Central Composite Response Surface Method: Difference between revisions

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The final equation in terms of the actual values of these two factors is:  
The final equation in terms of the actual values of these two factors is:  


::<math>\begin{align}
::<math>\begin{align}
Yield= -1430.52285+7.80749 * time + 13.27053 * temp-0.05505 * time^2 - 0.04005 * temp^2 + 0.01 * time * temp
Yield= -1430.52285+7.80749 * time + 13.27053 * temp-0.05505 * time^2 - 0.04005 * temp^2 + 0.01 * time * temp
\end{align}</math>
\end{align}</math>


The maximum yield is achieved at 80.21 with time=87 minutes and temperature=176.5 F.  
The maximum yield is achieved at 80.21 with time=87 minutes and temperature=176.5 F.  


{{Reference_Example_Heading4|DOE++}}
{{Reference_Example_Heading4|DOE++}}


The software results match the book results:
The software results match the book results. The ANOVA table is:


[[Image:composite_anova.png|center]]
[[Image:composite_anova.png|center]]

Revision as of 15:42, 25 June 2015

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Central Composite Response Surface Method

This example validates the calculation of the central composite response surface method in DOE++.

Reference Case

Data is from Example 11-1 on page 431 in the book Design and Analysis of Experiments by Douglas C. Montgomery, John Wiley & Sons, 2001.

Data

Natural Variables Coded Variables Responses
A (time) B (temperature) A B Y( yield)
8076.580 170 -1 -1 76.5
80 180 -1 1 77
90 170 1 -1 78
90 180 1 1 79.5
85 175 0 0 79.9
85 175 0 0 80.3
85 175 0 0 80.0
85 175 0 0 79.7
85 175 0 0 79.8
92.07 175 1.414 0 78.4
77.93 175 -1.414 0 75.6
85 182.07 0 1.414 78.5
85 167.93 0 -1.414 77

Result

From the book, the ANOVA table is:

Source Sum of Squares ( Partial SS DF Mean Square F value Prob > F
Model 28.25 5 5.65 79.85 <0.0001
A 7.92 1 7.92 111.93 <0.0001
B 2.12 1 2.12 30.01 0.0009
A∙A 13.18 1 13.18 186.22 <0.0001
B∙B 6.97 1 6.97 98.56 <0.0001
A∙B 0.25 1 0.25 3.53 0.1022
Residual 0.5 7 0.071
Lack of Fit 0.28 3 0.094 1.78 0.2897
Pure Error 0.21 4 0.053
Total 28.74 12

The final equation in terms of the actual values of these two factors is:


[math]\displaystyle{ \begin{align} Yield= -1430.52285+7.80749 * time + 13.27053 * temp-0.05505 * time^2 - 0.04005 * temp^2 + 0.01 * time * temp \end{align} }[/math]


The maximum yield is achieved at 80.21 with time=87 minutes and temperature=176.5 F.


Results in DOE++

The software results match the book results. The ANOVA table is:

Composite anova.png

The final equation in terms of actual factors is:

Composite final.png

The maximum yield is achieved at 80.21, as shown in the optimization plot. The values at the red dash line are the optimal values for factor A and factor B. The blue line is corresponding to the maximum Y value.

Composite plot.png
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