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Composite Materials Research Progress

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66<br />

Michaël Bruyneel<br />

relies on using a convex design space with respect to the lamination parameters, while<br />

keeping in the problem’s definition the physical variables in terms of thickness and<br />

orientation. This iterative procedure – between both design spaces – consists in determining<br />

a first (local) solution in terms of thicknesses and orientations. A new search direction<br />

towards the global optimum is then computed by evaluating the first order derivative of the<br />

objective function at the local solution with respect to the lamination parameters. The<br />

global optimum is reached when this sensitivity is close to zero. Otherwise a new design<br />

point is calculated in the space of the fibers orientations, and the process continues, usually<br />

by adding new plies in the laminate. As seen in Figure 3.8, the structural response is not<br />

convex with respect to θ while it is convex in terms of the lamination parameter ξ. With<br />

this technique the knowledge of the feasible regions of the lamination parameters is not<br />

mandatory.<br />

Although efficient, this solution procedure can only be used for global structural<br />

responses like the stiffness, the vibration frequencies and the buckling load.<br />

f<br />

1<br />

2<br />

3<br />

4<br />

Figure 3.8. Illustration of the optimization process after Foldager et al. (1998) in both spaces of the<br />

lamination parameters ξ and the fibers orientation θ.<br />

3.2.5. Alternative Parameterization<br />

In order to decrease the non linearities introduced by the fibers orientation variables,<br />

Fukunaga and Vanderplaats (1991a) proposed to parameterize the laminated composite<br />

membranes with the following intermediate variables:<br />

i = sin 2 i or xi = cos2θ<br />

i<br />

x θ<br />

based on the relation (3.12) and (3.13). This formulation was tested by Vermaut et al. (1998)<br />

for the optimal design of laminates with respect to strength and weight restrictions. As in the<br />

previous section, the main difficulty is to compute the orientations corresponding to the<br />

optimal intermediate variables values xi.<br />

f(θ)<br />

θ, ξ<br />

f(ξ)

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