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pubs.acs.org/IECR
A General Process Model of Sustainability
Michael Neuman*
Department of Landscape Architecture and Urban Planning, Texas A & M University, MS 3137 College Station, Texas 77843-3137,
United States
Stuart W. Churchill*
Department of Chemical and Biomolecular Engineering, University of Pennsylvania, 311A Towne Building, 220 South 34th Street,
Philadelphia, Pennsylvania 19104, United States
ABSTRACT: Sustainability is high on many research and policy agendas, and a number of specific models to measure sustainability have
been developed. However, most models are based only on the first law of thermodynamics and, thereby, are incomplete and approximate.
Sustainable processes are those whose rates are maintained over time without exceeding the innate ability of their surroundings to
support the process. We present a model for measuring the sustainability of processes that adapts and integrates the first and second laws
of thermodynamics and the concept of rate processes, thereby forming a new synthesis. The degree of sustainability of a process, whether
ecological, economic, social, chemical, or biological, is expressed quantitatively in terms of algebraic equations. It is a dynamic approach
that applies at any scale and takes into consideration the spatial and temporal factors of processes, thus permitting empirical applications
that correspond to real world conditions (dynamic, complex, and evolving). These characteristics make it especially suitable for
applications in the fields of chemistry, chemical engineering, and ecology.
’ A GENERAL MODEL FOR SUSTAINABLE PROCESSES
Measures and models of sustainability have been proposed by
researchers in numerous disciplines. These range from models for
climate change, metabolic flow, and ecosystem services to biodiversity indicators, intactness indices, and assessments of ecosystems
and cities.1-8 Increasingly, they address complex and dynamic
phenomena such as climates, cities, and biological habitats as well as
the functions and services that these systems perform. The rates of
change (e.g., extinction of species, loss of habitat, and rise of sea
level), the processes on which these changes are based, and the
multiple scales or levels of the activities have now become of
concern. Yet there is only a limited consensus across these disparate
disciplines, and even within individual ones.9-11 When there is
agreement, it is constrained or vague.9,12 These limits are echoed in
policy fora and arenas.
While each discipline has its own theories, methods, and
vocabulary, there is general agreement about fundamental precepts
such as balancing development and the environment while at the
same time mediating social, economic, and ecological concerns,
with an eye toward future generations.13,14 What has been missing
in science, engineering, and public policy is a rigorous definition of
sustainability and a theory to conceptualize and measure it
quantitatively. That is our objective here.
Our model is presented in the context of the emerging discourse
on sustainability that is providing normative and scientific frameworks for a variety of disciplines and organizations. The noun
sustainability refers to the degree to which an entity exists in a
coevolutionary process with its environment whose inherent
condition (essence) enables it to continue evolving and developing
without jeopardizing its own life and livelihood, or the lives and
livelihoods of those it affects, including the larger systems and
r 2011 American Chemical Society
networks in which the entity finds itself situated, now and in the
foreseeable future. An entity may be an object (building), process
(industrial production), place (city), organization, or other living or
territorial system. Sustainability refers to the ecology of human
presence from a normative perspective: can humans inhabit a city,
region, ecosystem, etc. sustainably, without damage and ill effects to
others? The intellectual roots of sustainability and some of its
theoretical consequences for sustainable development have been
reviewed, and need not be here.15,16
The measurement of sustainability should incorporate the rateprocess concept. That is, a sustainable process is one whose rate can
be maintained over time without exceeding the innate ability of its
surroundings to support it, including the ability of the surroundings
to absorb the associated impacts. Sustainable processes have rates
of production and regeneration that equal or exceed rates of
consumption and byproduct absorption. Just as material processes
are governed by the first and second laws of thermodynamics and
the theory of rate processes, the general theory of sustainability is
based on these three concepts as applied to dynamic as well as
steady-state processes.
Sustainability has often been examined only in terms of the first
law of thermodynamics, that is, in terms of the conservation of mass
and energy. This approach is inadequate in two senses. First, the
environment cannot be defined in terms of mass and energy only.
Other qualities more difficult to quantify are essential to the survival
Special Issue: Churchill Issue
Received: October 4, 2010
Accepted: December 20, 2010
Revised:
December 14, 2010
Published: January 18, 2011
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of humankind, as well as other species and habitats. The addition of
the second law of thermodynamics to the analysis of sustainability
has revealed that full sustainability is not possible and can only be
considered a goal to be approached, and never fully attained. This is
because the entropy of any system increases with time due to
irreversibilities, and because the exergy (or availability of energy),
which is a quantitative measure of the ability to do work in a
thermodynamic sense, decreases with time. These irreversibilities
are the unavoidable consequence of any chemical or biological
reaction or process. The practical aim for sustainability, therefore, is
to minimize rather than eliminate these effects.
