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COMPLEX SYSTEMS TSC 220 WEEK 4/ LECTURE 6
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Page 1: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

COMPLEX SYSTEMS

TSC 220WEEK 4/ LECTURE 6

Page 2: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

a complex system is ...

Page 3: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

... a set of interconnected parts

making an integrated whole ...

Page 4: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

... that exhibits behavior not obvious from the

properties of the parts

Page 5: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

complex or not?

can we predict the behavior?

Page 6: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

complex or not?

can we predict the behavior?

Page 7: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

some characteristics of complex systems ...

Page 8: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

boundaries may be indeterminant

usually are open

may have memory

Page 9: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

generally are dynamic

relationships are nonlinear

Page 10: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Complex systems often show ...

... self-organization and emergent behavior

Page 11: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

self-organization is ...

Page 12: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

... the spontaneous formation of structures in

systems composed of few or many components.

Page 13: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

emergence is ...

Page 14: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

... the arising of novel and coherent structures,

patterns and properties during the process of self-

organization in complex systems

Page 15: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

why and how?

Page 16: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

cellular automata

Page 17: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Emergent behavior: THE GAME OF LIFE

create a square lattice of sites:

each site can be occupied (“alive”) or empty (“dead”)

create rules for creation and destruction of “lifeforms”

at each step, apply rules and advance system

look for emergent behaviorJOHN CONWAY

Page 18: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

if exactly three neighbors:dead ⇒ alive (”birth”)

if 2 or 3 neighbors: stay alive(”survival”)

if too many or too few neighbors:alive ⇒ dead (overcrowding or

loneliness)

t t+Δt

Page 19: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

THIS IS A “GLIDER”

Page 20: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

The game of life shows organized behavior that “mimics” complex biological systems.

the organized behavior emerges from the interaction of “parts” by specific, very simple rules

Page 21: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Wolves and Moose

Page 22: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Back to the history lesson

Page 23: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

agent based modeling

multi agent systems

Page 24: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

see MAS_Anasazi.pdf on WebCT

Page 25: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

complexity in society

Page 26: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

complex adaptive systems

complex systems that have the capacity to evolve and

adapt

Page 27: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,
Page 28: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

is society a complex adaptve system?

Page 29: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

of course

society can change and adapt to new circumstances

Page 30: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

some attributes of the societal system that we might want ...

Page 31: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Resilience

– the capacity of a system to absorb disturbance, undergo

change and still retain essentially the same

function, structure, identity, and feedbacks

Page 32: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Adaptability

– the capacity of actors in a system to manage resilience, either by moving the system

toward or away from a threshold that would

fundamentally alter the properties of the system

Page 33: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Adaption

– the process by which an organism becomes better

suited to its habitat

Page 34: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

a fundamental property of a system is that optimization of a system

≠ optimization of the individual parts

Page 35: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

how do we optimize a system?

Page 36: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

complex system optimization

an ongoing area of research

generally done with a simulation of a model

Page 37: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

problem: we have an incomplete description of the

system

Page 38: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

a local approach:

optimize a technology by including the effects of

everything else as a constraint

Page 39: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

appropriate technology

technology that is appropriate to the social, economic, and

environmental state of a given situation

Page 40: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

appropriate technology

not just for the developing world, though it is most often

discussed in that context

Page 41: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Summary

• Societies are complex adaptive systems (a metaphor)

• A complex system is a set of interconnected parts making an integrated whole whose behavior cannot be predicted

• A complex adaptive system is a complex system that evolves with time

• Optimizing a technology within the context of society requires consideration of social, economic, and environmental constraints

Page 42: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Thought for the day:

from the BBC:“Engineering Earth is ‘Feasible’”

http://news.bbc.co.uk/2/hi/science/nature/8231387.stm

Given what we discussed today, what is your reaction to this idea?

Page 43: Lecture 6 - Complex systems - Iowa State University 6 - complex sy… · complex biological systems. the organized behavior emerges from the interaction of “parts” by specific,

Questions ???


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