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<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing with OASIS Tables v3.0 20080202//EN" "journalpub-oasis3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="research-article"><?xmltex \bartext{Research article}?>
  <front>
    <journal-meta><journal-id journal-id-type="publisher">ESD</journal-id><journal-title-group>
    <journal-title>Earth System Dynamics</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ESD</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Earth Syst. Dynam.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">2190-4987</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/esd-13-1021-2022</article-id><title-group><article-title>Lotka's wheel and the long arm of history: <?xmltex \hack{\break}?> how does the distant past determine today's <?xmltex \hack{\break}?> global rate of energy consumption?</article-title><alt-title>50-year scaling for global energy demands</alt-title>
      </title-group><?xmltex \runningtitle{50-year scaling for global energy demands}?><?xmltex \runningauthor{T.~J.~Garrett et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Garrett</surname><given-names>Timothy J.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9277-8773</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Grasselli</surname><given-names>Matheus R.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Keen</surname><given-names>Stephen</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Department of Atmospheric Sciences, 135 S 1460 E, Rm 819, <?xmltex \hack{\break}?> University of Utah, Salt Lake City, Utah 84112, USA</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Department of Mathematics and Statistics, McMaster University, Hamilton, ON L8S 4K1, Canada</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>University College London, London, WC1E 6BT, UK</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Tim J. Garrett (tim.garrett@utah.edu)</corresp></author-notes><pub-date><day>15</day><month>June</month><year>2022</year></pub-date>
      
      <volume>13</volume>
      <issue>2</issue>
      <fpage>1021</fpage><lpage>1028</lpage>
      <history>
        <date date-type="received"><day>14</day><month>April</month><year>2021</year></date>
           <date date-type="accepted"><day>13</day><month>May</month><year>2022</year></date>
           <date date-type="rev-recd"><day>12</day><month>May</month><year>2022</year></date>
           <date date-type="rev-request"><day>16</day><month>April</month><year>2021</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2022 Timothy J. Garrett et al.</copyright-statement>
        <copyright-year>2022</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022.html">This article is available from https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022.html</self-uri><self-uri xlink:href="https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022.pdf">The full text article is available as a PDF file from https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d1e120">Global economic production – the world gross domestic product (GDP) – has been rising steadily relative to global primary energy demands, lending hope that technological advances can drive a gradual decoupling of society from its resource needs and associated environmental pollution. Here we present a contrasting argument: in each of the 50 years following 1970 for which reliable data are available, 1 exajoule of world energy was required to sustain each <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.50</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.21</mml:mn></mml:mrow></mml:math></inline-formula> trillion year 2019 US dollars of a global wealth quantity defined as the cumulative inflation-adjusted economic production summed over all history. No similar scaling was found to apply between energy consumption and the more familiar quantities of yearly economic production, capital formation, or physical capital. Considering that the scaling has held over half a century, a period that covers two-thirds of the historical growth in world energy demands, the implication is that inertia plays a far more dominant role in guiding societal trajectories than has generally been permitted in macroeconomics models or by policies that prescribe rapid climate mitigation strategies. If so, environmental impacts will remain strongly tethered to even quite distant past economic production – an unchangeable quantity. As for the current economy, it will not in fact decouple from its resource needs. Instead, simply maintaining existing levels of world inflation-adjusted economic production will require sustaining growth of energy consumption at current rates.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e144">Alfred J. Lotka regarded the “life-struggle” as a competition for available energy. The role in this struggle of any physical system, subject to
external constraints, is to maximize the flow of energy through it. Lotka proposed, “The influence of man, as the most successful species in the
competitive struggle, seems to have been to accelerate the circulation of matter through the life cycle, both by `enlarging the wheel', and by causing
it to `spin faster' … the physical quantity in question is of the dimensions of power”. “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, <italic>so long as there is presented an un-utilized residue of matter and available energy</italic>”
<xref ref-type="bibr" rid="bib1.bibx19" id="paren.1"/> (our italics).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e155">Representation of Lotka's view on the thermodynamic mechanisms governing system growth, involving a wheel that enlarges and accelerates using an “un-utilized residue” of energy and matter representing the difference between consumed resources and waste.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022-f01.png"/>

      </fig>

      <p id="d1e164">Adopting Lotka's perspective, as illustrated in Fig. <xref ref-type="fig" rid="Ch1.F1"/>, the field of thermodynamics can be seen as essential to any understanding or treatment of societal actions. Yet, even a century later, its consideration remains a fringe view, even in the economic treatments most widely used to guide economic and climate policy <xref ref-type="bibr" rid="bib1.bibx30 bib1.bibx21" id="paren.2"/>. “Production functions” treat resource extraction as just one sector of the economy, no more significant than, for instance, the services sector. These modeling frameworks permit improvements to technology and efficiency as key policy tools for simultaneously lifting human prosperity while limiting adverse impacts from resource depletion and environmental degradation through waste production <xref ref-type="bibr" rid="bib1.bibx33 bib1.bibx5" id="paren.3"/>.</p>
