31
Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Embed Size (px)

Citation preview

Page 1: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Modeling Earth Processes using Spreadsheets and

Commercial Models

William Locke/David MogkDept. of Earth Sciences

Montana State University, Bozeman MT

Page 2: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Why Modeling?• Effective learning is experiential!

• Substitute arithmetic/mathematics for:– Space

• Loess deposition– Time

• Thrust-belt evolution– Safety

• Thermohaline circulation– Money!

Page 3: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

What do modelers do?

• “A major purpose of scientific investigation is to describe reality through models” Gauch, 1993, Am. Sci., 81, 468.

• “..what some researchers are calling the ‘third branch of science’ - using…computers to simulate physical processes..” Pool, 1993, Science, 260, 1077.

• “..predict the future state of a system with tolerable certainty” Denning, 1990, Am. Sci., 78, 496.

Page 4: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Caveats(Denning, 1990, American Scientist, 78, 498)

• “We must come to understand the domains over which a given model is reliable..”

• “Systems whose rules can…change in unpredictable ways are unlikely to have a reliable…model.”

• “…it is easy to substitute the model for reality and to confuse our opinions with ‘scientific facts’ supported by the model.”

Page 5: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Why Spreadsheets?

• Ubiquitous– AppleWorks, Microsoft Works, Quattro, Lotus…

• Visually Powerful Graphics– 2-D (XY, Line), 3-D (Ribbon, Surface)…

• “Translucent” - not “Black Box”– point-and-click cell contents

• “What-if?”– real-time graphical response to changing inputs

Page 6: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Modeling in ESCI 307 - “Principles of Geomorphology”

• Assumption:– One application is “Exposure”– Two applications are “Familiarization”– Three applications are “Competence”– Four applications are “Mastery”

• How far do you want to get this year?• Mastery of spreadsheet skills - exposure to and

familiarization with specific applications

Page 7: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

LaboratoryMechanics

• Traphagen 100• 10 computers (in pairs,

out-facing) + instrux.• Teams of 2 or 4• Face in for “lecture”,

map work, specimens• One instructor and a

teaching assistant are generally required.

Page 8: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

SCARP1 - Scarp Evolution

• Exposure to spreadsheet practice– Block operations– Graphing

• Theory of slope modeling– Mass redistribution– Running mean

Scarp Profile

-5

0

5

10

15

20

0 5 10 15 20 25 30

Distance (m)

He

igh

t (m

)

Initial

1 step

5 steps

10 steps

20 steps

50 steps

Page 9: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

0 5 10 15 20 25 30

Initi

al

1 s

tep

5 s

tep

s

10

ste

ps

20

ste

ps

50

ste

ps

-5

0

5

10

15

20

He

igh

t (m

)

Distance (m)

Scarp Profile

Page 10: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Outcomes - SCARP1

• “Way-cool graphics!”

• “I already knew that.”

• “Oops! I lost it!”

• “It’s not real” but “Material eroded from the top accumulates at the bottom”.

• “It looks like chemical diffusion.”

• “Measure all of the possible variables and the slope responses.”

Page 11: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Discussion - Scarp1

• Do you use spreadsheets, personally?– If so, why - what do you find useful?

• Is a lab teaching spreadsheeting worthwhile?

• Is the graphical capability valuable for other applications than modeling?

Page 12: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

SCARP2 - Scarp Evolution• Familiarization with

– Block ops. & Graphing

• Exposure to– Absolute cell refs.

• Practice of slope modeling– Acceleration of gravity– Disequilibrium -

“Erosivity”

Page 13: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Outcomes - SCARP2

• “It looks just like SCARP!”• “You didn’t really include all of the

variables.”• “How do I:

– add a resistant layer?”– mimic a deluge?”– model a stream at the toe?”– …?”

Page 14: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Discussion - SCARP2

• Is this a good way to learn about the effects of g•sin?

• Is this a good way to learn about probabilistic natural processes?

• Is it worth doing additional exercises?

