When someone says that life, or evolution, or complex systems, or
          whatever, doesn't obey the
          second
            law of thermodynamics, it's a pretty safe bet that person has no
          idea what the second law of thermodynamics is. 
        
           If someone
            points out to you that your pet theory of the universe is in
            disagreement with Maxwell's equationsthen so much the worse
            for Maxwell's equations. If it is found to be contradicted by
            observationwell, these experimentalists do bungle things
            sometimes. But if your theory is found to be against the second law
            of thermodynamics I can give you no hope; there is nothing for it
            but to collapse in deepest humiliation.
            
             -- Sir
              Arthur Stanley
                Eddington,1928
  
        
        For one thing, the second law applies only to isolated systems. If
          you isolate a living organism from its open environment, it will
          equilibrate to a state of maximum entropy (die, decompose, decay).
          That life obeys the second law is clear to anyone with a knowledge of
          physics; what this book does is take that further, and explain how
          complex self-organising systems, including life, actually accelerate
          the increase in entropy, by being efficient gradient reducing
          dissipators. Far from life and the second law being incompatible, the
          truth is that the study of life requires the study of thermodynamics.
         p4.
          life can be regarded as one of a class
          of complex systems ruled by energy and its transformations. As the
          science of energy flow and chemical kinetics, thermodynamics is
          crucial to understanding life. Theoreticians who want to understand
          energy flow and transformations in biology must look the science of
          thermodynamics in the eye, as any theoretical claim is meaningless
          unless it conforms to thermodynamic principles.  
        
        This book is specifically about non-equilibrium
          thermodynamics (NET): open systems
          existing away from equilibrium, self-organising to exploit some form
          of gradient (a difference across a
          distance). They can exploit the gradient to do work. This tends
          to dissipate the gradient, but if it is maintained by some
          environmental source (the most clearly obvious being solar energy),
          they can exist in a steady state, stable but not static, "feeding
          "off the gradient. In fact, they organise themselves to help
          ensure this.
         p18.
          Free energy is the quantity of energy
          available that organisms can put to work. 
 This 
 is
          directly proportional to the gradients machines can tap into---or
          organisms can use to maintain and reproduce themselves as specific
          kinds of material organizations. 
        
        And open systems are qualitatively different from closed, isolated
          systems.
         pp70-71.
          Open systems enjoy energy and material
          influx and outflow across their boundaries. They are systems that,
          instead of reaching a predetermined end of equilibrium and
          disappearing, accelerate the reaching of equilibrium in the areas around
          them. Whereas isolated systems predictably head toward ruin, such
          systems are rare. Almost all real systems except those studied in the
          classical period of thermodynamics are open. 
        
        The book gradually builds on ideas, with many examples, to reach its
          conclusion. Summarising the final 4 page summary of the argument:
        
          
            -  In the linear near-equilibrium
              [Onsager] region,
              reciprocity relationships exist in which forces and fluxes are
              coupled. ...
- In the Onsager linear regime the
              total entropy production of a system due to material and energy
              flows reaches a minimum at the nonequilibrium steady state. ...
- Power is conserved in the system.
              ...
- As systems are moved away from
              the linear near-equilibrium by imposed gradients, they will use
              all avenues available to counter and degrade the applied
              gradients. ...
- As the applied gradients
              increase, so does the system's ability to oppose further movement
              from equilibrium. ...
- Systems moved away from
              equilibrium by greater gradients will be accompanied by increasing
              energy flows and higher entropy production rates. ...
- Open nonequilibrium systems
              reside at some distance from equilibrium, produce entropy that is
              exported out of the system, and maintain a low-entropy level
              inside the system ... 
- If a gradient is imposed on a
              system, and kinetic conditions permit, autocatalytic or
              self-reinforcing organizational processes and structures arise.
              ... it is the second law and the behavior of nonequilibrium
              dissipative systems that is the main generative force for complex
              dynamic organizations in nature, including those of autocatalysis.
              ...
- Biological systems optimally
              capture energy and degrade available energy gradients as
              completely as possible. 
- Biological processes delay the
              instantaneous dissipation of energy and give rise to energy and
              material storage, cycling, and structure. ... The most successful
              dissipative autocatalytic structures degrade available gradients
              in such a way as to maintain their gradient-degrading
              capabilities. ...
- Life and other complex systems
              not only do not contradict the second law but exist because of it.
              Moreover, life and other complex systems reduce preexisting
              gradients more effectively than would be the case without them.
 
