strong>and</strong> (b) for the range maximization (bottom picture)<br />

<strong>of</strong> the AMP wing (M∞ =0.78, α =2.83 ◦ ). For both optimizations free-form deformation<br />

is considered, 240 design variables are used for parameterization <strong>and</strong> the optimization<br />

strategy relies on feasible directions<br />

� �<br />

∂I ∂R ∂S<br />

δI = + ψT + φT δX<br />

∂X ∂X ∂X<br />

� � � �<br />

∂I ∂R ∂S ∂I ∂R ∂S<br />

+ + ψT + φT δw + + ψT + φT δZ (5.40)<br />

.<br />

∂w ∂w ∂w ∂Z ∂Z ∂Z

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