Page 455 - Design for Six Sigma a Roadmap for Product Development
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414   Chapter Twelve


                            Controllable factors
                                      ……
                           x 1  x 2          x n
                                      • • •



               Input                               Output y
                                  Process
                                                   Response



                                      • • •
                                      ……
                           z 1  z 2          z p
                           Uncontrollable factors
           Figure 12.1 A process model.




           where ε is experimental error, or experimental variation. The existence
           of  ε means that there may not be an exact functional relationship
           between y and (x 1 ,x 2 ,...,x n ). This is because

           1. Uncontrollable factors (z 1 ,z 2 ,…,z p ) will influence the response y but
              are not accounted for in Eq. (12.1).
           2. There are experimental and measurement errors on both  y and
              (x 1 ,x 2 ,…,x n ) in the experiment.
           A DOE project will take many steps, described below.


           Step 1: Project definition
           This is the first but certainly not a trivial step. We need to identify the
           objective of the project and find the scope of the problem. For example,
           in a product design, we need to identify what we want to accomplish.
           Do we want to reduce defect? Do we want to improve the current prod-
           uct’s performance?  What is the performance?  What is the project
           scope? Do we work on a subsystem or a component?


           Step 2: Selection of response
           variable (output)
           After project definition, we need to select the response variable y. In
           selecting this variable, the experimenter should determine if it could
           provide useful information about the process under study. Usually, the
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