        
        On the way to this summary we get an interesting argument, peppered
          with little gems and insights such as:
         p2.
          tough species are not necessarily
          representative of the health of their surrounding ecosystems. For
          example, some of the hardiest organisms belong to pioneer species that
          repopulate damaged ecosystems. Such organisms thus may signify not
          health but ecosystem illness.  
        
        
         p203.
          Cycling of material and energy within
          the ecosystem changes during succession. In early succession the
          cycles are short, open, and fast. In mature ecosystems the material
          and energy cycles are just the opposite, with long complex cycles that
          are closed in upon themselves.  
        
        But don't believe everything you read here.
         p35.
          In 1714 Daniel Gabriel Fahrenheit
          introduced the first scale to the mercury thermometer. The low mark on
          this scale, the lowest he could obtain in the lab, was zero,
          thirty-two degrees less than the freezing point of water---the
          temperature of ice.  
        
        Fahrenheit didn't just introduce the temperature scale: he invented
          the mercury thermometer itself. And the rather meaningless "temperature
          of ice" should be "freezing point of a water-salt mixture"
          (or something
          even
            more technical). And on p45 there is mention of a small
          hand-held "Sterling engine
          [sic]" (I suspect it is
          this
            one with a misspelled filename on wikipedia, although the
          correct spelling is used in its description). The authors also appear
          to misunderstand gravity:
         p51.
          gravity, producing gradients at a cosmic
          scale, must challenge any claim that the second law is an inexorable,
          omnipotent force 
        
        But even gravitational collapse (from a uniform gas cloud to clumpy
          blobs) does, of course, increase entropy. As well as the clumpy final
          state, there is entropy produced from radiation (the collapsing gas
          heats up) and/or material being ejected away (evaporated) from the
          central part. So although gravitational collapse might be considered
          an example of a case where nature does not "abhor a gradient",
          the second law itself is still "inexorable".
        
        There is another, minor, misconception that needs correcting:
         p175.
          Sir Frederick Hoyle, the astronomer, and
          his Sri Lankan colleague Chandra Wickramasinghe (1984) were so bowled
          over by the improbability of cells "snapping together" on
          Earth that they compared it to the assembly of a 747 jet from detritus
          in a junkyard by a passing tornado. Their solution to the problem was
          to increase the available arena for biogenesis by removing it from
          Earth to space. 
 However, if one assumes random interactions of
          the atomic or molecular components necessary to construct even a
          single minimal bacterial cell, even the seemingly adequate expansion
          in time from the 4.6-billion-year-old Earth to a 15-billion-year-old
          cosmos does not prove adequate. 
        
        I've seen this criticism in other places, too. I must speak in
          defence of Fred Hoyle here (even if he didn't understand evolution).
          He was by no means suggesting, as implied here, that a measly factor
          of three increase in timescale was sufficient. 15 billion years is the
          time since the Big Bang, the beginning of the universe in our current
          cosmological model. Hoyle, who himself coined that name, had his own
          preferred, Steady
            State, model of the universe. In that model, the universe has
          existed forever. So the timescale increase Hoyle was proposing was
          from 4.6 billion years to infinity: plenty long enough for a
          tornado to assemble a 747, or anything else!
        
        These kind of errors in areas one knows about lead to less
          confidence in believing the statements in the areas one does not know
          about. Additionally, in many places the text is inconsistent (on p221
          the units are calories/cm2/minute, and in the accompanying
          figure 15.2 they are W/m2, and calories/tree/day);
          also the prose is repetitive, purple, and elliptical, making it harder
          than necessary to follow the argument. (Note to authors: metaphors are
          of little use if you don't make clear the mapping from one domain to
          the other, but leave the reader to guess it, and are of even less use
          if the reader doesn't understand the metaphorical domain either.)
        
