Setting Up a DOE - Design of Experiments

 

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Setting Up a DOE - Design of Experiments

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The Planning Phase is Crucial

  • A DOE effort will fail if not properly planned. The team or individual responsible for the experiment needs to take the time to think through the entire activity.

  • Without good planning, the DOE might yield poor results or, even worse, lead to misleading conclusions.

Steps for Designing an Experiment

  • Design & Communicate the Objective

  • Define the Process

  • Select a Response and Measurement System

  • Ensure that the Measurement System is Adequate

  • Select Factors to be Studied

  • Select the Experimental Design

  • Set Factor Levels

  • Final Design Considerations

Design & Communicate the Objective

  • The objective will generally be one of three forms:

    • The “Biggest” (maximize the response)

    • The “Smallest” (minimize the response)

    • The “Closest-to-Target” (hit a target)

Define the Process

  • Define the boundaries of the process to be experimented upon.

  • This could be just internal processes or it could include the full extended process in which the processes of suppliers and/or customers are studied along with internal processes.

Select a Response and Measurement System

  • Responses are the outputs, or the dependent variables, of the process. In analyzing a designed experiment, you can use as many responses as you are willing to measure.

  • A good measurement system is one that is accurate, repeatable, reproducible, stable, and linear.

  • Taking good samples is a critical aspect of the measurement system. The samples from each experimental run must be representative of the response during that run.

Ensure that the Measurement System is Adequate

  • Make sure the measurement system has been calibrated.

  • If the measurement system is not repeatable and reproducible, the results of the designed experiment will not be valid.

Select Factors to be Studied

  • Factors are the independent variables that will affect the response; select those factors that should have the greatest impact on the response.

  • Ensure that it is practical, feasible, and cost effective to select a factor to be studied and to change its level.

Select the Experimental Design

  • The type of design is highly dependent on the number of factors to be studied.

  • Screening experiments are usually the best design choice early in an experimental sequence when many factors are to be explored.

Set Factor Levels

  • Be bold and set the levels at the edges of the operating window for the process for screening experiments.

Final Design Considerations

  • Final considerations include:

    • Selecting the experimental matrix to use;

    • Deciding how to estimate the experimental error; and

    • Planning the experiment out so that any external sources of variation are minimized.

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