On-line information on Design of Experiments and Analysis of Data

Links in this color only available on the Clarkson University campus

 

Excellent PowerPoint presentation on statistical thinking in industry using DOE

Utility of DoE in Chemistry and Chemical Engineering

·        Statistics:

·        Outstanding glossary

·        Hypothesis testing 

·        Design of experiments

·        Books and courses:

·        Excellent introductory statistics course From UC Berkeley, with many interactive examples, Java Applets, and a glossary.  Works best with Firefox. (Recommend skipping probability chapters, 7 – 15.) 

·        Textbook with glossary.  Tables for normal, Student’s t, chi-square and F distributions.  Equations and graphs for these and many more distributions.

·        ”Design and Analysis of Experiments” (8th Edition) by D.C. Montgomery, Wiley (2013)

·        Statistics at Square One,” 10th edition, T.D.V. Swinscow and M.J. Campbell, BMJ Books (2002).  Introductory book primarily for medical statistics.

·        NIST/SEMATECH Engineering Statistics Handbook

·        Statistical Design and Analysis of Experiments - With Applications to Engineering and Science,” 2nd Edition, Mason, Robert L.; Gunst, Richard F.; Hess, James L. (2003, John Wiley & Sons) Also available here.

·        Experiment Design and Analysis

·        Software:

·        Eureqa Formulize: http://formulize.nutonian.com/  (Searches for equations giving the best fit to data, while you watch!)

·        On-line fitting of 2D and 3D data (You pick the equation and it finds the constants giving the best fit.)

·        How to select DoE software

·        Excel tutorials

·        Gnumeric (free open-source substitute for Excel, for data analysis)

·        Design Expert from StatEase (design and analysis of factorial, RSM and mixture experiments)

·        Minitab (design and analysis of factorial, RSM and mixture experiments; data mining)

·        JMP from SAS (design and analysis of factorial and RSM experiments; data mining)

·        Unscrambler from Camo (design of experiments and analysis of data)

·        Statistica from StatSoft (data analysis and mining)

·        IBM SPSS (data analysis and mining)

·        Spotfire from TIBCO (data analysis and mining)

·        NCSS (power and sample size analysis; data analysis)

·        Free information and advice from StatEase

·        Articles and case studies  For example:

·        Excellent introduction: Optimize Your Process-Optimization Efforts”: (published in Chemical Engineering Progress, December 1996, p 51)

·        Keys to successful experiment design

·        Strategy of experimentation

·        Power

·        Rethink experiment design

·        Interpretation of one-factor ANOVA

·        Mixture design primer

·        Excellent: “Find the Optimal Formulation with Mixtures”: (published in Chemical Engineering Progress, April 1998, p 63)

·        Interpreting power in mixture designs

·        Recognizing and dealing with outliers

·        AND  MANY  MORE

·        Newsletters:

·        Leverage

·        Blocked factorial design example

·        Blocked mixture design example

·        FAQs

·       Leverage  ; More on leverage

·        Blogs

·        Webinars (PowerPoint slides of previous webinars, and announcements of future webinars)

·        DX9  tutorials

·        Six sigma:  http://www.isixsigma.com/tt/doe/ http://www.sixsigmain.it/Docs.html

·        NIST/SEMATECH Engineering Statistics Handbook

·        Power and sample size calculators: (Do this while planning the experiment, and not after when it’s too late.)

·        Statistics Division of the American Society for Quality Control

·        Data mining:

·        Discovering Knowledge in Data: An Introduction to Data Mining,” Daniel T. Larose, Wiley (2005).  Many other E-books on data mining available through libraries.

·        Graphical display of time-dependent (longitudinal) data.  Amazing graphical displays.

·        GDP/capita, population, CO2 emission, agricultural production, child mortality, HIV infection of countries: http://www.gapminder.org/

·        Housing prices of states: http://www.socr.ucla.edu/test.dir/GoogleMotionChart.html

·        Journals:

 

Last revised January 8, 2014 by W.R. Wilcox

 

Wilcox home page

Excel:

Excel tutorials and exercises

Relationships between mathematical and Excel expressions

How to enter Greek letters, symbols, superscripts and subscripts into Excel

MATLAB:

Relationships between mathematical and MATLAB expressions

Tutorial on symbolic methods for calculus, graphing, and solution of equations

Tutorials on analysis and plotting of data

Tutorial on numerical solution of equations

Power Point: Advice on preparation of professional presentations 

Clarkson University's Department of Chemical and Biomolecular Engineering