      <p id="d1e176">As a counterpoint to the traditional approach, our past work has described a new macroeconomic quantity – historically cumulative production – that
we demonstrated to have had a quantifiable constant relationship with world primary energy resource demands, or civilization's collective power. A
consequence of the relationship is that the inflation-adjusted gross domestic product (GDP) is more closely related to a surplus of energy – or Lotka's “un-utilized
residue” – than to the current rate of energy consumption itself <xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx9 bib1.bibx12" id="paren.4"/>. Here, we use a longer
available dataset to show that the relationship has held for a half-century, covering the period between 1970 and 2019. This new time series of
historically cumulative production suggests a “top-down” metric for facilitating discussions of what is possible in hypothetical scenarios of future
interactions between society, natural resource availability, and climate change.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>A scaling between energy consumption and historically cumulative production</title>
      <p id="d1e190">To avoid complications associated with the details of trade, interactions between economic sectors, or distinctions between energy types, this study
is focused only on global quantities, as described in the Methods section below. Annual primary energy sources, those that are available to
drive civilization activities of whatever type, are consumed and ultimately dissipated as waste heat at a rate that can be expressed as an
instantaneous quantity <inline-formula><mml:math id="M2" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> (e.g., terawatts) or a yearly averaged quantity <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with units of power (e.g., either terawatts or exajoules per year) <xref ref-type="bibr" rid="bib1.bibx12" id="paren.5"/>. For example, <inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">2019</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M5" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 609 means that humanity during the course of 2019 was powered by 609 EJ or at a rate of 19.3 <inline-formula><mml:math id="M6" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">TW</mml:mi></mml:mrow></mml:math></inline-formula>. Annual economic production (gross domestic product) or output is defined monetarily as the sum of tallied financial exchanges made to acquire final goods and services within a given year. After adjusting for inflation, we denote this quantity as <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, expressed in units of constant 2019 USD per year, effectively a yearly average of the instantaneous rate <inline-formula><mml:math id="M8" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> in 2019 USD per year.</p>
      <p id="d1e259">Given that humanity's billions emerged from the past, the magnitude of civilization's annual energy demands might be thought to be tied to an economic
quantity that is not a rate – as it is for <inline-formula><mml:math id="M9" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> – but rather one that has accumulated through time and has units of currency. The first candidate we
consider for such an accumulated quantity is economic capital <inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, a primary factor in traditional models of economic production. The second is a
new quantity, the time integral of production, not just over 1 year – as is done in calculation of <inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> – but over the entirety of history, what
we term the world historically cumulative production <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>i</mml:mi></mml:msubsup><mml:msub><mml:mi>Y</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Expressed in continuous form it is
          <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M13" display="block"><mml:mrow><mml:mi>W</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∫</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mi>t</mml:mi></mml:munderover><mml:mi>Y</mml:mi><mml:mo>(</mml:mo><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e364">The contribution of depreciation and decay to <inline-formula><mml:math id="M14" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> is addressed later.</p>
      <p id="d1e374">Time series for <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are shown in Fig. <xref ref-type="fig" rid="Ch1.F2"/> for a 50-year period between 1970 and 2019. Global energy
consumption <inline-formula><mml:math id="M19" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> increased by a factor of 2.8, production <inline-formula><mml:math id="M20" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> increased by a factor of 4.5, and economic capital <inline-formula><mml:math id="M21" display="inline"><mml:mi>K</mml:mi></mml:math></inline-formula> increased by a factor of 7.9. A
related quantity, the rate of capital formation, <inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>K</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula>, is not shown because it is implicit in the curve for <inline-formula><mml:math id="M23" display="inline"><mml:mi>K</mml:mi></mml:math></inline-formula>; however, as is
evident for the curve for <inline-formula><mml:math id="M24" display="inline"><mml:mi>K</mml:mi></mml:math></inline-formula>, its value varied considerably. While the ratio <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>K</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> increased by a factor of 1.5 between 1970
and 2019, the relative increase was 3.2 in 2009 and 0.34 in 1982. The ratio <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula>, sometimes termed the energy productivity, trended steadily
upward.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e519"><bold>(a)</bold> Time series for the period 1970 to 2019 of global yearly annual primary energy consumption <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in <inline-formula><mml:math id="M28" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">EJ</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, the world annual GDP <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in yearly currency, and the total value of physical capital  stock <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in units of currency. <bold>(b)</bold> Energy in <inline-formula><mml:math id="M31" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">EJ</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and historically cumulative production <inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in currency. <bold>(c)</bold> The ratio of economic values to annual energy consumption, setting the ratio in 1970 to 100. All currency units are in trillions of 2019 USD.</p></caption>
