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Rethink design of experiments

机译:重新思考实验设计

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The traditional approach to experimentation,often referred to as the"scientific method,"requires changing only one factor at a time(OFAT).This should not be confused with the full fac-torial method(Tablel).These approaches not only suffer from being extremely inefficient,but more importantly,they cannot detect interactions of factors - much less map complex response surfaces.For example,consider the effects of two factors"A"and"B",such as temperature and pressure,on a response - for example,chemical yield.Let's say these factors affect the response as shown by the surface in Figure 1.
机译:传统的实验方法通常称为“科学方法”,一次只需要更改一个因素(OFAT)。这不应与完整的要素方法(Tablel)混淆。这些方法不仅会遭受效率极低,但更重要的是,它们无法检测到因素的相互作用-更不用说绘制复杂的响应面了。例如,考虑温度和压力这两个因素“ A”和“ B”对响应的影响-对于例如,化学收率。假设这些因素影响响应,如图1的表面所示。

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