In order to apply thermodynamics to a closed or open system it
is necessary to define the boundaries of the system very carefully.
Different choices of a boundary are a major source of disagreement
over the sustainability of various processes. Another source of
disagreement is the failure to account for all of the inputs and
outputs through the boundary. To compare the sustainability of
two processes, their boundaries, all of the inputs and outputs
through these boundaries, and all net changes within the boundaries must be identified. Thermodynamics indicates the limits of
what can be done within any system or framework of space. On the
other hand, the rate processes such as fluid flow, heat transfer, mass
transfer, chemical reactions, and bulk transport determine the time
and/or space required to carry out the transformations both within
and through any system or spatial framework. Basing the theory on
the twin pillars of thermodynamics and rate processes enables it to
be generalized across physical-metabolic and social-economic
phenomena.
Sustainability as a Process. Given that societies have become
consumption oriented, and thus production oriented to satisfy
consumer demand, then the processes of consumption and production are at the heart of a sustainable society or policy. However,
classical and neoclassical modes of economics are insufficient to
understand and explain the new relation of production and
consumption in a framework of sustainability. The general theory
of sustainability provides a new basis to conceptualize consumption
and production as sustainable processes. In this framework,
sustainable processes are ones that replenish the flows of matter,
energy, information, capital, and other evolutionary factors through
a system at levels in which the outputs are at least equal to the
inputs, in terms of quality and in quantity. This concept incorporates the rate processes in which the rates of regeneration
(replenishment) equal or exceed the rates of depletion plus
extraction plus consumption; and the rates of production of wastes
or byproduct are less than the rate at which the environs can absorb
them and remain healthy and viable over the long term. These rates
of replenishment also should lessen the rates of difference in equity
among social groups. Sustainable processes give back in a circular
way, with the outputs of one process continuously forming the
inputs of others. Waste disappears in a truly sustainable process.
This dynamic and scale-independent basis for the general theory of
sustainability overcomes limitations of steady-state approaches that
measure values at one point in time and/or one place in space.
Moreover, some current conceptions of sustainability assume a
completely closed system, which does not correspond to reality
from a thermodynamic point of view.
We envision that the rate-process concept for sustainability can
apply to five general categories. These five categories are rates
of consumption, rates of production, rates of accumulation, rates
of depletion, and rates of assimilation. The theory can be applied
to any factor within these categories. For example, for rates of
consumption we can use energy and materials. For rates of
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production, we can use goods, services, and wastes. For rates of
accumulation we can use wealth and poverty, and debt and profit,
whether personal, corporate, or governmental. Examples of rates of
accumulation also include nitrogen fixation, atmospheric carbon
dioxide, and global climate change. For rates of depletion we can
use atmospheric ozone, aquifer recharge, desertification, biological
diversity, and habitat, language, and cultural loss. For rates of
assimilation we can use water quality, atmospheric fluorocarbons,
and the introduction of invasive and exotic species into an
environment.
A Mathematical Model for Sustainable Rates of Change.
Two laws underlie the rate-process concept. The first law of
thermodynamics states that matter and energy are conserved.
The second law of thermodynamics, the entropy law, rephrased,
states that matter and energy consumed and then rejected into the
environment are of equal or poorer quality than that acquired from
the environment. The first law reveals that all resources are finite
and that their exploitation invokes inexorable trade-offs. The
second law reveals limitations and consequences of the possible
trade-offs. Both laws require the careful choice and scale of an
envelope for the system, whether a single processing unit, an entire
industrial plant, a city, an ecosystem, or the entire earth and its
atmosphere. All choices for the exploitation of resources invoke, in
addition to the first and second laws of thermodynamics, the rates
at which they can be carried out, and thereby introduce restrictions
in terms of space and/or time. (It should be noted that the value of
information and knowledge added to a product in a manufacturing
process is one of a number of quantities that have not been
considered in this preliminary exposition.)