        But despite these content and style caveats, the book is still well
          worth reading. It contains a wealth of detail, drawing ideas from a
          great range of complexity  scientists, thermodynamicists, ecologists,
          systems biologists, and more. As just one example, we learn about the
          more modern understanding thermodynamics: the irreversibility
          formulation of
          Constantin
            Carathéodory, the network thermodynamics of
          Don Mikulecky, the dissipative
          systems of Ilya Prigogine. Whilst the
          traditional formulation was useful for analysing steam engines (which
          is, after all, essentially why it was invented), this new approach is
          more applicable to non-equilibrium open systems. 
         p81.
          Prigogine popularized the term dissipative
          structures. These dissipative systems, a term first used by Lotka,
          maintain their stable, low-entropy state by importing material and
          energy across their system boundaries. Dissipative systems are
          nonequilibrium, open, dynamic systems with gradients across them. They
          degrade energy and exhibit material and energy cycling. Dissipative
          structures grow more complex by exporting---dissipating---entropy into
          their surroundings  
        
        The book starts off discussing non-living, but nevertheless complex,
          systems (such as tornadoes). These clearly depend on a gradient, and
          their complexity can be attributed to the existence of this
          (contextual) gradient.
         p85.
          Most "self-organizing" systems
          feed on free energy from the outside to maintain their organization:
          they are organized by the gradients they reduce---often they are
          better described not as self-organizing, but as gradient-organized
          systems with self-referential attributes.  
        
        
         p116.
          Bénard cells are a striking
          reminder that complex systems do not come from nowhere, but from
          pre-existing gradients. Their complexity does not arise from within
          but from their context.  
        
        Life is another such complex system, but it has more capabilities
          than tornadoes or Bénard cells. For one thing, it can "time
          shift" the energy it needs:
         p107.
          Stored energy such as fat, starch, and
          glycogen frees the organism from the imperative of immediate gradient
          breakdown.  
        
        And it can evolve to exploit energy sources, such as other
          organisms, or other organisms' waste products. Here the authors focus
          on a fundamental difference between material (nutrients) and energy
          (initially sunlight):
         p85.
          Far-from-equilibrium systems pay for
          their reduced entropy by exporting a concomitant increase in entropy
          into the surrounding environment. A most familiar, if troublesome,
          example of such necessary external disorder is pollution. All
          organisms, not just human technological ones, produce waste. ... There
          are no recycling bins in nature; everything is elegantly used and
          reused because organisms, however mindless, have evolved to make use
          of relatively limited materials in an environment of relatively
          unlimited energy.
        
        
        
        
        
         p148.
          In every instance considered natural
          selection will so operate as to increase the total mass of the organic
          system, to increase the rate of circulation of matter through the
          system, and to increase the total energy flux through the system, so
          long as it is presented an unutilized residue of matter and available
          energy ...  (Lotka 1922, 149)
 
      
        
        We might be more appreciative of this matter/energy distinction if
          we were plants:
         p186.
          The kind of energy required for
          organisms to maintain their bodies, their metabolism, is strictly
          limited. The list includes light (photoautotrophy), organic chemical
          energy (heterotrophy), and a very limited number of inorganic
          energy-yielding chemical reactions ... Organisms also need food, which
          forms the stuff of their bodies. Energy gets used up; food is
          transformed into matter and materials of the body. One of the reasons
          we tend to be confused about these things is that we animals don't
          distinguish food from energy in our metabolism. In animals the source
          of energy and food is the same (sugars and other carbohydrates, amino
          acids, and proteins). In plants, however, the sources of energy and
          food are entirely different; sunlight is the energy source and carbon
          dioxide, chemically converted to sugars and other materials, is the
          source of food.  
        
        Because the material is relative scarce, it must be used
          efficiently.
         p203.
          In the rain forest even moisture is
          recycled. Early morning and noontime temperatures, clear skies, and
          sunlight lead to afternoon showers, a rapid-response cycling system.
          Early successional systems do not have the root systems, leaf biomass,
          and organic material to make this recycling possible. A key attribute
          of a mature ecosystem is that it does not leak a lot of its nutrients,
          material, and water from the system as it recycles these materials.
        
