1 29-13 system dynamics
-
Upload
john-bradford -
Category
Documents
-
view
552 -
download
1
description
Transcript of 1 29-13 system dynamics
SYSTEM DYNAMICS
Dr. John Bradford
‘System-as-Cause’ Thinking
1. Laundry-list approach– Gravity, – Removal of Hand
2. System-as-cause approach:
– …. ?
What causes the Slinky to oscillate?
‘System-as-Cause’ Thinking• What causes the Slinky to oscillate?• THE SLINKY!
– The system itself is always the cause of its own behavior. – “Mental models should contain only those elements
whose interaction is capable of self-generating the phenomenon of interest" (Richmond 2010: 6).
Feedback
• Feedback Loop: occurs when changes generate effects that then influence the original causes of the change, making subsequent change either more (+) or less (-) likely.
CauseEffect
Feedback
Two types of Feedback: 1. Positive (reinforcing, amplifying):
Initial changes become amplified or magnified over time; patterns are reinforced.
– Examples: exponential population growth; nuclear explosion; ‘rich getting richer’, etc.
2. Negative (counteracting, balancing):
Initial changes are counteracted or balanced out, so that conditions remain relatively stable.
– Examples: homeostasis; a thermostat; “what goes up, must come down”, etc.
Births+
Population+
Force of Gravity
-
Jump up+
Positive Feedback
Negative Feedback
Causality and Feedback
• Feedback and Self-reinforcing patterns– Social phenomena can appear to take on a life of
their own. How does this happen?– Initial changes generate (other) conditions
which encourage the original effect.
Original Effect
Alternative Causes
Original Cause
Causality and Feedback
• Feedback and Self-reinforcing patterns– Example: English Colonialism spreads English
throughout the world. England ceases to be a colonial power, but English is still a popular world language because English is spoken in the United States, which became a world power.
Global English
US speaks English
EnglishColonialism
Causality and Feedback
• When we think of causal relations, we normally think of these 3 possibilities:1. A may cause B2. B may cause A3. A and B may both be caused by some other
factor C
Causality and Feedback
• There are also 3 additional explanations, which we usually forget:4. A and B may cause each other (with no initial
prompting other than random fluctuations)5. A and B may cause each other, once initially
activated by some other factor C6. A and B may cause each other, in a process of
mutual feedback with some other factor (or set of factors) C
Causality and Feedback
Irreversible Processes• Social research usually assumes that processes are
reversible: “if a change in X makes Y change in a certain direction, then the opposite change in X would generate an opposite change in Y.”
• Example: Poverty and Crime– Increases in poverty (X) tend to be associated with increases in
crime (Y). – Assumption: “Therefore, a decrease in relative poverty will
generate a decrease in crime.”– Even if the original cause was poverty, reducing poverty may or
may not reduce crime!
Causality and Feedback
Irreversible Processes• Analogy:
– if someone is shot by a gun, removing the bullet won’t make the wound go away.
‘System-as-Cause’ Thinking
Four assumptions that are usually wrong: 1. *Causes operate independently of each other: (“laundry-list” thinking)2. Causality runs one-way: (no feedback)3. Effects are “linear” (fixed or proportional to
their effect)4. Effects are instantaneous (no lags or delays)
Stocks and FlowsSt oc k
f lowing
Stocks “Nouns” that indicate conditions or states of
being at a point in time. Stocks are things that accumulate over time from flows
Flows “Verbs” that represent activities or processes,
which exist over time. Flows fill and drain stocks, that is, they update the
magnitude of stocks.
Stock-Flow diagram of Feedback Stock-flow structure of “Positive” (Reinforcing) and
“negative” (counteracting) feedback systems:
Reinforcing Loop: Counteracting Loop: Exponential growth Exponential decay
Populat ion
growing
growt h ra t e
Populat iondec lin ing
dec linerat e~
A feedback loop occurs whenever a change in the magnitude of a stock in turn affects a flow into or out of that same stock.
Feedback loop Dynamics When both positive and negative feedback are present in
the same system, four possibilities arise:1. exponential growth: the reinforcing loop will dominate the
counteracting loop.2. exponential decay: the counteracting loop will dominate the
dominate the reinforcing loop.3. equilibrium: they balance each other out.4. Oscillation: it goes up, then down, up and down, …
Populat ion
growing
growt h rat e
dec lin ing
dec linerat e~