        <?xmltex \igopts{width=170.716535pt}?><graphic xlink:href="https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022-f02.png"/>

      </fig>

      <p id="d1e615">Defining growth rates in quantity <inline-formula><mml:math id="M33" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> as <inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>X</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mi>X</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>X</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>ln⁡</mml:mi><mml:mi>X</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula>, a least-squares fit to the data gives
<inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M36" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 1.00 <inline-formula><mml:math id="M37" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Meanwhile, the ratio <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mi>K</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> grew at rate <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M40" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 1.96 <inline-formula><mml:math id="M41" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, nearly twice as fast as <inline-formula><mml:math id="M42" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>,
or a doubling time of 35 years. The appealing picture presented is of an economy that has become rapidly less energy-intensive, with technological
innovation enabling more to be done with less <xref ref-type="bibr" rid="bib1.bibx27" id="paren.6"/>.</p>
      <p id="d1e770">So it would be natural to infer from a history of increasing <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> that our human acumen for invention has been driving a long-term decoupling of the
global economy from resource constraints. However, comparing <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> suggests otherwise. Cumulative production <inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> increased more slowly
than <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> or <inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> by a factor of 2.7 over the 50-year period. This ratio is nearly identical to the factor of 2.8 increase found for <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Expressed
(for simplicity) as a continuous function, the ratio <inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:mi>w</mml:mi><mml:mo>=</mml:mo><mml:mi>W</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> has fluctuated to some degree, but the average tendency was
<inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>w</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M52" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M53" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.02 <inline-formula><mml:math id="M54" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which is far less than the tendencies for either <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> or <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:mi>K</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula>. For <inline-formula><mml:math id="M57" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> itself, the average value is
          <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M58" display="block"><mml:mrow><mml:mi>w</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>W</mml:mi><mml:mi>E</mml:mi></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5.50</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.21</mml:mn></mml:mrow></mml:math></disp-formula>
        in units of trillions of 2019 USD of cumulative production per exajoule of energy consumed each year.</p>
      <p id="d1e966">Considering that the ratio <inline-formula><mml:math id="M59" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> is nearly a constant, the relationship between <inline-formula><mml:math id="M60" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M61" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> does not appear to be one merely of correlation between
two quantities, as has been noted, for example, for <inline-formula><mml:math id="M62" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M63" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx15" id="paren.7"/>. Instead <inline-formula><mml:math id="M64" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M65" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> have maintained a linear scaling over the half-century period for which widely published data are available. A least-squares fit to the logarithms of <inline-formula><mml:math id="M66" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M67" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> yields the relationship <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5.47</mml:mn><mml:msup><mml:mi>E</mml:mi><mml:mn mathvariant="normal">1.00</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>. Calculated instead as a linear fit, the relevant expression is <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5.67</mml:mn><mml:mi>E</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">66</mml:mn></mml:mrow></mml:math></inline-formula>. Note the intercept of the fit, where <inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, is equivalent to <inline-formula><mml:math id="M71" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M72" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M73" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>66 USD trillion (2019), a value that is just <inline-formula><mml:math id="M74" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.9 % of the 2019 value for <inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of 3547 USD trillion (2019) and that is sufficiently small as to plausibly approximate the origin. By contrast, the linear fit for world GDP and energy is <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.17</mml:mn><mml:mi>E</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">21</mml:mn></mml:mrow></mml:math></inline-formula> with an intercept of
