EE/GG 275: INTRODUCTION TO QUANTITATIVE ENVIRONMENTAL MODELING
Course Information
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Instructor: |
Brynhildur Davidsdottir Office: STO 141; Office Hours: M,T,W: 11-12 AM. Email: bdavids@bu.edu, tel. 617-353-7553. |
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Teaching Fellow: |
Gang Gong Office: CAS 338 (but is in computer lab during office hours) Office hours: T 2-3pm and W 5-6 PM. Email ggong@bu.edu, tel. 617-358-0204. |
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Meeting Time: |
Lecture: Tuesdays, Thursdays 3:30 Ð 5:00 PM Labs: B1 on Tuesdays, 12 - 2 pm
B2 on Mondays, 12 - 2 pm |
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Classroom Locations: |
Lecture: CAS 228 Labs: CAS 330 |
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Readings for Lecture and Labs |
Reading packet: available at STO 141 Cost $40 |
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Course Objectives: |
This course introduces the art of quantitative modeling of environmental and social systems with hands-on design and construction of working models using computerized spreadsheets (Excel) and a brief introduction to a powerful Dynamic Modeling Software called STELLA. Applications will be drawn from a range of environmental and social issues such as population growth, pollution transport, climate change and waste management. In the first few weeks students are introduced to basic modeling tools and concepts. Then the class will focus on a wide range of different issues where we will derive the scientific basis and objective for each model, followed by a practical discussion of how to implement it in a spreadsheet program (Excel). After taking this class you should be proficient in asking research questions, creating hypothesis, collecting and arranging data and designing models to test your hypothesis and answer the questions asked. You will be able to test the accuracy of your models, perform scenario analysis and present and interpret results. |
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Grading: |
Grades are based on a research project, occasional homework and labs as follows: Models and Reports: 30% Due 1 week after each lab session. Homework Assignments: 20% TBA Project and Presentation: 40% Final report and model due on Tue Dec. 2. Class and Lab Participation: 10% Lab Models and Lab Reports: You will receive lab assignments each week, which include a model you need to implement into Excel and a set of questions you need to use the model to answer. A week after the assignment is given out a lab report is due (see lab syllabus for more details). Homework Assignments: Mostly you will be asked to use Excel to answer a set of questions that are given out in class. Includes one group effort collecting data. Project and Presentation: For the term project you are expected to develop a research question and build a model or use an existing one to answer your question. The project should progress using the following steps: First, you write a literature review of how others have approached the question you asked Ð should be approximately 2 pages. Second, collect data and then either implement an existing model or build your own model to address the question. Third, calibrate and run the model to verify its accuracy, if applicable. Fourth, compare results with published data and prepare a short (approx. 10 pages) report, which includes the literature review, a description of model operation, results and conclusions. Project proposals (1 page max) that state your research question and briefly describe the proposed project are due on Thursday October 16. Then on Tuesday October 21 you will present your approved proposal to the class. You should have the literature review complete by the first week of November and the final project reports are due by Tuesday December 2. Students are expected to present their models during the last week of the semester. |
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Late lab reports homework or projects |
If you hand in late your lab reports, your homework or your project reports your grade will decline linearly 10% per day Ð thus if it is 10 days late Ð you will receive a grade of 0. It you were ill a doctorÕs note is required. |
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Incomplete Grades: |
"I" grades are given only when specific work has not been completed AND when the student and instructor have conferred and the instructor has assigned a date within the next 12 months for the work to be completed. The I grade automatically becomes a permanent F if the work is not completed with 12 months from when the incomplete was given. This is CAS policy. |
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Academic Honesty |
Plagiarism and other forms of academic misconduct are serious offenses. I take them very seriously and I expect my students to do likewise. You should read the CAS Academic Conduct Code for further information about specific definitions, procedures, sanctions, etc. Copies of the Code are available in CAS 105. I am required to refer cases of suspected academic misconduct to the CAS DeanÕs Office. |
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DATE |
TOPIC |
READING |
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R |
Sept. |
4 |
Introduction to the course. |
- |
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T |
Sept. |
9 |
Introduction to models and systems Ð classifications of models, use and characteristics. |
Hall and Day (1977) ch. 1 begin ch 2. |
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R |
Sept. |
11 |
