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Advanced Engineering Statistics Jay Liu Dept. Chemical Engineering PKNU

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Page 1: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

Advanced Engineering

Statistics

Jay Liu

Dept. Chemical Engineering

PKNU

Page 2: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

Location & hours Thur. 12:30 ~ 15:20, Eng. Building #4 Room 210A (4-210A)

Objective Basic statistics(review), advanced statistics and stat S/W(minitab)

Topics covered . Basic stat review

. Statistical Process Control

. Least squares

. Design of experiments

. Multivariate statistics (tentative)

2012-03-18 Adv. Eng. Stat., Jay Liu© 1

Advanced Engineering Statistics

Page 3: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

References

1. Engineering Statistics by D.C. Montgomery, G.C. Runger, and

N.F. Hubele, Wiley

2. Applied Statistics and Probability for Engineers by D.C.

Montgomery and G.C. Runger, Wiley.

3. Statistics for Experimenters by G.E.P. Box, W.G. Hunter, and

J.S. Hunter, Wiley.

4. Applied Regression Analysis by N.R. Draper and H.

Smith,Wiley.

2012-03-18 Adv. Eng. Stat., Jay Liu© 2

Advanced Engineering Statistics

Page 4: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

Style

Theory + examples/illustration using S/W

Grading

Final : 50%

H/W : 50%

2012-03-18 Adv. Eng. Stat., Jay Liu© 3

Advanced Engineering Statistics

Page 5: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

General MINITAB by Minitab, inc.

S-PLUS by TIBCO softwares

Many more

Comprehensive SPSS by

SAS by SAS institute

Many more

※ XLSTAT add-on in Microsoft Excel Be aware of pitfalls of using Excel in statistical data analysis!

(http://www.practicalstats.com/xlsstats/excelstats.html)

2012-03-18 Adv. Eng. Stat., Jay Liu© 4

[FYI] Statistical packages

Page 6: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 Adv. Eng. Stat., Jay Liu© 5

Ch.0 Introduction

Data visualization

Page 7: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 Adv. Eng. Stat., Jay Liu© 6

Ch.0 Introduction

Basic statistics

Page 8: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 Adv. Eng. Stat., Jay Liu© 7

Ch.0 Introduction

Process monitoring (aka statistical process control)

Page 9: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 8 Adv. Eng. Stat., Jay Liu©

Ch.0 Introduction

Least squares

Page 10: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 9 Adv. Eng. Stat., Jay Liu©

Ch.0 Introduction

Design of Experiments (DOE)

Page 11: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 10 Adv. Eng. Stat., Jay Liu©

Ch.0 Introduction

Multivariate statistics – intro.

Page 12: Advanced Engineering Statistics - · PDF fileApplied Statistics and Probability for Engineers by D.C. Montgomery and G.C. Runger, Wiley. 3. ... Ch.0 Introduction Multivariate statistics

2012-03-18 11 Adv. Eng. Stat., Jay Liu©

Acknowledgement

Mr. Kevin Dunn @ConnectMV Inc

Prof. John MacGregor @McMaster Univ./Prosensus Inc.

Dr. Shannon Quinn @ArcelorMittal-Dofasco