        
        Diversity enables efficiency.
         p244.
          The climax ecosystem is a system of
          energy fixers, photosynthetic food makers, and energy-degrading
          herbivores. Entropy production takes place both in the making of food
          and its consumption. Energy is degraded during both photosynthesis and
          transpiration. 
  
        
        [One thing all this discussion of maximising recycling and reuse of
          material nutrients: are animals, and even carnivores, inevitable in a
          mature ecosystem? So, would alien ecosystems necessarily have animals?
          Are they necessary to maximise the recycling, or could it all be done
          with bacteria and viruses?]
        
        When the 2nd law is cast in terms of open systems with inputs and
          outputs (rather than the original, isolated systems formulations),
          some problems disappear, and we can see our "selves" in a
          different way.
         p92.
          mathematical descriptions of ecological
          and evolutionary trends are, we argue, likely to follow increases in
          rates and flow of energy and materials, which cycle, increasingly and
          expansively, in growing thermodynamic systems. ... there is no need
          for a new fourth law when the
          second, stated for open systems, suffices.  
        
        
         p112.
          Selves are not closed or isolated but
          arise as metastable open systems in a sea of energy and flows. ...
          Thermodynamic selfhood comes from dissipative systems that establish
          boundaries. Far from sealing themselves off from the outside world,
          their boundaries allow them to continue their operations. Biological
          self-hood on Earth depends on the semipermeable layer, the ubiquitous
          lipid cell membrane ... 
        
        
         p311.
          
 organisms remain open systems.
          This means that their selfhood is already always open to encroachment,
          both from the outside where they enter into alliance with other
          beings, and from the inside where renegade cells, as in cancer, can
          spread without concern for the good of the genotype to which they
          belong. More importantly, a gene by itself is not a self; it
          replicates only as part of the reproduction of a thermodynamic system
          sufficiently coherent to access energetic gradients. ... Without that
          integral association, a gene is just a chemical, as indeed are the
          inert crystals of viruses separated from the active teleonomy of
          living cells. 
 organisms are nested hierarchies, composed of
          units that were once selves in their own right.  
        
        How can we resolve the inexorable linear march of the universal 2nd
          law with biological evolutionary contingency and parochialism? Well:
         p152.
          The situation is similar to that between
          a Boltzmannian microstate and a thermal macrostate. The specific
          pattern of the particles composing the biosphere is our own, as is
          that of an individual's body and life. However, the tendencies of
          which these particles partake show universality.  
        
        Because of the strong thermodynamic driver in the organisation of
          living systems, we may be able to see traces of earlier processes in
          current ones:
         p94.
          Building up complexity over time,
          energy-driven cycles embody a natural memory and record of their past
          states. 
 The chemical cycles of modern cells 
 may contain
          traces not only of their bacterial ancestors but of the thermodynamic
          cycles from which bacteria themselves evolved.  
        
        The complexity of living systems originated in the physical
          embodiment (metabolism), and only later was the biological information
          (for replication) exploited to make the gradient reducing process even
          more efficient:
         p169.
          The hardware by itself can exist,
          metabolism can continue as long as there is energy flow, but software
          cannot exist by itself; it is a virus, an "obligatory parasite."
          ... In life the hardware consists of the body, the software of the
          genes. The thermodynamic cells and replicating nucleotides we find
          together today are logically, and historically, separable. Just as one
          can imagine a computer without software, so one can picture early
          thermodynamic life without any genes. First came the apparatus,
          functioning and physiological, then came the operating systems, user
          manuals, and codes for making new, improved metabolic machines.
           
  
        
        
         p251.
          Variation offers new possibilities, and
          natural selection whittles them down to potent systems adapted to the
          current environment. But the original impetus---to make do with
          available materials to dissipate high-energy systems as efficiently as
          possible---is that of the second law. Even before natural selection,
          the second law "selects" from the kinetic, thermodynamic,
          and chemical options available, those systems best able to reduce
          gradients under given constraints.  
        
