Subject Code: ID6L002

Name: Design and Analysis of Experiments

L-T-P: 3-0-0

Credit: 3

Prerequisite: Preliminary knowledge of statistics

Introduction to Designed Experiments: Strategy of experimentation, Typical applications, Basic principles and guidelines for designing experiments
Basic statistical concepts: Descriptive Statistics, Sampling and Sampling Distributions, Tests of Hypotheses
Single factor experiments with Fixed Effects: ANOVA, Model Adequacy Tests, Orthogonal Contrasts
Experiments with Blocking Factors: Randomised Complete and Incomplete Block Designs, Latin Squares Design
Factorial Experiments: 22,, 32, and 2k Designs, Blocking and Confounding, and Fractional Factorial Designs  
Linear Regression Models: Estimation of Parameters, Tests of Hypothesis, Regression Model Diagnostics
Response Surface Design: Method of Steepest Ascent, Second-Order Response Surface, Experimental Designs, Computer Models, Mixture Experiments, Evolutionary Operations
Advanced Design of Experiments: Random Effects Models, Analysis of Covariance, Non-Normal Response, and Taguchi Methods.

1.

Design and Analysis of Experiments, D. C. Montgomery, John Wiley & Sons, Wiley Student Edition, International Student Version, 7th Edition, 2009

2.

Experimental Design: From User Studies to Psychophysics, D. W. Cunningham and C. Wallraven, CRC Press, 2011

3.

Design of Experiments: An Introduction Based on Linear Models, M. Morris, Chapman & Hall/CRC Texts in Statistical Science, First Edition, 2010

4.

Experiments: Planning, Analysis, and Optimization C. F. J. Wu and M. S. Hamada, Wiley Series in Probability and Statistics, Wiley, 2009

5.

Statistics for Experimenters: Design, Innovation, and Discovery, G. E. P. Box, J. S. Hunter, and W. G. Hunter, Wiley, 2nd Edition, 2005

6.

Practical Guide to Designed Experiments: A Unified Approach, P. D. Funkenbusch, CRC Press, 2004

7.

Statistical Design and Analysis of Experiments, with Applications to Engineering and Science, R. L. Mason, R. F. Gunst, and J. L. Hess, Wiley Interscience, Second Edition, 2003

8.

Design and Analysis of Experiments A. M. Dean and D. Voss, Springer Texts in Statistics, Second Edition, 2001

9

10.

The Theory of the Design of Experiments, D. R. Cox and N. Reid, Chapman and Hall/CRC, 2000
Statistical Design and Analysis of Experiments, P. W. M. John, (Classics in Applied Mathematics No 22), Society for Industrial and Applied Mathematics, 1999
10.