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Experimental Design. Anthony E. Butterfield CH EN 4903-1. “Research is what I'm doing when I don't know what I'm doing. ” ~ Wernher Von Braun (1912 – 1977). Announcements. Schedule preliminary exam before next lab period so you can get started Wednesday. Start writing now. - PowerPoint PPT Presentation
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Experimental Design
Anthony E. ButterfieldCH EN 4903-1
“Research is what I'm doing when I don't know what I'm doing. ”
~ Wernher Von Braun (1912 – 1977)
Announcements
• Schedule preliminary exam before next lab period so you can get started Wednesday.
• Start writing now.• Introduction, theory, materials and
equipment table…• Draft of a new Projects Lab web page:
http://www.che.utah.edu/projectslab/• Has updated SOPs for some of your
experiments.
Experimental Design
• Terminology.
• Precautions.
• Factorial Design of Experiments.
• Put It to Use.
Terminology• Numeric Factors: Variable inputs to a process.
For example: pressure, temperature…
• Categorical Factors: Discrete inputs to a process.For example: equipment model, chemical substance…
• Responses: Effects of changes in factors.For example: Reaction rate increases with temperature and catalyst.
• Interactions: The influence of factors on each other.For example: (drinking, driving) vs (drunk driving)
Precautions• Controls.– Why spend the time and resources?– How would you decide if changing a factor gave results
significantly different from control experiments?• Randomizing.– Sampling.– When time is a possible factor.
• Blindness.– You can be easily fooled by your
expectations, wants, and pre-conscious processing of data.
• Repetition.– In your lab and others.
Experiments for Your Projects
• Group A – Immortal Yeast?
• Group B – Dirty Hydrogels?
• Group C – The Purple CSTR?
• Group D – CO2 Absorber?
• Group E – Stage Control?
Experimental Design
• In my lab, we want to know the effect of temperature, pressure, and time on microbubble volume.
• One option:
What Have We Actually Pinned Down?
• 3 factors.• 18 experiments.• So, what is the
problem?• Repeatability?• Effects?• Interactions?
Factorial Design
• 2-Level Factorial• 2 Levels, x• 3 Factors, y• 8 tests, (xy)
• Larger volume analyzed.
• Effect of factors at multiple surfaces.
• Some information on interactions.
• 2-Level Factorial with center points.
• Some information about repeatability.
• Some information about curvature.
• Box-Behnken• 3 Factors.• 3 Levels.• 12 Experiments
plus center points.
• Spherical and so extrapolation is less prone to error.
Why Ignore This Advice?
Competitive Experimental Design• What are the factors?• Numeric or categorical?• Are there interactions?
• Each team can perform10 experiments.
• Develop a model.• Take 15 shots at the opposing team’s target.