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Living in a Network of Scaling Cities and Finite Resources

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Abstract

Many urban phenomena exhibit remarkable regularity in the form of nonlinear scaling behaviors, but their implications on a system of networked cities has never been investigated. Such knowledge is crucial for our ability to harness the complexity of urban processes to further sustainability science. In this paper, we develop a dynamical modeling framework that embeds population–resource dynamics—a generalized Lotka–Volterra system with modifications to incorporate the urban scaling behaviors—in complex networks in which cities may be linked to the resources of other cities and people may migrate in pursuit of higher welfare. We find that isolated cities (i.e., no migration) are susceptible to collapse if they do not have access to adequate resources. Links to other cities may help cities that would otherwise collapse due to insufficient resources. The effects of inter-city links, however, can vary due to the interplay between the nonlinear scaling behaviors and network structure. The long-term population level of a city is, in many settings, largely a function of the city’s access to resources over which the city has little or no competition. Nonetheless, careful investigation of dynamics is required to gain mechanistic understanding of a particular city–resource network because cities and resources may collapse and the scaling behaviors may influence the effects of inter-city links, thereby distorting what topological metrics really measure.

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References

  • Alves, L. G. A., Ribeiro, H. V., Lenzi, E. K., & Mendes, R. S. (2013a). Distance to the scaling law: a useful approach for unveiling relationships between crime and urban metrics. PLoS ONE, 8(8), e69580. doi:10.1371/journal.pone.0069580. http://dx.doi.org/10.1371/journal.pone.0069580.

    Article  Google Scholar 

  • Alves, L. G. A., Ribeiro, H. V., & Mendes, R. S. (2013b). Scaling laws in the dynamics of crime growth rate. Physica A, 392(11), 2672–2679. doi:10.1016/j.physa.2013.02.002. http://dx.doi.org/10.1016/j.physa.2013.02.002.

    Article  Google Scholar 

  • Barrat, A., Barthélemy, M., & Vespignani, A. (2013). Dynamical processes on complex networks. Cambridge: Cambridge University Press.

    Google Scholar 

  • Batty, M. (1995). Fractals—new ways of looking at cities. Nature, 377(6550), 574.

    Article  Google Scholar 

  • Batty, M. (2008). The size, scale, and shape of cities. Science, 319(5864), 769–771. doi:10.1126/science.1151419.

    Article  Google Scholar 

  • Bettencourt, L. M. A. (2013). The origins of scaling in cities. Science, 340, 1438–1441. doi:10.1126/science.1235823.

    Article  MathSciNet  Google Scholar 

  • Bettencourt, L. M. A., Lobo, J., Helbing, D., Kühnert, C., & West, G. B. (2007). Growth, innovation, scaling, and the pace of life in cities. Proc. Natl. Acad. Sci. USA, 104(17), 7301–7306. doi:10.1073/pnas.0610172104.

    Article  Google Scholar 

  • Bettencourt, L. M. A., Lobo, J., Strumsky, D., & West, G. B. (2010). Urban scaling and its deviations: revealing the structure of wealth, innovation and crime across cities. PLoS ONE, 5(11), e13541.

    Article  Google Scholar 

  • Bulkeley, H., & Betsill, M. M. (2003). Cities and climate change: urban sustainability and global environmental governance. London: Routledge.

    Book  Google Scholar 

  • Castles, S. (2002). Migration and community formation under conditions of globalization. Int. Migr. Rev., 36, 1143–1168.

    Article  Google Scholar 

  • Colizza, V., Barrat, A., Barthélemy, M., & Vespignani, A. (2006). The role of the airline transportation network in the prediction and predictability of global epidemics. Proc. Natl. Acad. Sci. USA, 103(7), 2015–2020.

    Article  Google Scholar 

  • Colunga-Garcia, M., Haack, R., & Adelaja, A. (2009). Freight transportation and the potential for invasions of exotic insects in urban and periurban forests of the united states. J. Econ. Entomol., 102(1), 237–246.

    Article  Google Scholar 

  • D’Odorico, P., Laio, F., & Ridolfi, L. (2010). Does globalization of water reduce societal resilience to drought? Geophys. Res. Lett., 37, L13403. doi:10.1029/2010GL043167.

    Google Scholar 

  • Fragkias, M., Lobo, J., Strumsky, D., & Seto, K. C. (2013). Does size matter? Scaling of CO2 emissions and U.S. urban areas. PLoS ONE, 8(6), e64727. doi:10.1371/journal.pone.0064727.

