Question: An engineer has performed an experiment to study the effect of four factors on the surface roughness of a machined part. The factors (and their

An engineer has performed an experiment to study the effect of four factors on the surface roughness of a machined part. The factors (and their levels) are A = tool angle (12, 15°). B = cutting fluid viscosity (300, 400), C = feed rate (10, 15 in/min), and D = cutting fluid cooler used (no, yes). The data from this experiment (with the factors coded to the usual -1, +1 levels) are shown below.

Run A C D Surface Roughness 1 0.00340 0.00362 3 0.00301 4 0.00182 5 0.00280 0.00290 7 0.00252 8 0.00160 0.00336 10 0.00344 11 0.00308 12 0.00184 13 0.00269 14 0.00284 15 0.00253 16 0.00163 A|II IIIII + + + + + + + + UIIII + + + +


(a) Estimate the factor effects. Plot the effect estimates on a normal probability plot and select a tentative model.

(b) Fit the model identified in part (a) and analyze the residuals. Is there any indication of model inadequacy?

(c) Repeat the analysis from parts (a) and (b) using 1/y as the response variable. Is there an indication that the transformation has been useful?

(d) Fit a model in terms of the coded variables that can be used to predict the surface roughness. Convert this prediction equation into a model in the natural variables.

Run A C D Surface Roughness 1 0.00340 0.00362 3 0.00301 4 0.00182 5 0.00280 0.00290 7 0.00252 8 0.00160 0.00336 10 0.00344 11 0.00308 12 0.00184 13 0.00269 14 0.00284 15 0.00253 16 0.00163 A|II IIIII + + + + + + + + UIIII + + + + IIII+ + + + a + + II + + II + +I I + + | + 1 + I +| +| + | + 1 +I +

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a The factor effects can be estimated by calculating the average surface roughness at each level of each factor and then calculating the difference be... View full answer

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