Lecture Notes and Assigned Readings

Objective Analysis in the Atmospheric and Related Sciences

MWF 2:00 P.M.—2:50 A.M. PAS 488

 Objective Analysis in the Atmospheric and Related Sciences

ATMO, HWR, GEOS, GEOG 529

Fall Semester 2009

TR 11:00 A.M.—12:15 P.M.  PAS 488

Week

Tuesday

Thursday

Aug. 24 - Aug. 28

First day of class

 

Course introduction

 

Lecture 1

Basic statistics

 

Chapter 1: Hartmann notes

 

Aug. 31 -  Sep. 4

 

Lecture 2

Basic statistics

(continued)

 

Statistical Tables

 

Chapter 1: Hartmann notes

Last day to add course

(Monday)

 

Lecture 3

Basic statistics

(continued)

 

Chapter 1: Hartmann notes

Sep. 7 - Sep. 11

 

Lecture 4

Composite Analysis

 

Chapter 2: Hartmann notes

 

 

Lecture 5

Gamma distribution and SPI

SPI Handout

SPI Examples

Wilks

pp. 95-102

 

 

Sep. 14 - Sep. 18

 

Lecture 6

Goodness of fit, non-parametric tests and Monte Carlo techniques

Wilks

Section 5.2.5

Section 5.3

 

 

 

 

Lecture 7

Matlab demo

Field significance

Wilks

Section 5.2.4

 

 

Assignment #2 Due

 

End of free drop period

(Friday)

 

Sep. 21 - Sep. 25

 

See notes for Lecture 7

 

GrADS, C and Fortran demos

 

Field significance (continued)

 

Livezey and Chen (1983)

 

 

 

Lecture 8

Regression and correlation

 

Chapter 3:

Hartmann notes

 

Wilks

Section 6.2.1

 

 

Sep. 28 - Oct. 2

 

Lecture 9

Regression and correlation (continued)

 

Statistical significance of correlation

 

Chapter 3:

Hartmann notes

 

Wilks

Section 5.2.4

 

 

Fifth Symposium on Southwest Hydrometeorology

NO CLASS

Oct. 5 - Oct. 9

 

Lecture 10

Multiple Regression

 

Chapter 3:

Hartmann notes

 

Wilks

Sections 6.2.8

Example 9.2

 

Lecture 11

Matrix algebra review

 

Chapter 4:

Hartmann notes

 

Wilks

Sections 9.1-9.3.2

 

 

Makeup class

Monday, October 5

2:00-3:15p

 

Lecture 12

Matrix algebra review

(continued)

Oct. 12 - Oct. 16

 

Lecture 13

Matrix algebra review

(continued)

 

 

Assignment #3 Due

 

 

 

Lecture 14

Introduction to EOFs

 

Chapter 4:

Hartmann notes

 

Wilks 9.3.3

Wilks 11.1.1

 

 

Last day to drop course with “W” grade

(Friday)

 

 

Oct. 19 - Oct. 23

 

Lecture 15

 EOFs via SVD

 

 

Chapter 4:

Hartmann notes

 

Wilks 11.6.2

 

 

 

Lecture 16

 

 

EOF Presentation

 

EOFs via correlation matrix

 

Statistical significance of EOFs

 

Preparing data for EOF analysis

Final notes on EOFs

Chapter 4:

Hartmann notes

 

Wilks 11.1.2-3

Wilks 11.2.1-3

Wilks 11.3.1-5

Wilks 11.4.3

 

 

Makeup class

Monday, October 19

2:00-3:15p

 

 

Term Project Proposals Due

 

 

No formal lecture due to
poor attendance this day.

Oct. 26 - Oct. 30

 

PAIGH Meeting

NO CLASS

 

Assignment #4 Due

(Hand in to mailbox or front office during this week)

 

 

Lecture 17

 

Singular Spectrum Analysis

(SSA)

 

Guest Lecturer

Dr. Francina Dominguez

 

Nov. 2 - Nov. 6


Wallace and Gutzler (1981)

 

Hoskins and Karoly (1981)

 

 

 

Lecture 18

 

Rotated EOFs

 

 

Chapter 4:

Hartmann notes

 

Wilks 11.5

 

 

Richman (1986)

 

Jennrich (2001)

 

 

Nov. 9 - Nov. 13

 

Lecture 19

 

MCA and CCA

 

 

Chapter 4: Hartmann notes

Wilks Chapter 12 and 11.7.1

von Storch  Chapter 14

 

Barnett and Preisendorfer (1987)

 

 

 

Lecture 20

 

Autocorrelation and red noise

Chapter 6: Hartmann notes

 

Assignment #5 Due

Nov. 16 - Nov. 20

 

Lecture 21

 

 

Harmonic Analysis and the Power Spectrum

Chapter 6: Hartmann notes

Chapter 8: Wilks

 

Lecture 22

 

 

Background red noise spectrum and statistical significance of spectral peaks

Chapter 6: Hartmann notes

Chapter 8: Wilks

Nov. 23 - Nov. 27

 

Lecture 23

 

 

Data Windows and Window Carpentry

Chapter 6: Hartmann notes

 

Thanksgiving Day

NO CLASS

Nov. 30 - Dec. 4

 

Lecture 24

 

 

Wavelet Analysis

Torrence and Compo (1998)

 

“A Practical Guide to Wavelet Analysis” webpage

 

 

Makeup class

Monday, Dec. 1

2:00-3:15p

 

 

Lecture 25

 

Cross spectral analysis

Chapter 6: Hartmann notes

Thompson (1979)

 

 

 

Guest Lecturer

Dr. Yolande Serra

 

Wheeler and Kiladis (1999)

 

 

TCE Forms

 

Dec. 7- Dec. 11

NO CLASS

 

Term Project Presentations

Session 1: 11:00-12:15

Session 2: 1:15-2:30

 

ATMO Classroom

PAS 488

 

Dec. 14- Dec. 18

 

Assignment #6 Due

 

Term Project Papers Due