<inline-formula><mml:math id="M77" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M78" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M79" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>21 USD trillion (2019) or <inline-formula><mml:math id="M80" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>25 % of its 2019 value. So, while <inline-formula><mml:math id="M81" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M82" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> may be correlated, they do not scale in the same manner
as <inline-formula><mml:math id="M83" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M84" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>A production relation</title>
      <p id="d1e1207">We interpret the quantity identified here as the historically cumulative global production <inline-formula><mml:math id="M85" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> to be an economic expression of the rotational power of
Lotka's wheel, which is the capacity to sustain the collective to-and-from of civilization's circulations, thereby relating physics to economics through the relationship <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M87" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> is nearly a constant. Certainly, an objection might be raised that the past 50 years is too short relative to the time span of humanity to draw meaningful conclusions about the relationship of historically cumulative production to current energy demands. Measured in units of years, this may be true. However, the last half-century covers a remarkable two-thirds of humanity's total growth expressed in terms of energy consumption, or 1.5 doublings in <inline-formula><mml:math id="M88" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>, during which a great deal  changed in humanity's social and technological makeup.</p>
      <p id="d1e1245">Taking the first derivative of Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) yields an inflation-adjusted economic production relation. Assuming <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> for constant <inline-formula><mml:math id="M90" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula>, then
          <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M91" display="block"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>W</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e1310">Real economic production is related to the <italic>rate of increase</italic> in world primary energy consumption. The implication is that the real GDP is a
tally of the instantaneous monetary exchanges that, directly or indirectly, increase civilization's ability to access more energy in the future. For
the case that <inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, namely that there is constant inflation-adjusted economic production <inline-formula><mml:math id="M93" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> or zero GDP growth, energy demands
expand at rate <inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi>w</mml:mi></mml:mrow></mml:math></inline-formula>. If there is GDP growth, as preferred by governments, and <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>ln⁡</mml:mi><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, then world energy consumption accelerates.</p>
      <p id="d1e1377">Equation (<xref ref-type="disp-formula" rid="Ch1.E3"/>) assumes only that <inline-formula><mml:math id="M96" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> is a constant, a result that can be readily refuted, or supported as done here, with decades of data from
multiple sources. The approach does nonetheless have some important limitations, notably an inability to resolve short-term, fine-scale behaviors. The evolution of cumulative inflation-adjusted world economic production <inline-formula><mml:math id="M97" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> is highly smoothed because it is a summation, or integration, over history and the global economy. Even given a strong multi-decadal relationship of <inline-formula><mml:math id="M98" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> to <inline-formula><mml:math id="M99" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula>, year-to-year variability in <inline-formula><mml:math id="M100" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>, such as during recessions or pandemics, cannot be easily related to yearly economic production, especially on national or sectoral scales much smaller than the world as a whole. That said, calculated as a running decadal mean, the average ratio of global production to yearly changes in energy consumption is
<?xmltex \hack{\newpage}?><?xmltex \hack{\vspace*{-6mm}}?>
          <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M101" display="block"><mml:mrow><mml:mover accent="true"><mml:mi>w</mml:mi><mml:mo stretchy="true" mathvariant="normal">^</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>Y</mml:mi><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5.9</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.2</mml:mn></mml:mrow></mml:math></disp-formula>
        in units of trillions of 2019 USD per EJ consumed each year, which is very similar to that expressed for <inline-formula><mml:math id="M102" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> given by Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>), although the variability is higher given the comparison of <inline-formula><mml:math id="M103" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> to a differential in <inline-formula><mml:math id="M104" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>.</p>
      <p id="d1e1482">Despite its simplicity, Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>) can also be seen as being highly counterintuitive, as it suggests for the hypothetical limiting case of
<inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> – one in which the world attains a sort of metabolic steady state with energetic and material inputs and outputs in
balance – that <italic>real</italic>-world economic production disappears: that is, <inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. Such a result would seem highly peculiar viewed from any
traditional economic perspective.</p>
      <p id="d1e1522">It is important to note, however, that zero real, inflation-adjusted production does not forbid nonzero, positive nominal production. If there is a
large difference between the nominal and real GDP, it appears in economic accounts as high values of the GDP deflator or as
hyperinflation. Interpreted physically, civilization dissipates energy along previously produced networks. Even as current production continues to
grow these networks, there is concurrent fraying of those previously constructed that is sufficient to offset any productive gains <xref ref-type="bibr" rid="bib1.bibx10" id="text.8"/>.</p>
