Experimental Design – Spring 2007 Schedule

 

26

Syllabus, course goals

Identifying sources of uncertainty

Estimating measurement uncertainty

“Error” propagation

Receive Homework 1

Read Ch. 1 & 2  in text.

29 – PC Lab

Introduction to Excel and Matlab for data display and summary statistics

Read Ch. 3 (thru 3.2) in text

30

Summary statistics.

Exploratory data analysis.

Models for parameter estimation.

Models for multifactor effects.

Receive Homework 2.

Read Ch. 3 (thru 3.4) in text.

2

Regression models for linear, multiple linear, & nonlinear dependence.

Read Ch. 3 (thru 3.5) in text.

– PC Lab

Project:  Establish calibration curve for spectrophotometric determination of CVD concentration

Read Ch. 4 (thru 4.2) in text

6  – Homework 1 due

Assessing fit of a regression model.

Receive Homework 3.

Read Ch. 4 (thru 4.4) in text

 

9

Modeling random error.

Discrete distributions for QA/QC.

Normal distribution for uncertainty.

Normal probability plots

Read Ch. 5 (thru 5.3) in text.

12 – PC Lab

Project:  Normal Probability Plots

 

13 – Homework 2 due

Describing uncertainty around the mean.

Confidence, prediction, and tolerance intervals.

 

16 – Dr. Young out of town

Introduction to statistical process analysis and control.

 

19 – PC Lab

 

Project:  Evaluate process behavior from production line data.
Read Handout on Statistical Process Analysis and Control

20 – Homework 3 due

Statistical process analysis and control

 

23

Review

Receive Homework 4.

 

26 – PC Lab

Exam #1 (Ch 1-5.3 + notes from weeks 1 - 3)

Read Ch. 5 (thru 5.5) in text.

27 

Hypothesis testing (sample vs. accepted value).

Read Ch. 6 in text

 

30

Hypothesis testing (paired sample & independent sample)

Read Ch. 7 (thru 7.4) in text.

– PC Lab

Project:  Evaluate significance of production line changes

 

4 – Homework 4 due

ANOM to test significance of one factor

Read Ch. 7 (thru 7.7) in text

7

ANOVA to test significance of one factor.

 

10 – PC Lab

Project:  Design experiment to determine polymer erosion rates in space

11

Experimental design

Sample sizes for hypothesis testing (t-test, ANOM, ANOVA)

Read Ch. 8 (thru 8.2) in text

Receive Homework 5.

14

Testing for effects and interactions with 2 factors

 

17 – PC Lab

Project:  Analysis of a multifactor experiment

Read Ch. 8 (thru 8.4) in text.

18 – Homework 5 due

 

Experimental Design

Replication (and lack thereof) and blocking.

Read Ch. 9 in text

21

Experimental Design

2k Factorial and fractional 2k factorial designs – why & how.

Read Ch. 10 in text

24 – PC Lab

Exam #2 (Ch 1-8 + in-class stuff)

 

 

25 

Regression and correlation

Read Ch. 11 in text

 

28 – No Class

 

31 – PC Lab

Project:  Analysis of a regression modeling experiment

1

Response Surface Methods

Jun Final Exam