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STELLA
Surprises:
Coloring the
Grizzly Bears of Yellowstone
By:
Andrew
Ford
Professor
of Environmental Science
Washington
State University
http://www.wsu.edu/~forda
Have you
ever made a simple change in a STELLA model and found surprising improvement in
the subsequent discussions of the model? Perhaps you rearranged the stocks and
flows to show the flow of material in a clearer manner? Sometimes a simple
change can pay big dividends in communicating our theories about a system.
I've had
such pleasant surprises in my own work, and I've heard stories from colleagues
who were surprised by the improvement in communication that followed upon a
relatively simple change in a model. The "STELLA Surprises" column will share
such stories in The Connector. The surprises will involve simple changes that
readers could easily implement in their own models.
Today's
surprise comes from a recent project on the Grizzly Bear population of the
Greater Yellowstone Ecosystem (GYE) area. Managing agencies believe that the
Yellowstone grizzly bear population has recovered from its endangered status
and will remain viable into the future. But controversy surrounds the decision
to de-list, and some scientists are concerned about the management of the GYE
habitat. Others are concerned about the management of the "problem bears" which
become habituated to human sources of food and garbage.
These
concerns prompted Rosemary Jackson to develop a STELLA model of the population.
(The model was developed for her Masters thesis at WSU.) Rosemary selected
STELLA to provide a clear visualization of the interaction between different
categories of bears and their habitat. She used three stocks to keep track of
the male bears and eleven stocks to keep track of the female bears. A key part
of her theory is the separation of bears into foraging groups. For example,
adult males and non-lactating females are assumed to forage in the areas remote
from humans. On the other hand, the cubs, sub-adults and lactating females are
more likely to forage closer to the human area, and they are more likely to
come into unfortunate, problematic contact with the humans.
Keeping
track of the bears by their age, sex and foraging groups became increasingly
complicated as Rosemary added more and more variables to her model. After
several months of work, the model was becoming increasingly cluttered. The
clarity she was hoping for was becoming lost in the clutter of so many
categories. What could be done to retain her key assumptions and keep the model
clear enough for managing agencies to understand?
Figure
1. Image from one of the interface screens of Yellowstone Grizzly Bear model.
Rosemary's
approach was simple and effective. She used STELLA's painting tool to display
the dominant bears in red and the secondary bears in blue. The colors improved
the clarity of displays on the "interface layer," as shown in Figure 1. The
color scheme also proved useful on the "model/map layer" where it helped
Rosemary check that the STELLA model was consistent with her theory of the bear
behavior.
Coloring
the Grizzly Bears was a pleasant "STELLA Surprise" --- a simple change that
made a big difference in communicating the results of a model.
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Andrew
Ford is Professor of Environmental Science and Regional Planning at Washington
State University. He teaches modeling with an emphasis on environmental
problems in the west, and he is the author of the Island Press text on Modeling
the Environment. He uses the system dynamics approach to modeling, and he is
the recipient of the Jay W. Forrester Award for the outstanding contribution to
the field of system dynamics.
Ford's
recent research concentrates on the transition from regulation to competition
in the electric industry. He uses System Dynamics and Stella to simulate the
problems that have emerged in the restructured electricity system in California
and in the western USA.
Dr. Ford's students have developed models to aid our understanding of a variety
of environmental problems. Recent examples include Stella models of the
Yellowstone grizzly bear population and restoration of salmon habitat in the
Pacific Northwest.
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A
book by Dr. Ford:
Modeling
the Environment: An Introduction to System Dynamics Modeling of Environmental
Systems
A
highly readable introduction to environmental modeling. What distinguishes the
book from other environmental science and environmental modeling works is its
interdisciplinary treatment. In particular, the models integrate the physical
world and the world of human behavior. Far too many environmental models fail
to close the feedbacks between human behavior and the state of the environment,
instead taking waste inputs or resource use as exogenous. This book helps
students learn to model human behavior (social and economic) as an integral
part of the ecological system. The models and software mean the book encourages
active learning, and enable students to explore important issues on their own
if they choose.
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