      <p id="d1e1528">A metabolic steady state may only represent a temporary marker prior to more complete collapse, thermodynamic as well as economic, given the severe
constraints hyperinflation would impose on modern society. Along the pathway of contraction, any external resources that become available to
civilization would no longer be sufficient to count as an un-utilized residue available for further growth. Like a patient consumed by cancer,
production would be more than offset by consumption – burning the furniture to heat the house, so to speak. Nominal production might remain, but it
would be fueled more by internal than external resources. Eventually, civilization would attain a point of complete collapse, whereupon both
civilization power and nominal production would equal zero.</p>
      <p id="d1e1531">Certainly there are other macroeconomic treatments that consider societal energy demands, although the production functions in these models tend to
be highly complex, failing to appeal foremost to the dimensions of the problem. Rather than starting with the constraint that the factors of economic
production, of whatever combination, must tally dimensionally to units of currency per time, quantities such as dimensionless capital, labor, and
useful work are set to non-integer exponents or are themselves placed in exponents
<xref ref-type="bibr" rid="bib1.bibx2 bib1.bibx1 bib1.bibx18 bib1.bibx16" id="paren.9"/>. Such functions can be shown to reproduce past behaviors for specific nations,
but only by way of specifying coefficients, or “output elasticities”, that are themselves determined from past economic conditions and that are
allowed to vary according to the time period considered. The production functions are effectively moving targets that can be tuned to accurately
reproduce past conditions but cannot be presumed to express anything fundamental about the long-run evolution of the future. As attributed by E. Fermi
to J. von Neumman, “with four parameters I can fit an elephant, and with five I can make him wiggle his trunk.”</p>
      <p id="d1e1537">The approach described here is more strictly thermodynamic and therefore does not allow for such mathematical flexibility. The collective societal
assessment of the final inflation-adjusted value of goods and services <inline-formula><mml:math id="M107" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> appears to correspond to “enlarging the wheel” or enabling it to “spin
faster”, which is the technological innovation of a larger human system, one that is newly consumptive of primary reserves over and beyond the
scenario in which energy consumption rates stay constant. Current energy demands sustain the wheel's rotation against energy dissipation and material
decay. It is only with an excess or “un-utilized residue” of available energy that an effective phase change becomes possible whereby raw materials
are converted through economic production into newly created civilization networks. With increasing available energy and power adjusting for network
decay, societal movements are accelerated along these enlarged networks (Fig. <xref ref-type="fig" rid="Ch1.F3"/>).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e1552">Civilization grows through a production of networks that can be associated with the inflation-adjusted GDP <inline-formula><mml:math id="M108" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> and can be related to growing energy demands at rate <inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula>. Current power <inline-formula><mml:math id="M110" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> is thus tied to the historically cumulative GDP through <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:msubsup><mml:mo>∫</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mi>t</mml:mi></mml:msubsup><mml:mi>Y</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:msubsup><mml:mo>∫</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mi>t</mml:mi></mml:msubsup><mml:mo>(</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://esd.copernicus.org/articles/13/1021/2022/esd-13-1021-2022-f03.png"/>

      </fig>

      <p id="d1e1663">In fact, there is some evidence that civilization size and speed are two independent modes of variability whose rates of change are nearly equally
divided. A linear scaling has been noted between the size of a city's population and how fast its inhabitants walk <xref ref-type="bibr" rid="bib1.bibx3" id="paren.10"/>. More
globally, over the 50-year period considered, world population – as a measure of size – increased at an average rate of
1.46 <inline-formula><mml:math id="M112" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Meanwhile, per capita world GDP – as a plausible metric for speed – increased at the nearly equivalent rate of
1.55 <inline-formula><mml:math id="M113" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.</p><?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Contributions of the distant past to the present</title>
      <p id="d1e1712">At some level, the empirical nature of Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>) stands on its own, and so too its implications for economic production through
Eq. (<xref ref-type="disp-formula" rid="Ch1.E3"/>). Its essence is that current civilization value <inline-formula><mml:math id="M114" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and energy consumption <inline-formula><mml:math id="M115" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> are not a direct consequence of current economic
transactions, but instead reflect a historical pathway. By way of analogy, consider the circulations within our bodies, brains, and machines and our
activities such as housework, transport to and from work and the grocery store, and even conversation among family and friends; all of these
require current energy consumption in some form. Each one of these may involve a financial transaction at some prior stage for cleaning products,
gasoline, or food, but crucially no financially quantifiable purchase is made at the point at which the energy is consumed: only in the past.</p>
      <p id="d1e1733">Some might counter that economic models already account for recent purchases but that historically distant production and consumption cannot linger to contribute to energy demands today. Fig trees grown for the enjoyment of ancient Greeks would seemingly have nothing to do with the power consumption of internet servers today.</p>
      <p id="d1e1736">Any argument about the diminished importance of the past can be tested. The effective lifetime of prior production can easily be estimated within