        More mature ecosystems are more complex, and have a greater energy
          flux, and greater entropy production (that is, life accelerates the
          2nd law effect). Stressing them sends them into a less complex state,
          with a lower energy flux.
         p198.
          One of the most obvious features of
          ecosystem change during succession is the increase in biomass over
          time. ... The biomass of an ecosystem increases, stabilizes, and
          levels off. .... It grows. The more energy captured and flowing
          through a system, the greater will be the number of entropy production
          processes such as transpiration, photosynthesis, and metabolic
          reactions, which all degrade in-coming energy. In ecosystems, biomass,
          total system throughput, and entropy production go up with succession
          and maturation. 
 
        
        
         p208.
          In both living and nonliving systems the
          reversion to earlier modes is triggered by reduced energy flows.
          Stress sends the gradient-reducing system back to earlier modes able
          to make do on less energy. 
        
        This increasing complexity producing ever more efficient energy
          degradation defines a direction for evolution.
         p236.
          There is no essential mystery to these
          heightened activities or to the thermodynamically based progressive
          arrow to evolution. As organisms, tapping into the solar gradient,
          expand their activities through reproduction, which is the offshoot of
          thermodynamic metabolism, they bestow greater complexity upon the
          environment---even as they export molecular chaos and heat to the
          wider realm. Maintaining themselves in a low-entropy state, and
          growing, they expand the reign both of complexity, locally, and of
          disorder, pushing heat out into space. Ultimately the thermodynamic
          system reaches the limits of its growth, and the energy formerly used
          in expansion is redirected internally, showing up as diversity,
          differentiation, and increased cycling. 
        
        
         p239.
          Evolution's direction is that of the
          equilibrium-seeking organizations of open system thermodynamics.
        
        
        
         p316.
          complexity accrues not only from the "bottom
          up" via natural selection of replicating variants but
          thermodynamically from the "top down" via gradient breakdown
           
        
        The final part of the book focuses on economic systems and how they
          might fit into the model.
         p276.
          Economic flows also have their entropy
          production surrogates, such as transaction fees, taxes, and legal
          fees. These overheads often add little value to the product or number
          of energy units transferred but tend to smooth transactions. ...
          Money, tradable for energy, work, and products, behaves like energy
          changing forms as it organizes flows through nonhuman natural systems.
        
        
        
         p277.
          
 markets and economies are not
          themselves closed systems ... Markets, like organisms, depend upon
          external sources for their complexity-maintaining gradient-reduction
          activities. Economies, like ecosystems, expand via the natural wealth
          of the gradients around them, and prosper relative to their ability to
          develop conscious or unconscious mechanisms to degrade those
          gradients. ... Economies and markets, like organisms and ecosystems,
          are metastable, nonequilibrium systems. 
        
        
         p279.
          the destruction of a gradient to release
          its energy requires energy 
 thus it is that making money
          requires money, and finding food requires catabolic burning of
          metabolic fuel.  
        
        
         p284.
          the economy is a system organized by
          energy flows. A true NET economics would
          recognize that economies, insofar as they are stable, are stabilized
          away from equilibrium by material and energy flux. Such an economics
          might require a modified accounting system that included urban flow
          requirements. As Dyke (1988, 365) suggests, "... We never,
          except in the most superficial ways, examine the relationships between
          our patterns of social organization and the rate of material flow
          needed to sustain them." 
        
        This rounds off the discussion that covers physical, biological, and
          social complex self-organising systems (reminding me in places of
          De Landa's aproach). There's a
          good bibliography, for when you want to dig deeper. And it's  an
          extensive bibliography, because to fully understand life, we need to
          consider (at least) biology, chemistry, and thermodynamics:
         p303.
          Evolutionary theory links organisms in
          time. Ecology links organisms in space. Chemistry links them in
          structure. NET links them in process. 
        
 
        ![[stable on a gradient] [stable on a gradient]](../_misc/gradient.jpg) 
        So, life (and any other complex self-organised system) is a
          non-equilibrium thermodynamic system and process, living off a
          gradient. I'm left with an image of forever walking up a down
          escalator -- it takes effort to stay in place, but flowing down the
          escalator is all energy and material needed to support this effort.