This reference is a bit old, but it is a good one:

Kirk, Roger E. (1968).  Experimental Design:  Procedures for
     the Behavioral Sciences.  Belmont, CA:  Brooks/Cole.

Don't let the "Behavioral Science" in the title turn you away. This is a top-notch treatment of factorial design for any scientist.

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