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Chapter 5 Robust Performance Tailoring with Tuning - SSL - MIT

Chapter 5 Robust Performance Tailoring with Tuning - SSL - MIT

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optical metric. Disturbance analysis methods for evaluating performance RMS and<br />

sensitivity analyses that provide performance gradients are discussed. Both gradient<br />

based and stochastic search techniques are applied to the sample problem to obtain<br />

a performance tailored design.<br />

2.1 PT Formulation<br />

The objective of performance tailoring is to design a system using a set of design vari-<br />

ables, �x, such that a desired performance metric, f(�x), is below some required value,<br />

freq. One approach to this problem is to formulate an optimization that minimizes<br />

the performance metric:<br />

min f (�x)<br />

�x<br />

(2.1)<br />

s.t. �g (�x) ≤ �0<br />

where f (�x) is the performance, or cost, function, �x is a vector of design variables that<br />

affect the performance, and �g (�x) are constraints on the design variables. Examples<br />

of performance metrics include first mode natural frequency and the variance of the<br />

displacement of a particular structural element. For example, consider the design<br />

of a truss that must achieve a specified level of stability at a given point, such as<br />

the tip, when subjected to a dynamic disturbance environment. A PT optimization<br />

would minimize the variance of the tip motion <strong>with</strong>in a given frequency range by<br />

varying the cross-sectional areas of the truss bars. Due to practical considerations,<br />

the cross-sectional areas may be constrained by a lower bound set by manufacturing<br />

and local buckling considerations and an upper bound on the mass of the structure.<br />

2.2 SCI Development Model<br />

The PT formulation is applied to the problem of high-performance systems through<br />

a simple sample structure that is representative of a structurally-connected interfer-<br />

40

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