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Modeling and Multivariate Methods - SAS

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Chapter 24 Visualizing, Optimizing, <strong>and</strong> Simulating Response Surfaces 555<br />

Introduction to Profiling<br />

Introduction to Profiling<br />

It is easy to visualize a response surface with one input factor X <strong>and</strong> one output factor Y. It becomes harder<br />

as more factors <strong>and</strong> responses are added. The profilers provide a number of highly interactive cross-sectional<br />

views of any response surface.<br />

Desirability profiling <strong>and</strong> optimization features are available to help find good factor settings <strong>and</strong> produce<br />

desirable responses.<br />

Simulation <strong>and</strong> defect profiling features are available for when you need to make responses that are robust<br />

<strong>and</strong> high-quality when the factors have variation.<br />

Profiling Features in JMP<br />

There are five profiler facilities in JMP, accessible from a number of fitting platforms <strong>and</strong> the main menu.<br />

They are used to profile data column formulas.<br />

Table 24.1 Profiler Features Summary<br />

Profiler<br />

Contour Profiler<br />

Surface Profiler<br />

Description<br />

Shows vertical slices across each factor, holding other<br />

factors at current values<br />

Horizontal slices show contour lines for two factors<br />

at a time<br />

3-D plots of responses for 2 factors at a time, or a<br />

contour surface plot for 3 factors at a time<br />

Features<br />

Desirability, Optimization,<br />

Simulator, Propagation of<br />

Error<br />

Simulator<br />

Surface Visualization<br />

Custom Profiler A non-graphical profiler <strong>and</strong> numerical optimizer General Optimization,<br />

Simulator<br />

Mixture Profiler A contour profiler for mixture factors Ternary Plot <strong>and</strong> Contours<br />

Profiler availability is shown in Table 24.2.<br />

Table 24.2 Where to Find JMP Profilers<br />

Location Profiler Contour<br />

Profiler<br />

Surface<br />

Profiler<br />

Mixture<br />

Profiler<br />

Custom<br />

Profiler<br />

Graph Menu (as a Platform) Yes Yes Yes Yes Yes<br />

Fit Model: Least Squares Yes Yes Yes Yes<br />

Fit Model: Logistic<br />

Yes<br />

Fit Model: LogVariance Yes Yes Yes

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