Wonderland is an integrated
mathematical model used for studying phenomena in
sustainable development. First introduced by economist
(
Waren C. Sanderson 1994) of Stony Brook University, there are now several related versions of the model in use. Wonderland allows
economists
An economist is a professional and practitioner in the social science discipline of economics.
The individual may also study, develop, and apply theories and concepts from economics and write about economic policy. Within this field there are ...
,
policy analysts and
environmentalist
An environmentalist is a person who is concerned with and/or advocates for the protection of the environment. An environmentalist can be considered a supporter of the goals of the environmental movement, "a political and ethical movement that se ...
to study the interactions
between the
economic
An economy is an area of the production, distribution and trade, as well as consumption of goods and services. In general, it is defined as a social domain that emphasize the practices, discourses, and material expressions associated with the ...
,
demographic and
anthropogenic sectors of an idealized world, thereby enabling them to obtain insights transferable to the real world.
Introduction
Wonderland is a compact model.
In total, there are only four continuous state variables, one each for the economic and demographic sectors and two for the anthropogenic sector; thus making Wonderland more compact and amenable to analysis than larger, more intricate models like
World3
The World3 model is a system dynamics model for computer simulation of interactions between population, industrial growth, food production and limits in the ecosystems of the earth. It was originally produced and used by a Club of Rome study that p ...
. For this reason it is often used as an initial testing ground for new techniques in the area of policy analysis (
Lempert, et al., 2003).
Governing equations
Denote the four state variables as:
– population,
– per capita output,
– stock of natural capital and
– pollution flow per unit of output. Let
and
z,p\in[0,1">,\infty) and
z,p\in[0,1/math>, then the state variables evolve in discrete time">,1.html" ;"title=",\infty) and
z,p\in[0,1">,\infty) and
z,p\in[0,1/math>, then the state variables evolve in discrete time, according to the following recurrence relations ( Sanderson, 1994).
:
\begin
x(t+1) &= x(t)\left[1+b\Big(y(t),z(t)\Big) - d\Big(y(t),z(t)\Big)\right],\\
y(t+1) &=y(t)\left(1+\gamma-(\gamma+\eta)\Big -z(t)\Big\right),\\
z(t+1) &= \frac,\\
p(t+1) &= p(t)(1-\chi),\\
\ &\ \\
\!\!\!\text \qquad &\ \\
\ &\ \\
b(y,z)&= \beta_0\left beta_1 - \left(\frac\right)\right\\
d(y,z)&= \alpha_0\left alpha_1 - \left(\frac\right)\right \left +\alpha_2(1-z)^\right\\
g(x,y,z,p)&= \frac\,e^, \ \text\\
f(x,y,p)&=xyp.
\end
Altogether, these equations depend upon 15 parameters.
: b(y,z) and d(y,z) represent the birth rate
The birth rate for a given period is the total number of live human births per 1,000 population divided by the length of the period in years. The number of live births is normally taken from a universal registration system for births; populati ...
and death rate
Mortality rate, or death rate, is a measure of the number of deaths (in general, or due to a specific cause) in a particular population, scaled to the size of that population, per unit of time. Mortality rate is typically expressed in units of de ...
respectively. Both saturate as per capita output rises, in agreement with empirical studies ( Cohen, 1995).
The form of f(x,y,p) follows from the I = PAT
''I = (PAT)'' is the mathematical notation of a formula put forward to describe the impact of human activity on the environment.
:''I = P × A × T''
The expression equates human impact on the environment to a function of three factors: pop ...
hypothesis.
System behavior
Using the Scenario analysis
Scenario planning, scenario thinking, scenario analysis, scenario prediction and the scenario method all describe a strategic planning method that some organizations use to make flexible long-term plans. It is in large part an adaptation and gener ...
technique, Sanderson (1994
File:1994 Events Collage.png, From left, clockwise: The 1994 Winter Olympics are held in Lillehammer, Norway; The Kaiser Permanente building after the 1994 Northridge earthquake; A model of the MS Estonia, which sank in the Baltic Sea; Nelson ...
) studied two possible futures for the idealized world described by Wonderland. One future entitled ''Dream'', held out the possibility of unending sustainable growth
Sustainable development is an organizing principle for meeting human development goals while also sustaining the ability of natural systems to provide the natural resources and ecosystem services on which the economy and society depend. The desi ...
, while the other termed ''Horror'', ended in environmental collapse and eventual extinction of the population. Subsequent work ( Kohring, 2006) showed that the parameters of the model can be bisected into two sets, one which always produces sustainable futures and one which always ends in collapse and extinction. Additionally, the equations of Wonderland exhibit chaotic behavior
Chaos theory is an interdisciplinary area of scientific study and branch of mathematics focused on underlying patterns and deterministic laws of dynamical systems that are highly sensitive to initial conditions, and were once thought to have c ...
( Gröller, et al., 1996, Wegenkittl, et al., 1997, Leeves and Herbert, 1998).
Avoiding collapse
In the basic model it is impossible to avoid or recover from the environmental collapse seen in the ''Horror'' scenario without changes to the model itself. Two such changes have been studied:
pollution ''abatement'' and pollution ''avoidance''.
Pollution abatement
Abating the effects of pollution draws funds from other sources to pay for cleaning up the environment ( Sanderson, 1994). This decreases the value of y entering into the equations for birth, b, and death, d:
:
\begin
y^=y-\phi(1-z)^y
\end
The time evolution of y(t) is unaffected because those goods and services needed for pollution abatement must also be considered part of the overall output. The impact of these changes on the environment is expressed by changes to f:
:
\begin
f(x,y,p)=xyp - \kappa\frac
\end
These changes introduce three new parameters into the model:
By adjusting the policy levers, it is possible to clean up a polluted environment and recover from the collapse seen in the ''Horror'' scenario. However, the recovery is only temporary, after a brief time of robust growth the system again collapses, leading to endless cycles of collapse followed by recovery. Abating pollution does not alter the fundamental division of the parameters into the two sets of sustainable and unsustainable futures ( Kohring, 2006).
Pollution avoidance
Pollution avoidance aims to prevent pollution from entering into the environment, by making its production unprofitable. This is modeled by means of a pollution tax ( Herbert and Leeves, 1998, Lempert, et al., 2003):
:
\begin
y(t+1) &= y(t)\left(1+\gamma-\left(\gamma+\eta\right)\Big -z(t)\Big-\gamma_0\,\frac\right),\\
p(t+1) &= p(t)\left(1-\chi-\chi_0\frac\right).\\
\end
The new parameters for the pollution avoidance model are:
With these changes, it is possible to raise the tax rate, \tau, such that the system never collapses and the horror scenario is avoided altogether. Regardless of the other parameters, it is always possible to increase \tau in order to avoid collapse thereby enabling unending sustainable growth
Sustainable development is an organizing principle for meeting human development goals while also sustaining the ability of natural systems to provide the natural resources and ecosystem services on which the economy and society depend. The desi ...
( Kohring, 2006).
Variations
Production function
Instead of the relatively simple economic growth equation used for y(t) some researchers use a Cobb–Douglas production function instead ( Leeves and Herbert, 2002).
Multiple countries
The standard form of the Wonderland model contains a single, homogeneous entity. Herbert et al. ( 2005) extended Wonderland to a multi-country model by allowing the different entities to use different sets parameters and assuming the outputs are coupled through trade flows.
Differential equations
Originally developed in terms of discrete time, finite difference equations, it is often recast as a set of continuous time differential equations ( Gröller, et al., 1996)
References
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Economics models
Systems theory
Economics of sustainability