Types of Factors (2024)

Types of Factors (1)
Chapter Contents
Types of Factors (2)
Previous
Types of Factors (3)
Next

Details of the FACTEX Procedure


The factors of a design are variables that an experimenter can setat several values. In general, experiments are performed to study theeffects of different levels of the factors on the response ofinterest. For example, consider an experiment to maximize the percentageof raw material that responds to a chemical reaction. Thefactors might include the reaction temperature and the feedrate of the chemicals, while the response is the yield rate.Factors of different types are used in different ways in constructing adesign. This section defines the different types of factors.

Block factors are unavoidable factors that are known to affectthe response, but in a relatively uninteresting way. For example, in thechemical experiment, the technician operating the equipmentmight have a noticeable effect on the yield of the process. The operatoreffect might be unavoidable, but it is usually not very interesting. Onthe other hand, factors whose effects are directly of interest are calleddesign factors. One goal in designing an experiment is to avoidgetting the effects of the design factors mixed up, or confounded,with the effects of any block factors.

When constructing a design by orthogonal confounding, all factorsformally have the same number of levels q, where q is a primenumber or a power of a prime number. Usually, q is two,and the factor levels are chosen to representhigh and low values.

However, this does not mean, for example, that a design for two-levelfactors is restricted to no more than two blocks. Instead, the values ofseveral two-level factors can be used to index the values of a singlefactor with more than two levels. As an example, the values of threetwo-level factors (P1, P2, and P3)can be used to index the values of an eight-levelfactor(F), as follows:

P1 P2 P3 F
0000
0011
0102
0113
1004
1015
1106
1117
The factors Pi are used only to derive the levels of thefactor F; thus, they are called pseudo-factors, and F is called aderived factor. In general, k q-level pseudo-factors give riseto a single qk-level derived factor. Block factors can be derivedfactors, and their associated formal factors (the Pi factors) arecalled block pseudo-factors.

The method for constructing an orthogonally confounded design forq-level factors in qm runs distinguishes between the first mfactors and the remaining factors. Each of the qm different combinations of thefirst m factors occurs once in the design in an order similar to thepreceding table. For this reason, the first m factors are called therun-indexing factors.

Table 15.7 summarizes the different types of factors discussedin this section.

Table 15.7: Types of Factors
Block factorUnavoidable factor whose effect is not of direct interest
Block pseudo-factorPseudo-factor used to derive levels of a block factor
Derived factorFactor whose levels are derived from pseudo-factors
Design factorFactor whose effect is of direct interest
Pseudo-factorFormal factor combined to derive the levels of a real factor
Run-indexing factorsThe first m design factors, whose qm combinations
index the runs in the design
Types of Factors (4)
Chapter Contents
Types of Factors (5)
Previous
Types of Factors (6)
Next
Top

Copyright © 1999 by SAS Institute Inc., Cary, NC, USA. All rights reserved.

Types of Factors (2024)
Top Articles
Latest Posts
Article information

Author: Jeremiah Abshire

Last Updated:

Views: 6172

Rating: 4.3 / 5 (54 voted)

Reviews: 85% of readers found this page helpful

Author information

Name: Jeremiah Abshire

Birthday: 1993-09-14

Address: Apt. 425 92748 Jannie Centers, Port Nikitaville, VT 82110

Phone: +8096210939894

Job: Lead Healthcare Manager

Hobby: Watching movies, Watching movies, Knapping, LARPing, Coffee roasting, Lacemaking, Gaming

Introduction: My name is Jeremiah Abshire, I am a outstanding, kind, clever, hilarious, curious, hilarious, outstanding person who loves writing and wants to share my knowledge and understanding with you.