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Title: BSC 417/517


1
Lecture 3
  • BSC 417/517
  • Environmental modeling

2
FEEDBACK!
  • A feedback loop in a dynamic system can be
    defined as a closed-loop circle of cause and
    effect
  • Conditions in one part of the system cause
    results elsewhere in the system, which in turn
    influence conditions
  • Learn to identify these in models by their
    spatial relationship

3
Feedback
  • Definition Feedback is a process whereby some
    proportion of the output signal of a system is
    passed (fed back) to the input. This is often
    used to control the dynamic behavior of the
    system

4
The ideal feedback loop in non-Stella iconography
5
Positive and negative
  • Types of feedback are
  • Negative feedback which tends to reduce output
    (but in amplifiers, stabilizes and linearizes
    operation)
  • Positive feedback which tends to increase
    output or
  • Bipolar feedback which can either increase or
    decrease output

6
First, a bit on the history of feedback
  • Negative feedback was applied by Harold Stephen
    Black to electrical amplifiers in 1927
  • In 1921,  Black joined the forerunner of Bell
    Labs, in New York City, working on elimination of
    distortion
  • After six years, Black invented the negative
    feedback amplifier commuting to work aboard the
    ferry
  • Basically, the concept involved feeding systems
    output back to the input as a method of system
    control
  • The principle has found widespread applications
    in electronics, including industrial, military,
    and consumer electronics, weaponry, analog
    computers, and such biomechanical devices as
    pacemakers
  • Forerunner thermostats, railroad engines

7
History of feedback cybernetics
  • Norbert Wiener
  • Formalized the notation and scientific process of
    feedback as communication and control within
    systems, including computer, human, and animal
    systems
  • The foundation of computing and various modern
    sciences
  • Systems biology
  • Ecology
  • Process optimization
  • Environmental modeling

8
Ol Norbert
9
History of feedback cybernetics
  • Forerunner of Norbert Wiener Arturo Rosenblueth
  • A Mexican researcher and physician whose 1943
    paper Behavior, Purpose and Teleology, proposed
    that behavior controlled by negative feedback,
    applied to either animal, human or machine was a
    fundamental principle of systems

10
Norbert Wiener your bedtime reading
  • 1948, Cybernetics Or the Control and
    Communication in the Animal and the Machine.
    Cambridge, MA MIT Press.
  • 1950, The Human Use of Human Beings. Da Capo
    Press.
  • 1966, Nonlinear Problems in Random Theory. MIT
    Press.
  • 1966, Generalized Harmonic Analysis and Tauberian
    Theorems. MIT Press.
  • 1966, God Golem, Inc. A Comment on Certain
    Points Where Cybernetics Impinges on Religion.
    MIT Press.
  • 1988, The Fourier Integral and Certain of its
    Applications (Cambridge Mathematical Library).
    Cambridge Univ. Press.
  • 1994, Invention The Care and Feeding of Ideas.
    MIT Press.

11
Positive feedback
  • An amplifying system
  • A system that responds to perturbation in the
    same direction as the perturbation
  • May lead to unstable equilibrium and explosive
    conditions
  • Acceleration of effects leading to big changes

12
Examples
  • The familiar audio screech in the positive loop
    between microphone and amplifier
  • Increasing temperatures leading to melting of the
    ice caps leading to reduced reflection of the
    suns rays leading to further warming
  • The hyperbolic growth of the world population
    observed till the 1970s has recently been
    correlated to a non-linear second order positive
    feedback between the demographic growth and
    technological development
  • Technological growth - increase in the carrying
    capacity of land for people - demographic growth
    - more people - more potential inventors -
    acceleration of technological growth -
    accelerating growth of the carrying capacity -
    the faster population growth - accelerating
    growth of the number of potential inventors -
    faster technological growth - hence, the faster
    growth of the Earth's carrying capacity for
    people, and so on
  • Feed or Feedback, by A. Duncan Brown
  • Positive loop between agriculture and population

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Example permafrost melting
  • From U of Michigan project
  • http//sitemaker.umich.edu/section2_group1/arctic_
    issues__permafrost
  • The Terrestrial Carbon Cycle Climate Feedback

15
Permafrost
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Details
  • Warmer temperatures in the Artic have begun to
    thaw the arctic permafrost, a layer of soil that
    has been frozen since before the last ice age
  • It contains frozen organic matter that has been
    preserved by the ice, historically making the
    permafrost layer a carbon sink that contains 14
    of the total carbon in the worlds soils
    (Christiansen 1995). A recent estimate suggests
    that if all of the carbon stored in permafrost
    were released into the atmosphere, the CO2 levels
    in the atmosphere would double
  • The warmer than average temperatures recorded in
    this region in the last couple of decades have
    been indirectly causing the permafrost to change
    from a CO2 sink to a CO2 source (Oechel 1993) and
    has increased methane emissions as well
    (Christiansen 1995)
  • This is being directly caused by an increase in
    soil drainage and aeration from temperature
    increases (PBS 2004)
  • The effect of photosynthesis as a stabilizing
    factor in the process, through the increased
    exposure of vegetation to the atmosphere, is not
    expected to reach the levels CO2 out gassing any
    time soon, so the thawing of this layer has
    created a positive feedback loop known as the
    Terrestrial Carbon Cycle Climate Feedback (Oechel
    1993)

18
Impact
  • As this cycle feeds into itself, the thawing of
    the permafrost layer becomes an even greater
    issue.
  • Much of the infrastructure of Alaska is built on
    this ancient permafrost and now that it is
    thawing, the water is starting to drain away and
    the ground is subsiding, causing once solid
    structures such as roads and buildings to crack
    and lean.
  • This problem has become more wide spread and a
    greater concern throughout the Arctic as time has
    progressed (Armstrong 2003).
  • Permafrost thawing and longer warmer seasons
    allows water that was previously contained to
    flow away and more evaporation throughout the
    year.
  • The thawing is literally uncorking lakes so
    that the water is flowing out of Alaska and into
    the open oceans (Riordan 2006).
  • 15 of the surface water in Alaska has been lost
    to this outflow in the last 50 years (PBS 2004).

19
Couple of examples in biology
  • Contractions in childbirth
  • When a contraction occurs, oxytocin (a hormone)
    is released into the body, which stimulates
    further contractions, resulting in contractions
    increasing in amplitude and frequency
  • Blood clotting
  • The loop is initiated when injured tissue
    releases signal chemicals which activate
    platelets in the blood.
  • An activated platelet releases chemicals which
    activate more platelets, causing a rapid cascade
    and the formation of a blood clot

20
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More examples
  • So-called vicious cycles poverty, hunger, debt
  • Converse virtuous cycles education,
    agricultural productivity, clean water, health,
    money
  • Hyperbolic or exponential growth (second order
    behavior) is often driven by positive feedback
  • Many examples in biology and population

22
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23
Negative feedback
F-
24
Negative feedback
  • System tending toward equilibrium
  • In biology, we often use the term homeostasis
  • Perturbations to the system are counteracted by
    the systems response
  • Thermostats in machine and animal
  • Many biological and ecological processes, because
    nature tends to self-regulate or react to
    oppose factors that destabilize the system
  • And thats a very good thing

25
Negative feedback
26
More on negative feedback
  • In biology

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28
Recognizing negative feedback
  • Nature responds often cited for human induced
    change that is counteracted by environmental
    systems
  • Often linked to unintended consequences
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