FISH/QSCI 454: Introduction to Ecological Modeling

M/W/F 10:30-11:20
W 12:30 - 12:20

Instructor: Tim Essington
318B Fisheries
essing@u.washington.edu

TA: Anne Beaudreau
annebeau@u.washington.edu
360 Fisheries


Syllabus

Optional Textbook information


Electronic Reserves

Assignment Information

 

SCHEDULE 

  Lecture Lab Skills
 
Week 1: Jan 7 - Jan 11

Why do we model? What is a model? Process of model development (ppt1; ppt 2)

Week 1 Lecture Notes

 

Process of Model Building (key)

Optional Readings (link to e-reserves):
Walters 1986. A process of model building. Chapter 3 of "Adaptive management of renewable resources".

Hall, C.A.S and J.W. Day. 1977. Systems and models: terms and basic principles. in C.A.S. Hall and J.W. Day, (Eds.), Ecosystem Modeling in Theory and Practice Wiley, NY.

Jackson, L.J. , A.S. Trebitz, and K.L. Cottingham. 2000. An introduction to the practice of ecological modeling. Bioscience 50:694-70

 

Mastering Microsoft Excel

Logistic example

 

 

 
Week 2: Jan 14 - Jan 18

Population Models

Week 2 Lecture Notes

Logistic Model

Notes on matrix analyses

Single-Species Population Models (key)


Program Files (zipped)

How'd you do that?
Poptools Excel Add-in

Optional Readings (link to e-reserves):
Crouse et al. 1987. A stage-based population model for loggerhead sea turtles and implications for conservation. Ecololgy 68: 1412-1423

Gotelli, N.J. 1995. Age-structured population growth. In A primer of ecology. Sinauer Associates. Sunderland, MA. pages 56-85.

Modeling differential equations in spreadsheets

Optional Reading: Chapter from Numerical Recipes in C

Logistic Population Model

Week 3: Jan 21 - Jan 25

Multi-species models and stability analysis

Lecture Notes

 

Competion and Predation Models (key)
More Notes on Stability Analysis
Competition Model
Nicholson Bailey Model

Nicholson Bailey w/ Density Dependence

 

   

 

Week 4: Jan 28 - Feb 1

Stochastic Population Models & Metapopulation Models (ppt)

Optional Reading:

Gotelli, N. 2001. A Primer of Ecology, 3rd ed. Sunderland, MA: Sinauer Associates, Inc. pp. 126-153. [Chapter 6: Predation]

 

Population Viability Analysis

(key)

PVA.xls file
DD_Model.xls

 

 

Basics of Visual Basic Programming
Week 5: Feb 4- Feb 8

Ecosystem Models

Lecture Notes

Compartment Models (key)

Optional Readings (link to e-reserves):
DeAngelis, D.W. 1992. General concepts of nutrient flux and stability. in Dynamics of nutrient cycling and food webs. Pages 17-37

Carpenter, S. R., Kraft, C. E., Wright, R., Xi, H., Soranno, P. A. and Hodgson, J. R. 1992. Resilience And Resistance Of A Lake Phosphorus Cycle Before And After Food Web Manipulation. Am. Nat. 140: 781-798

TBA
Week 6: Feb 22 - Feb 15

Tactical Models (ppt) and Sensitivity analysis. (ppt)

Sensitivity Analysis

Seal sensitivity analysis (key)

Developing Monte Carlo Simulation Demo


Excel File

Week 7: Feb 18 - Feb 22

Simulation Studies and Policy Evaluation (ppt)

"Open Loop" Policy Analysis


Simulation Studies
Operational Model (key; output from 100 runs)

Policy Simulation

Advanced sensitivity analysis

Week 8: Feb 25 - Feb 27

Probability and Likelihood

PDF Demos

Lecture Notes

Probability and Likelihood
(key; spreadsheet)
link to "Introduction to Probability"

Numerical Optimization

Grid Search

Newton Method

Week 9: March 3 - March 5

Parameter Estimation and Model Selection

Bayes Theorem and Applications

Bayesian Squirrel

Parameter Estimation (key)

Likelihood Comparison
(includes setup instructions)

 

 

Assignment 4 help

Week 10: March 10 - Mar 14

Life history Optimization

Lecture Notes

Optimal prey selection (key)

Prey selection model

 

Evolutionary Invasion Analysis and optimization methods