Page 15: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

LONGPRO - Stream Evolution

• Competence in block operations & graphing

• Familiarization with absolute cell references

• Exposure to equations

• Interrelationships between modeling and collection of field data.

1000

1200

1400

1600

1800

2000

2200

2400

2600

2800

3000

0 5 10 15

Distance (km)

Ele

vat

ion

(m

)

Model

Actual

V.E. ~ 10X

Page 16: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Outcomes - LONGPRO

• About 70% of teams “succeed” - matching real and modeled profiles (but with unreal parameters - e.g., a tiny output of m-scale particles).

• About 40% of teams succeed.– Success requires changing one variable away

from the optimal solution, then another one towards it.

Page 17: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Discussion - LONGPRO

• Is the integration of field data with modeling worth the investment of two laboratory periods?

• Is the failure rate (30% total, 60% partial) acceptable given the complexity of natural systems?– Do those who don’t succeed, fail?

Page 18: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

GLACPRO - Glacier Reconstruction

• Mastery of block operations and graphing

• Introduction to research– Team activity– Resource allocation– Interaction with other

groups– Quality control

Page 19: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Outcomes - GLACPRO

• A surprising number of results are incorrect.– No intuitive knowledge of what a glacier

“should look like”.

• Great difficulty meeting as teams outside of class.

• Inevitable team friction.

• Publishable products (when “massaged”).

Page 20: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Discussion - GLACPRO• Is the difference between “glacial extent” and

“modeled glacial extent” clear?

• Are team/interactive exercises worth the degradation of content?

• Are exercises with no “right answer” fair to students (as for grading purposes)?

Page 21: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Data Downloading

• Sources– USGS

– Other?

• Formats– Parsing

– Web Tables X• Outcomes

– Trends

– Statistics

Page 22: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Log10 transformation

Page 23: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Magnitude/Frequency

0

10000

20000

30000

40000

Annual P

eak D

ischarge (

cfs

)

18971907

19171927

19371947

19571967

19771987

1997

Water Year

Annual Flood DischargeYellowstone River near Livingston

Average

Page 24: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Stream Rating Curves

0

2

4

6

8

10

Sta

ge (

feet)

0 10000 20000 30000 40000 Discharge (cfs)

Rating CurveYellowstone River near Livingston

Page 25: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Flood Recurrence Intervals

0

10000

20000

30000

40000

50000

Dis

charge (

cfs

)

2

4

6

8

10

12

Sta

ge (

feet)

1 10 100 Recurrence Interval (years)

DischargeStage

Yellowstone River @ LivingstonRecurrence Intervals (n=73)

Page 26: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Discussion - Download

• What numerical data sets exist?

• Does spreadsheet manipulation result in increased learning effectiveness?

• Would a field trip to a stream gauge be a more effective teaching tool?

Page 27: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Virtual MODFLOW

• The standard in professional groundwater modeling - $750 (incl. academic discount!)

• The Scientific Software Group: http://www.scisoftware.com/

• Downloadable demo: http://www.scisoftware.com/products/visual_modflow_demo/visual_modflow_demo.html

Page 28: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

ModflowGrid

Page 29: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

Discussion of Visual MODFLOW

• Is it appropriate to use a commercial product for a class activity?

• Is “black-box modeling a valuable learning tool?

Page 30: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

General Modeling Issues

• At what academic level is modeling critical?

• Relative importance of physical, theoretical and mathematical models?

• Optimal execution - homework, solo lab, team lab, class demo…?

• Optimal tradeoff against content, field trips, map exercises, quizzes…?

Page 31: Modeling Earth Processes using Spreadsheets and Commercial Models William Locke/David Mogk Dept. of Earth Sciences Montana State University, Bozeman MT

General Issues relating to DLESE

• Who should maintain such models?– Author? DLESE? Other agency?

• How can DLESE promote this activity?

• Action Items?– User Group?– “White Paper” on modeling pedagogy?– Testing Service for models?