those models that employ traditional economic accounting. There, capital is formed through economic production <inline-formula><mml:math id="M116" display="inline"><mml:mi>Y</mml:mi></mml:math></inline-formula> after subtracting both depreciation
at rate <inline-formula><mml:math id="M117" display="inline"><mml:mi mathvariant="italic">δ</mml:mi></mml:math></inline-formula> and consumption <inline-formula><mml:math id="M118" display="inline"><mml:mi>C</mml:mi></mml:math></inline-formula> of goods and services. The underlying equation is <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>K</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mi>Y</mml:mi><mml:mo>-</mml:mo><mml:mi>C</mml:mi><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula>. Expressing
consumption as <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:mi>C</mml:mi><mml:mo>=</mml:mo><mml:mi>c</mml:mi><mml:mi>Y</mml:mi></mml:mrow></mml:math></inline-formula> and adopting a simplified production function of form <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mo>=</mml:mo><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula> is the production efficiency (or the
inverse of the capital-to-output ratio), it follows that the rate of capital formation is
          <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M123" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>K</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo><mml:mi>K</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
        Dividing both sides by <inline-formula><mml:math id="M124" display="inline"><mml:mi>K</mml:mi></mml:math></inline-formula>, the exponential growth rate of capital is <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>K</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mo>-</mml:mo><mml:msup><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>+</mml:mo><mml:mi>c</mml:mi><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:math></inline-formula>. Purely
mathematically speaking, consumption itself can be viewed as a form of depreciation of very short-lived capital at rate <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:mi>c</mml:mi><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:math></inline-formula>, in addition to
depreciation at rate <inline-formula><mml:math id="M128" display="inline"><mml:mi mathvariant="italic">δ</mml:mi></mml:math></inline-formula>.</p>
      <p id="d1e1949">The value of the modified depreciation term <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> can be obtained using data for <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The value of <inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mo>=</mml:mo><mml:mi>Y</mml:mi><mml:mo>/</mml:mo><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula> over the past
50 years has slowly declined at an average rate of 0.95 <inline-formula><mml:math id="M133" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>: its average value was approximately 0.24 % or 24 %. Meanwhile, capital grew at an average annual rate of 4.0 %. So, the implication is that the annual rate <inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi>K</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi mathvariant="italic">β</mml:mi></mml:mrow></mml:math></inline-formula> of capital devaluation owing to combined consumption and depreciation is approximately 24 % <inline-formula><mml:math id="M135" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 4 % <inline-formula><mml:math id="M136" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 20 %. Effectively, traditional economic growth models imply that previously produced capital halves its value within just 3.5 years.</p>
      <p id="d1e2056">Well-known concerns may be raised about any comparison of rates of capital formation with capital valuation and with how valuations of varied capital
stocks should be aggregated <xref ref-type="bibr" rid="bib1.bibx25 bib1.bibx28" id="paren.11"/>. Nonetheless, whatever the uncertainties, this inference that traditional economic models
see new capital <inline-formula><mml:math id="M137" display="inline"><mml:mi>K</mml:mi></mml:math></inline-formula> as halving its value in just 3.5 years seems preposterous. The benefits of past productivity clearly persist for much longer. We
may no longer use the personal computers of the 1980s, but we would not have current devices without that seminal transformation. Going back further,
ancient Greek fig trees died over 2000 years ago, but many important aspects of the culture of fig-eating ancient Greeks continue to today.</p>
      <p id="d1e2069">The crux of this historical valuation problem is critical for judgments of the value of economic models for predicting our future. It appears that the
long-distant or even fairly recent contributions of humanity to politics, science, athletics, architecture, and language are implicitly ignored in
traditional economic accounting. Perhaps this is simply because historically important innovations – such as controlled combustion or the
alphabet – cannot be monetized on the open market, even though without them most modern infrastructure for wealth generation would collapse. Like
“dark matter” in astronomy that cannot be seen but is known to be the bulk of our universe, there also appears to be a “dark value” in economics.</p>
      <p id="d1e2072">T. Piketty describes the issue well: “All wealth creation depends on the social division of labor and on the intellectual capital accumulated over
the entire course of human history”; “the total value of public and private capital, evaluated in terms of market prices for national
accounting purposes, constitutes only a tiny part of what humanity actually values - namely, the part that the community had chosen (rightly or
wrongly) to exploit through economic transactions in the marketplace” <xref ref-type="bibr" rid="bib1.bibx24" id="paren.12"/>.</p>
      <p id="d1e2078">The contribution of the distant past points to the critical importance of considering societal inertia. Here, we showed that historically cumulative
production <inline-formula><mml:math id="M138" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> is a full order of magnitude larger than capital <inline-formula><mml:math id="M139" display="inline"><mml:mi>K</mml:mi></mml:math></inline-formula> as valued by current markets and should therefore be expected to be equally less
resistant to change. The finding that <inline-formula><mml:math id="M140" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M141" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> maintain a fixed scaling is thus important as it indicates that energy consumption is required not