The first and second laws of thermodynamics, as generalized for
open as well as closed systems and for dynamic (time-dependent)
as well as stationary conditions, constitute a necessary constraint for
a mathematical model of sustainability. The rate-process concept
provides a necessary complement; expressions for the rate of
change of energy, mass, and chemical species can be derived from
the first law but not for rate processes in general.17 The first and
second laws and rate theory comprise a necessary but insufficient
basis for sustainability because of the difficulty in quantifying such
factors as the quality of life and diversity, and of system-wide
phenomena.
The first and second laws of thermodynamics and the concepts
of entropy and exergy (availability) are well-known and therefore
not elaborated here. The generalized treatment of rates is less wellknown and therefore is described briefly. The rate-process concept
was developed by Churchill in the context of process design and
was generalized with respect to chemical reactions, fluid flow, heat
transfer, mass transfer, and bulk transport.17 For example, for a
batch (confined, unsteady-state) process
X
1 dx
¼
ri
L dt
ð1Þ
Here, x represents some extensive quantity such as mass, t time, and
L a measure of the extent of the system, while ri represents various
rate mechanisms, which may be positive (inputs) or negative
(outputs). A positive value for the left-hand side of eq 1, namely,
(dx/dt)/L, represents the rate of accumulation of the quantity x
and a negative value its rate of depletion, in both cases by the sum of
the rate mechanisms ri. In either event a finite value of (dx/dt)/L
indicates a deviation from sustainability that must be compensated
for by some other rate mechanisms. Thus, eq 1 is only one
component of an expression for sustainability.
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As a simple example of a rate of change in a closed system
consider the decrease in the number of moles of species A in a
batch reactor due to first-order forward and reverse reactions.
Equation 1 then becomes
-
1 dNA
¼ k1 CA - kCB
V dt
ð2Þ
Here, NA is the number of moles of species A, V is the volume of the
reactor, CA and CB are molar concentrations, and k1 and k2 are
forward and reverse rate constants, respectively, for the disappearance of species A. As an aside, chemists usually postulate implicitly
an invariant density and replace -(1/V)(dNA/dt) with -dCA/dt.
The analogue of eq 1 for a process carried out in continuous
flow through a tube of cross-sectional area A is
X
w dX
¼
ri
A dz
ð3Þ
Here z is the distance along the tube, w is the mass rate of flow
through the tube, and X is the extensive quantity of concern per
unit mass.
The Eulerian equivalent of eq 2 may be expressed as
-
dðnXA Þ
¼ kf CA - kr CB
dV
ð4Þ
Here n represents the rate of flow in moles per unit time, XA the
mole fraction of species A, and V the volume swept out by the flow.
The term on the left-hand side represents the deviation from
sustainability resulting from this process when considered in
isolation. Changes that occur outside the boundaries of the chosen
system(s), including the net flows through the boundaries into or
out of that portion of the environment not encompassed by these
systems, must also be considered in these calculations.
One of the contributions of the rate-process concept was the
distinction between rates of change (as represented by the lefthand side of eqs 1 and 3) from process rates (as represented by
the terms on the right-hand side of eqs 2 and 4).18,19
Equations 2 and 4 may also be derived by reducing the general
partial differential equation for the conservation of a species, in
accordance with the imposed restrictions.20 That is, eqs 2 and 4
are special cases of the first law of thermodynamics.
Our theory has the advantage of being applicable to a wide range
of factors that make a place or process sustainable. Moreover, it is a
scale-independent theory that answers what until now has been the
most intractable barrier in the search for a general theory of
sustainability: what are we trying to sustain, where are we trying
to sustain it, and over what time span? The planet? An ecosystem?
A city? A business? A way of life? Life itself? This decade, this
century, this millennium, or indefinitely? Rate process theory
combined with thermodynamics applies to dynamic, nonlinear,
nonequilibrium systems as well as equilibrium systems, and is
therefore applicable to complex urban, social, and ecological phenomena such as cities, organizations, and ecosystems as well as to
single, simple processes such as a chemical reactor.
Rate processes form an essential component of sustainability
because it must be possible to maintain the rate of any process over
time without exceeding the innate and “natural” ability of its
surroundings to support it. This goes beyond existing carryingcapacity formulations in urban and environmental planning pioneered in the 1960s and 1970s by Ian McHarg, and by Donella
Meadows and her colleagues in The Club of Rome report.21,22
These traditional views of carrying capacity dealt with a specific
place at a specific point in time. Neither was process oriented, and
consequently they did not account fully for the dynamic nature of
the systems they modeled. They did not consider the coevolutionary character of human interaction with ecosystems. Another
limitation in applying these two carrying-capacity approaches and
their derivatives is that they did not pay close attention to the
environs and the definition of the boundary between the activity
system under study and its surroundings. The rate-process theory
adds the dimension of time to the dimensions of space that the
carrying-capacity approaches employed.
