The experimental design method " Definitive Screening Design (DSD) " implemented in JMP has the advantage that many factors can be screened with a small number of experiments and quadratic effects can be identified at the screening stage. In recent years, it has been used in a variety of industries.
In this seminar, we will explain the overview and features of this "definitive screening plan" and demonstrate screening of important factors using an example.
- The video consists of three chapters (Chapter 1, Chapter 2, and Chapter 3), and Chapter 2 and Chapter 3 are divided into two sections.
*You can download the seminar handouts (PDF) on this page.
*This on-demand seminar uses JMP 18.0.1, the latest version at the time of video creation (June 2024).
Chapter 1:Introduction
From the title of the paper that proposed the definitive screening design, we will provide an overview of what this design can do, and then provide a demonstration of how to use the definitive screening design based on an example from the JMP manual. (14 minutes 23 seconds)
Chapter 2:What is a screening design?
To understand definitive screening designs, we first explain what screening designs are and then discuss two important topics: orthogonal designs and confounding .
Section 1 : Experimental points and orthogonal designs for screening designs (14 minutes 26 seconds)
Section 2 : Confounding (13 minutes 32 seconds)
Chapter 3:Overview of Definitive Screening Designs and Examples of Their Use
- Building on the concepts of orthogonal designs and confounding discussed in the previous chapter, we will explain the advantages of definitive screening compared to fractional factorial designs.
- We will introduce an example of screening many factors (two-level categorical factors and continuous factors).
- We explain the precautions to take when using definitive screening designs.
Section 1 : Overview and Features (16 minutes 25 seconds)
Section 2 : Use cases and how to use it with other screening plans (11 minutes 45 seconds)
Design of Experiments