just to sustain that which we believe is potentially available to be sold today – that which loses value within years – but also the unspoken
“dark value” of that which was previously produced, forming the foundations of human culture, and which cannot be easily erased.</p>
      <p id="d1e2109">There are important analogs in the biological and physical world that may provide a useful guide to economic growth theory. For the analogy of Lotka's
wheel, the energy of rotation is the product of its mass and the square of its radius and rotational frequency, all quantities that increase through a
cumulative history of positive material and energetic increments. In a cloud, a snow crystal grows through the diffusion of vapor molecules; current
vapor consumption depends on the reach of the crystal branches into the surrounding vapor field, insofar as the branches have built upon a prior
accumulation of condensed vapor residing within the unexposed crystal interior <xref ref-type="bibr" rid="bib1.bibx17" id="paren.13"/>. The leaves of a deciduous tree enable
photosynthesis that fuels fluid circulations through the exterior sapwood; the leaves die seasonally as the sapwood turns into heartwood that, while
not actively connected to a larger rejuvenated leaf crown in the following year, structurally supports it <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx23" id="paren.14"/>. Systems
may even undergo quite dramatic changes in character while maintaining at all stages a dependence on previously consumptive states, such as with the
succession of species that occurs during development of new forest following a major disturbance <xref ref-type="bibr" rid="bib1.bibx22" id="paren.15"/>. Inevitably growth includes loss
through friction for a wheel, evaporation or breakup for a snow crystal, and disease and predation for a tree or forest. But, in all cases, historical
past consumption is the primary determinant of the system's current energetic demands.</p>
      <p id="d1e2121">More sophisticated treatments of civilization's growth trajectory consider the size of the interface that separates it from its surroundings and how
that interface evolves through resource discovery and environmental decay. The resulting dynamic equations are fundamentally logistic in nature: that
is, they exhibit an exponential response to resource discovery followed by saturation or diminishing returns. Defined as an initial value problem, they
can be shown to accurately hindcast the evolution of energy consumption and GDP growth for a period covering 1960 to 2010
<xref ref-type="bibr" rid="bib1.bibx10 bib1.bibx11" id="paren.16"/>.</p>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d1e2136">We have identified a nearly constant value <inline-formula><mml:math id="M142" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> relating world historically cumulative inflation-adjusted economic production <inline-formula><mml:math id="M143" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> and current energy
demands <inline-formula><mml:math id="M144" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>. The scaling <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:mi>w</mml:mi><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> has held for the past half-century, a period during which resource consumptive demands nearly tripled, suggesting
that humanity's current metabolic needs are best considered as emerging from past innovations that allowed for surplus
<xref ref-type="bibr" rid="bib1.bibx14 bib1.bibx12" id="paren.17"/>.  The relationship's persistence appears to place substantial bounds on humanity's future interactions with
its environment. It implies that present sustenance cannot be decoupled from past growth or that inertia plays a much greater role in societal
trajectories than has been broadly assumed, especially in the integrated assessment models widely used to evaluate the coupling between humanity and
climate <xref ref-type="bibr" rid="bib1.bibx21" id="paren.18"/>.</p>
      <p id="d1e2181">The implications are quite stark. Even if world GDP growth falls to zero from its recent levels close to 3 <inline-formula><mml:math id="M146" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, long-term
decadal-scale growth in resource demands and waste production will continue to accelerate. It is only by collapsing the historic accumulation of
wealth we enjoy today, effectively by shrinking and slowing Lotka's wheel, that our resource demands and waste production will
decline. Equation (<xref ref-type="disp-formula" rid="Ch1.E1"/>) does not directly indicate what such an event would look like, although it does suggest hyperinflation. In
economic accounting, the GDP deflator would be sufficiently large for the inflation-adjusted real GDP to be much lower than the nominal
GDP. Historically, hyperinflation has been associated with periods of societal contraction <xref ref-type="bibr" rid="bib1.bibx34" id="paren.19"/>, suggesting some link between
current economic inflation and the fraying of previously built societal networks <xref ref-type="bibr" rid="bib1.bibx9" id="paren.20"/>.</p>
      <p id="d1e2209">On the topic of climate policy, the constant value for <inline-formula><mml:math id="M147" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> described here does not forbid economic production from becoming decoupled from carbon dioxide
emissions. However, the switch from carbon fuels to renewables or nuclear energy would need to be extraordinarily rapid. Simply to stabilize carbon
emissions, much less reduce them, any newly added energy production would need to be carbon-emission-free. Based on recent consumption growth rates,
this works out to about 1 <inline-formula><mml:math id="M148" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">GW</mml:mi></mml:mrow></mml:math></inline-formula> of non-carbon energy per day. Alternatively, or concurrently, some means would need to be devised for decoupling
historically cumulative wealth <inline-formula><mml:math id="M149" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> from current energy consumption <inline-formula><mml:math id="M150" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>, effectively by increasing the value of <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:mi>w</mml:mi><mml:mo>=</mml:mo><mml:mi>W</mml:mi><mml:mo>/</mml:mo><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula>. Given that the value of <inline-formula><mml:math id="M152" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> has
varied so little over the last 50 years, a period during which society changed tremendously, it is difficult to conceive how this would be