For a straightforward exposition of our proposed method,
consider the battery-powered electric car. It is a striking example
of the loss of exergy as compared to the loss of energy. For example,
losses of exergy include (1) the irreversible conversion of the
chemical energy of the fuel to thermal energy during combustion of
fuel in the power plant, (2) the irreversible transfer of thermal
energy from the hot burned gases to the water in the boiler, (3) the
nearly reversible transfer of thermal energy to inertial energy and
then the irreversible transfer of that inertial energy to mechanical
energy in the turbine, (4) the irreversible conversion of mechanical
energy to electrical energy in the dynamo, (5) the irreversible
ohmic loss in the up-voltage and down-voltage transformers, (6)
the irreversible ohmic loss of electrical energy to thermal energy in
the transmission lines, (7) the irreversible ohmic loss and other
irreversibilities in the conversion of electrical to chemical energy in
the battery of the car, and (8) the irreversible loss of exergy in the
conversion of electrical energy to mechanical energy in the electric
motor. (The exergy losses in the power train of the car are relatively
unchanged from that of a gasoline engine.) Imagine what a small
fraction of the exergy of the fuel reaches the wheels!
Furthermore most of these losses in exergy cannot be greatly
reduced in a practical sense. For example, decreasing the exergy loss
in the process of combustion is almost impossible except at the cost
of burning with oxygen instead of with air. Despite their pervasive
use, no one has succeeded in increasing the overall efficiency of the
turbine and dynamo much above 40%. The most obvious way is to
raise the temperature in the boiler by increasing the pressure or by
using a fluid such as mercury rather than water, but the cost and the
hazards in terms of safety are obvious. The use of natural gas instead
of coal as a fuel allows elimination of the boiler and offers the
possibility of a related increase in efficiency, but most electricity will
be generated using coal in the foreseeable future. Significant
reduction in transmission losses including that in the transformers
is unlikely, considering the maturity of that technology. Many
schemes to increase the efficiency of batteries are currently being
pursued, but they are also counterbalanced by costs and hazards.
Most of these second-law losses have a more widely recognized
first-law counterpart, for example, the loss of energy to the
surroundings in the hot gases entering the stack, and the heat
losses to the surroundings from each element in the overall process
from fuel to wheels. The first-law losses from the combustor, boiler,
and dynamo can be reduced somewhat by heat exchange and
thermal insulation with some associated decrease in second-law
losses. The thermal losses from the transmission lines to the
surroundings can be reduced by using higher voltages but at the
expense of second-law and first-law losses in the transformers.
The second-law and first-law losses do not necessarily have the
same importance. For example, the heat loss from the battery to the
surroundings during charging due to ohmic heating is trivial in
magnitude, whereas the corresponding loss of exergy is critical and
may in itself defeat the whole scheme.
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A limitation in rate exists in most of these steps. Two examples
are the rate of transmission of electricity through the high-voltage
lines as restricted by thermal heating, and the rate at which the
battery can be charged as restricted by the internal electrical
resistance. All the steps in this example are processes that occur
over time and vary with time, and have corresponding process rates.
These rates of exergy losses over time can be calculated, and
differing technologies such as standard fuel, all electric, and fuelelectric hybrids can be compared over their life cycle (energy source
to wheel) to determine which is more sustainable using our model.
Implications. The general theory of sustainable processes has
implications for sustainable development, including environmental
impact assessments, urban design, the design of industrial processes, and the design and management of infrastructural and
social-service delivery systems. Consider for example calibration of
a model for one aspect of a social system, income distribution
(equity) in an economy. One can specify the rate in terms of the
rate of increase or decrease of income inequality (differences in per
capita income between rich and poor) over time. One can also
specify the boundary of the economy (say, metropolitan or
national), recognizing that in a global economy these boundaries
are fluid. The general nature of the theory enables it to be applied to
the life cycle of all these processes, that is, for their assessment,
planning, design, construction, management, maintenance, operations, repair, replacement, recycling, and disposal.
