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smart technologies for safety engineering

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236 Smart Technologies <strong>for</strong> Safety Engineering<br />

Table 6.7 Optimum remodeling example: a single step of the optimization<br />

algorithm<br />

1. Derivatives of the response ∂u N (t)/∂ Âl and ∂σi(t)/∂ Âl<br />

2. Gradient of the modified objective function ∇ fc(Â)<br />

3. Approximate Hessian of the modified objective function ˜H(Â)<br />

4. Adaptive selection of the step length: repeat<br />

Optimization step  by solving [ ˜H(Â) + λI] =−∇fc(Â)<br />

Modified objective function at the new point fc(Â + Â)<br />

Expected improvement of the modified objective function<br />

1<br />

2 Â<br />

<br />

<br />

λIÂ −∇fc(Â)<br />

Actual-to-expected improvement ratio<br />

f (Â) − f (Â + Â) actual improvement<br />

κ = <br />

=<br />

0.5 λ −∇fc(Â) expected improvement<br />

If κκmax, then λ := λ/k<br />

until κ ≥ 0<br />

Figure 6.10 Optimally remodeled structure (asymmetric impact case)<br />

Figure 6.11 Original and optimum vertical displacements of impacted nodes (asymmetric impact case)

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