managed. That said, adjusting <inline-formula><mml:math id="M153" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> upward could be seen as a new target for mitigating future climate damage.</p>
</sec>

      
      </body>
    <back><app-group>

<app id="App1.Ch1.S1">
  <?xmltex \currentcnt{A}?><label>Appendix A</label><title>Methods</title>
      <p id="d1e2283">Yearly statistics for world primary energy <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are available for both consumption and production from the Energy Information Administration (EIA) of the US Department of Energy (DOE) for the period 1980 through 2018 and for consumption from British Petroleum (BP) for the years 1965 through 2019
<xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx4" id="paren.21"/>. A yearly composite of <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in units of <inline-formula><mml:math id="M156" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">EJ</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for the years 1970 to 2019 is created from the average of the three datasets while using single sources when only one is available. The difference between the values in the BP and EIA datasets is significant at 8.5 <inline-formula><mml:math id="M157" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.5 %, but it is steady and small relative to the 180 % increase in energy consumption over the 50-year time period considered here. Economic production is tallied and averaged using World Bank (WB) and United Nations (UN) statistics for the years 1970 to 2019 <xref ref-type="bibr" rid="bib1.bibx29 bib1.bibx31" id="paren.22"/> and expressed here in units of trillions of market exchange rate, inflation-adjusted “real”-year 2019 dollars. Statistics for the aggregated capital stock of 180 countries <inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are available from the Penn World Tables (PWTs) <xref ref-type="bibr" rid="bib1.bibx7" id="paren.23"/>. Uncertainties in UN, WB, and PWT economic values are not published. They are assumed here, as with the energy estimates, to be small compared to the many-factor increase in their sizes.</p>
      <p id="d1e2353">The world historically cumulative production <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>i</mml:mi></mml:msubsup><mml:msub><mml:mi>Y</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> requires for its calculation yearly estimates of <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> prior to 1970, for which
we apply a cubic spline fit to the Maddison Database <xref ref-type="bibr" rid="bib1.bibx20" id="paren.24"/> for years after 1 CE. The dataset is adjusted for inflation and to convert
from currency expressed in purchasing power parity dollars to market exchange units using as a basis for adjustment the time period between 1970 and
1992 for which concurrent market exchange rate (MER) and purchasing power parity (PPP)
statistics are available. The value for cumulative production in 1 CE. <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is obtained by assuming that <inline-formula><mml:math id="M162" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> was growing as fast as population at that time at rate <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>W</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>ln⁡</mml:mi><mml:mi>W</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula> and that <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:mi>Y</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi>W</mml:mi></mml:msub><mml:mi>W</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. Population data from 1 CE and 1 century before and after suggest that global population was 170 million and growing at 0.059 <inline-formula><mml:math id="M165" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">%</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">yr</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx32" id="paren.25"/>. While there are inevitable uncertainties in the reconstruction of <inline-formula><mml:math id="M166" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> as with any other, the yearly values of <inline-formula><mml:math id="M167" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula> since 1970 that are emphasized here cover two-thirds of total growth, so the calculations are more strongly weighted by recent data that are presumably most accurate. Thus, calculation of <inline-formula><mml:math id="M168" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula>, most particularly the conclusion that <inline-formula><mml:math id="M169" display="inline"><mml:mi>w</mml:mi></mml:math></inline-formula> is nearly a constant, can be shown to be relatively insensitive to uncertainty in the older statistics <xref ref-type="bibr" rid="bib1.bibx12" id="paren.26"/>.</p>
</app>
  </app-group><notes notes-type="codeavailability"><title>Code availability</title>

      <p id="d1e2532">Code for reconstructing world real GDP and historical cumulative world real GDP is available at <ext-link xlink:href="https://doi.org/10.7278/S50d-n8p4-ehkb" ext-link-type="DOI">10.7278/S50d-n8p4-ehkb</ext-link> <xref ref-type="bibr" rid="bib1.bibx13" id="paren.27"/>.</p>
  </notes><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e2544">Datasets used in this study are available at <ext-link xlink:href="https://doi.org/10.7278/S50d-n8p4-ehkb" ext-link-type="DOI">10.7278/S50d-n8p4-ehkb</ext-link> <xref ref-type="bibr" rid="bib1.bibx13" id="paren.28"/>.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e2556">TJG and MRG conceived the study. TJG analyzed the results. All authors wrote and reviewed the paper.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e2562">The contact author has declared that neither they nor their co-authors have any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e2568">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e2574">This work was supported by the National Institute of Economic and Social Research and the Economic and Social Research Council (ES/R00787X/1), whose views it does not represent. Review comments from Peter Haff and Carsten Herrmann-Pillath  substantially contributed to framing of the arguments.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e2579">This research has been supported by the Economic and Social Research Council (grant no. ES/R00787X/1).</p>
  </notes><?xmltex \hack{\newpage}?><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e2587">This paper was edited by James Dyke and reviewed by Peter Haff, Carsten Herrmann-Pillath, and one anonymous referee.</p>
  </notes><ref-list>
    <title>References</title>

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