Turning the
traditional simulation world upside down, Argonne scientists and
engineers are designing new computer simulations from the bottom
up to model everything from electric power deregulation to endangered
species habitats to ancient civilizations.
Argonne has
one of the country’s leading research groups in the burgeoning
world of modeling complex adaptive systems simulation (CASS).
This programming
approach allows researchers to examine the behavior and interactions
of individual agentsa single decision-making entity such as
a consumer, company or productwithin a larger system. Complex
systems such as traffic and stock markets involve multiple variables
and individual decision makers, each with his or her own goals and
strategies.
“We simulate
the process of agents interacting,” said Charles Macal, group
leader for modeling, simulation and visualization in Argonne’s
Decision and Information Sciences
Division (DIS), “instead of solving equations based on
long-run average behavior.”
CASS takes advantage
of today’s greater computer power and new software tools,
but it also represents a change in perspective.
“Most
computer modeling looks at the aggregatethe big pictureand
examines averages,” said software engineer Mike North of the
DIS Division. “Agent-based simulation builds models up from
the individual level and looks at the patterns of behavior that
emerge or the presence of extreme events. Using individual building
blocks is like understanding chemistry by looking at atoms and molecules
instead of a solid lump of coal.”
“Building
the simulations from the bottom up,” Macal said, “allows
interactions between the agents to determine the system’s
primary behavior. The agent interactions create patterns and structures
we would not anticipate from looking at the simple components. This
technique is particularly useful in simulating the behavior of agents
that adapt to changing conditions.”
Argonne researchers
are creating CASS software, developing new applications, using it
in their research and educating others about this powerful new tool.
Working with
the University of Chicago,
Argonne is extending and improving the university’s CASS software,
called RePast. North
and other programmers are writing software for the Java-based modeling-program
that runs on anything from a PC to a supercomputer.
CASS allows
researchers to improve their model’s realism by creating a
closer match with the real world.
As a leader
in the CASS community, Argonne has been sponsoring simulation courses
and workshops annually since 1999. In conjunction with the University
of Chicago and Sante Fe Institute,
Argonne created a week-long, agent-based simulation course for industry
and government software designers in defense, transportation and
communications.
Electric
power modeling
For the Illinois Commerce Commission
(ICC), the DIS Division is studying electric power deregulation
using the Argonne-created Electricity
Market Complex Adaptive System (EMCAS) model. This effort builds
on the laboratory’s more than three decades of experience
in electric power industry modeling and market transactions.
To avoid many
of the mistakes California experienced in its electric power deregulation,
Argonne is simulating problems that could arise as Illinois deregulates
its electric power industry. Argonne simulations will help the ICC
to understand the potential effects of the deregulation process,
which must be implemented by January 2005. The findings could range
from identifying the need to build new power lines to determining
possible market conditions that could affect electricity prices.
The Decision
and Information Sciences Division is modeling the system from the
ground up using such agents as:
- brokers,
- generators,
- major power
lines,
- generation
companies,
- regulatory
agencies,
- residential,
industrial and commercial consumers,
- demand companies
that sell to consumers, and
- random events
caused by weather or outages.
The Argonne
simulation will probe the system for power outages, market manipulation
or other behavior outside of the norm. The
University of Illinois at Urbana-Champaign’s detailed
model of the physical power grid is an important component of this
electricity research.
Argonne researchers
are also using CASS for:
- developing
counter-drug simulations for the U.S. Joint Chief of Staffs to
combat the South American cocaine trade.
- aiding military
land managers working to re-establish the endangered Red-Cockaded
Woodpecker population.
- creating
an ancient Mesopotamian village with the University
of Chicago’s Oriental Institute to understand sustainability
under environmental stress.
- exploring
terrorist-network modeling for homeland security. The scenarios
the CASS software develops go beyond what researchers can imagine
and provide insight for homeland security decision making and
training.
For more information,
please contact Evelyn Brown.
Next: Parallel
computers “evolutionize” research
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