The traditional approach taken to develop a new process is One Factor at a Time (OFAT) (Figure 1). Experimental design, on the other hand, is a structured set of tests of a process to investigate potentially significant factors that helps to establish cause and effect relationship on the output (Figure 2) The advantages and disadvantages of both approaches are discussed in Table 1 and Table 2 below.
Advantages | Disadvantages |
---|---|
Widely taught |
Limited coverage of the experimental space |
Straightforward |
May miss the optimal solution |
|
Fails to identify interactions |
|
Inefficient use of resources |
Advantages | Disadvantages |
---|---|
Systematic: Thorough coverage of experimental “space” |
Minimum entry of ca. 10 experiments |
Efficient: Able to establish solution with minimal resource |
You may have to run experiments that you anticipate will “fail” |
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