In summary, thermodynamics and rate-process concepts have
been adapted to develop a general theory of sustainability. The model
permits the calculation of the sustainability of any process, whether
chemical, biological, ecological, economic, or social. It is a dynamic
and scale-independent theory that takes into consideration the spatial
and temporal factors of processes, thus permitting empirical applications that correspond to actual (dynamic, complex, evolving)
conditions. This theory of sustainability reflects a new manifestation
of human will that does not merely shape and subjugate nature and
ourselves along with it. Instead, sustainability embodies the will to
work with nature, respecting it, and adhering to its capacities and
limitations while still realizing our own hopes and dreams.
’ THE CONTRIBUTIONS OF A RATE PROCESS THEORY
OF SUSTAINABILITY
1. Enables the mathematical calculation of the degree to which
any process is sustainable over the long term, using the
theories and methods of thermodynamics and rate processes.
2. Enables a comprehensive consideration of the relevant factors
that impinge upon sustainability: economic, ecological,
technological, and social.
3. Facilitates the determination of where in geographic space
to draw the system boundary lines in the calculation of the
degree of the long-term sustainability.
4. Enables a quantitative comparison of several processes to
determine their relative degrees of sustainability and thereby inform technology and policy choices.
5. Places long-term sustainability alongside short-term efficiency in the cost-benefit calculus of choosing processes,
technologies, and materials.
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’ ACKNOWLEDGMENT
The authors thank Theresa Good of the University of Maryland for her insights and contributions to parts of this manuscript.
’ REFERENCES
(1) Wigley, T. M. The Climate Change Commitment. Science 2005,
307, 1766.
(2) Meehl, G. A.; et al. How Much More Global Warming and Sea
Level Rise? Science 2005, 307, 1769.
(3) Wang, G.; Schimel, D. Climate Change, Climate Modes, and
Climate Impacts. Annu. Rev. Environ. Resour. 2003, 28, 1.
(4) Luck, G. W.; Daily, G. C.; Ehrlich, P. R. Population Diversity and
Ecosystem Services. Trends Ecol. Evol. 2003, 18, 331.
(5) Scholes, R. J.; Biggs, R. A Biodiversity Intactness Index. Nature
2005, 434, 45.
(6) Reiners, W. A.; Driese, K. L. Transport of Energy, Information,
and Material through the Biosphere. Annu. Rev. Environ. Resour. 2003,
28, 107.
(7) Millenium Ecosystem Assessment. Millenium Ecosystem Assessment Synthesis Report; Millenium Ecosystem Assessment: New York,
2005.
(8) Pickett, S. T.; et al. Urban Ecological Systems: Linking Terrestrial Ecological, Physical, and Socioeconomic Components of Metropolitan Areas. Annu. Rev. Ecol. Syst. 2001, 32, 127.
(9) The Royal Society. Measuring Biodiversity for Conservation; The
Royal Society: London, 2003.
(10) Balmford, A.; et al. The Convention on Biological Diversity’s
2010 Target. Science 2005, 307, 212.
(11) Houghton, J. T. et al. , Eds. Climate Change 2001: The Scientific
Basis; Cambridge Univ. Press: Cambridge, 2001.
(12) Mace, G. M. An Index of Intactness. Nature 2005, 434, 32.
(13) United Nations World Commission on Environment and
Development. Our Common Future; Oxford Univ. Press: Oxford, 1987.
(14) United Nations World Summit on Sustainable Development.
Johannesburg Plan of Implementation; United Nations: New York, 2002.
(15) Neuman, M. The Compact City Fallacy. J. Plann. Educ. Res.
2005, 25, 11.
(16) Owens, S., Cowell, R. Land and Limits: Sustainability in the
Planning Process; Routledge: London, 2002.
(17) Churchill, S. W. The Interpretation and Use of Rate Data: The
Rate Concept; Hemisphere Publishing: Washington, DC, 1974.
(18) Kabel, R. L. Rates. Chem. Eng. Commun. 1981, 9, 15.
(19) Kabel, R. L. Reflections on Rates. Ind. Eng. Chem. Res. 1992, 31,
641.
(20) Bird, R. B., Stewart, W. E., Lightfoot, E. N. Transport Phenomena, 2nd ed.; Wiley and Sons: New York, 2002.
(21) McHarg, I. Design With Nature; Natural History Press:
New York, 1969.
(22) Meadows, D. et al. Limits to Growth; Universe Books:
New York, 1972.
’ AUTHOR INFORMATION
Corresponding Author
*M.N. E-mail: neuman@archone.tamu.edu. Tel: 979 845 7062.
Fax: 979 862 1784. S.W.C. E-mail: churchil@seas.upenn.edu.
Tel: 215-898-5579. Fax: 215-573-2093.
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