Design of Experiments (DOE II)
Enhance your knowledge of DOE and expand your ability
to apply it with the advanced set of tools provided in this course.
Advanced tools and methods such as mirror image designs, ANOVA,
blocking, mixtures designs, evolutionary operation and response
surface methodology are covered. A DOE workshop is used to reinforce
the key concepts.
Who should attend:
Individuals who wish to identify and manage important process variables
as well as their effect on quality and productivity improvement.
Prerequisite:
A practical understanding of elementary applied statistics and a
basic background in DOE are important. This seminar will build upon
topics presented in the seminar, Design of Experiments I.
CEU Credit: 3.2
Duration: 32 Hours (4-day course)
Course Content:
- Planning the Experiment
- The Process of Planning an Experiment
- DOE Planning Worksheet
- Screening Important Factors
- Review of Fractional Factorial Designs
- Choosing Resolution
- Defining Alias Structure
- Analyzing Unreplicated Designs
- Graphical Methods
- Estimating Standard Error of Effects
- Calculating a Pseudo-Standard Error
- Knowledge-Building Through Sequential Experimentation
- Options for Follow-up to the Screening Experiment
- Mirror Image Designs
- Assembly of Screening and Follow-up Designs
- Model Building
- Mathematical Models for Process Optimizing
- Checking Model Validity
- Using ANOVA to Determine Important Factors
- Analysis of Two-Level Designs
- Analysis of Multi-Level Designs
- Introduction to Multiple Comparisons
- Designing Experiments When Randomization is Restricted
- When to use Blocking
- Standard Blocking Designs
- Split-Plot Designs
- Relationships to Taguchi Designs with “Noise Factors”
- Experimenting with Nested Factors
- Recognizing Situations with Nested Design
- Analyzing the Nested Design
- Handling Messy Data
- Recognizing Messy Data
- Avoiding Messy Data
- Analyzing Experiments with Missing Responses
- Optimizing a Process with Experimental Design
- Using the Path of Steepest Ascent Approach
- Response Surface Designs Including Central Composite
- Group Simulation Exercise
Each participant will receive a comprehensive manual and a Certificate
of Completion at the close of the seminar.
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