Systems models Ð components Ð specific features => lags, feedback, threshold - complexity and growth. Units |
Hall and Day (1977) ch. 2 Handout |
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T |
Sept. |
16 |
The Art of Modeling Ð 4 Phases Ð building a paper model and translating it to a spreadsheet. |
Hardisty. Ch 2, 3,4. |
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R |
Sept. |
18 |
The Art of Modeling (contÕ.) Ð 4 Phases Ð building a paper model and translating it to a spreadsheet. Incorporating space and time. |
Hardisty Ch. 5. Hadlock 1998, Chapter 1 and 2 |
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T |
Sept. |
23 |
Physical principles of groundwater flow. Presenting results in tabular and graphical format. Design Principles |
Hadlock 1998, Chapter 2 Hardisty chapter 6 |
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R |
Sept. |
25 |
Calibration, Validation, Sensitivity Analysis. |
Hardisity
ch. 10
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T |
Sept. |
30 |
Sensitivity Analysis - Scenarios IPAT equation |
Hardisity ch. 10 Herendeen (1998) ch 2 |
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R |
Oct. |
2 |
Estimating Your Ecological Footprint |
Wackernagel et al (1996) |
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T |
Oct. |
7 |
Windspeed / Temperature models - Stochastic vs. Deterministic Models, Static vs. Dynamic Models Ð Feedback. |
Hardisity, ch 7 and 8 |
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R |
Oct. |
9 |
Intro to STELLA |
Handout |
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T |
Oct. |
14 |
No Class Ð Monday Schedule of Classes |
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R |
Oct. |
16 |
Modeling biogeochemical cycles Modeling the Carbon Cycle |
Holmen (1992) ch. 11 Handout |
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T |
Oct. |
21 |
Student Proposal Presentations - Discussion |
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R |
Oct. |
23 |
Looking for Data Ð Human appropriation of freshwater resources, Human appropriation of net primary productivity |
Postel et al 1996, Vitousek et al. 1986 |
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T |
Oct. |
28 |
Growth
Models |
Herendeen (1998) Ch. 3 Gotelli 1995 Ch.2 |
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R |
Oct. |
30 |
Modeling Human Population Growth |
Hollmann et al. 2000 |
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T |
Nov. |
4 |
Growth models Ð logistic |
Gotelli 1995 Ch3 |
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R |
Nov. |
6 |
Use of growth models in resource management - Fisheries - Sustainable Yield Model |
Hartwick et al. 1994 ch.8 Harte 1988 Herendeen (1998) Ch. 9 |
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T |
Nov. |
11 |
TBA |
TBA |
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R |
Nov. |
13 |
Air Quality Modeling |
Hadlock Chapter 3 |
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T |
Nov. |
18 |
Pollution transport - Acid Deposition - RAINS model |
Alcamo et al. 1987 Hordijk 1988 |
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R |
Nov. |
20 |
Waste Management Modeling |
Cartwright (1993) ch. 10 |
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T |
Nov. |
25 |
TBA - Guest Speaker |
TBA |
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R |
Nov. |
27 |
Fall Recess - no class |
Handout |
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T |
Dec. |
2 |
Soil Erosion - Universal Soil Loss Model |
Ontario Ministry of Agriculture. |
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R |
Dec. |
4 |
Student Project Presentations |
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T |
Dec. |
9 - |
Student Project Presentations |
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R |
Dec. |
11 |
Student Project Presentations |
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Lab Dates Topic Reading
Lab 1. 9/8 and 9/9 Set up accounts Ð intro to comp. systems Handout
Lab 2. 9/15 and 9/16 Review of Statistics - using Excel Handout
Lab 3. 9/22 and 9/23 Catchment water balance model Hardisty ch 3 4 and 5
Lab 4. 9/29 and 9/30 The Missisippi Flood Hardisty ch. 6 and Handout
Lab 5. 10/6 and 10/7 Ecological Footprint Wackernagel et al. (1996)
10/13 and 10/14 No Lab
Lab 6. 10/20 and 10/21 Carbon cycle Ð climate change Handout
Lab 7. 10/27 and 10/28 TBA
Lab 8. 11/3 and 11/4 Population growth Hollman et al. 2000
Lab 9. 11/10 and 11/11 Population dynamics - fisheries Hartwick et al. 1994 ch.8; Herendeen (1998) Ch. 9; Harte 1988
Lab 10. 11/17 and 11/18 Air Quality Modeling Hadlock Chapter 3
Lab 11. 11/24 and 11/25 Waste Management. Cartwright(1993) ch. 10
Ten (10) modeling assignments will be given out that correspond to a particular lab. The purpose of the Labs and assignments are for you to become familiar with the nature and structure of models, spreadsheet structure, model calibration, implementation, validation and the interpretation and reporting of results.
Lab reports are due one week following the lab. The reports should be short and concise, with no more than two pages of text (tables and graphics not included). The lab reports should be organized as follows.
I. Model purpose and objective - The questions/hypothesis
II. Quantification and formulation of the model
III. Model Calibration and Validation
IV. Results - answers to questions asked
V. Discussion of results
Grades for the labs are based on the completed lab reports and on your performance in the lab. Thus it is very important that you arrive well prepared to your lab session.
Grades for the lab reports (as well as for homework) are given on a 4 point scale Ð with a grade of 4 equal to A.