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Chapter 5 Robust Performance Tailoring with Tuning - SSL - MIT

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percent change in the performance due to a percent change in the parameter:<br />

¯<br />

dσz<br />

dp<br />

= x0<br />

σz0<br />

∂σz<br />

∂p<br />

where σz0 is the RMS performance of the nominal design and ∂σz<br />

∂x<br />

(2.27)<br />

is the derivative of<br />

the RMS performance <strong>with</strong> respect to the parameter, x as defined in Equation 2.17.<br />

In the case of the design masses, the nominal values are zero, so the average of the<br />

structural mass in the consistent mass matrix in the x and y degrees of freedom<br />

at the appropriate node is used in the sensitivity calculation. Note from the table<br />

that increasing the cross-sectional area of the truss segments in the nominal design<br />

decreases the variance of the OPD thereby improving the performance of the system.<br />

2.3.4 Finite Element Gradients<br />

In order to compute the performance gradients it is necessary to obtain the gradients<br />

of the stiffness and mass matrices <strong>with</strong> respect to the design variables. The stiff-<br />

ness and mass matrices depend on the cross-sectional diameter of the truss segments<br />

through the area and inertia properties of the beam elements. Therefore, the chain<br />

rule is employed to find the derivatives of the global stiffness and mass matrices <strong>with</strong><br />

respect to di:<br />

∂K<br />

∂di<br />

∂M<br />

∂di<br />

= ∂K<br />

∂Ii<br />

∂Ii<br />

∂di<br />

= ∂M ∂Ai<br />

∂Ai ∂di<br />

+ ∂K ∂Ai<br />

∂Ai ∂di<br />

(2.28)<br />

(2.29)<br />

It is assumed that the bar elements have a circular cross-section, so that the inertia<br />

and area of the elements in the i th truss segment are defined as:<br />

Ii = π<br />

64 d4 i<br />

Ai = π<br />

4 d2 i<br />

52<br />

(2.30)<br />

(2.31)

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