    Article  Google Scholar 

  • Gomez-Lievano, A., Youn, H., & Bettencourt, L. M. A. (2012). The statistics of urban scaling and their connection to Zipf’s law. PLoS ONE, 7(7), e40393.

    Article  Google Scholar 

  • Kates, R. W., & Parris, T. M. (2003). Long-term trends and a sustainability transition. Proc. Natl. Acad. Sci., 100(14), 8062–8067. doi:10.1073/pnas.1231331100. http://dx.doi.org/10.1073/pnas.1231331100.

    Article  Google Scholar 

  • Lenzen, M., Moran, D., Kanemoto, K., Foran, B., Lobefaro, L., & Geschke, A. (2012). International trade drives biodiversity threats in developing nations. Nature, 486(7401), 109–112. doi:10.1038/nature11145.

    Article  Google Scholar 

  • Lobo, J., & Strumsky, D. (2008). Metropolitan patenting, inventor agglomeration and social networks: a tale of two effects. J. Urban Econ., 63(3), 871–884. doi:10.1016/j.jue.2007.07.005.

    Article  Google Scholar 

  • Lobo, J., Bettencourt, L. M. A., Strumsky, D., & West, G. B. (2013). Urban scaling and the production function for cities. PLoS ONE, 8(3), e58407.

    Article  Google Scholar 

  • Muneepeerakul, R., & Qubbaj, M. (2012). The effect of scaling and connection on the sustainability of a socio-economic resource system. Ecol. Econ., 77, 123–128. doi:10.1016/j.ecolecon.2012.02.017.

    Article  Google Scholar 

  • Neal, Z. P. (2011). Differentiating centrality and power in the world city network. Urban Stud., 48(13), 2733–2748.

    Article  Google Scholar 

  • Neal, Z. P. (2013). The connected city: how networks are shaping the modern metropolis. London: Routledge.

    Google Scholar 

  • Pickett, S. T. A., Cadenasso, M. L., Grove, J. M., Nilon, C. H., Pouyat, R. V., Zipperer, W. C., & Costanza, R. (2008). Urban ecological systems: linking terrestrial ecological, physical, and socioeconomic components of metropolitan areas urban ecology (pp. 99–122). New York: Springer.

    Book  Google Scholar 

  • Rees, W., & Wackernagel, M. (1996). Urban ecological footprints: why cities cannot be sustainable (and why they are key to sustainability). Environ. Impact. Asses. Rev., 16, 223–248.

    Article  Google Scholar 

  • Romer, P. M. (1994). The origins of endogenous growth. J. Econ. Perspect., 8(1), 3–22.

    Article  Google Scholar 

  • Samet, R. H. (2013). Complexity, the science of cities and long-range futures. Futures, 47, 49–58.

    Article  Google Scholar 

  • Seto, K. C., Sánchez-Rodríguez, R., & Fragkias, M. (2010). The new geography of contemporary urbanization and the environment. Annu. Rev. Environ. Resour., 35(1), 167.

    Article  Google Scholar 

  • Trombulak, S. C., & Frissell, C. A. (2000). Review of ecological effects of roads on terrestrial and aquatic communities. Conserv. Biol., 14(1), 18–30.

    Article  Google Scholar 

  • United Nations Population Fund (UNFPA) (2007). State of world population 2007: Unleashing the potential of urban growth. http://unfpa.org/swp/swpmain.htm.

  • van den Bergh, J. C. J. M., & Verbruggen, H. (1999). Spatial sustainability, trade and indicators: an evaluation of the “ecological footprint”. Ecol. Econ., 29(1), 61–72.

    Article  Google Scholar 

  • Vanderheiden, S. (2008). Two conceptions of sustainability. Polit. Stud., 56(2), 435–455.

    Article  Google Scholar 

  • Wasserman, S., & Faust, K. (1994). Social network analysis: methods and applications. structural analysis in the social sciences. New York: Cambridge University Press.

    Book  Google Scholar 

  • Wolf, S. R. (2007). Shifting tides: migration in the era of globalization, global conflict, and environmental collapse. Forum on Public Policy: A Journal of the Oxford Round Table. http://forumonpublicpolicy.com/archivesum07/wolf.pdf.

  • Yamamoto, A. T., & Nadaraja, M. (2006). Urban crisis: culture and the sustainability of cities. United Nations University

  • Young, R. F. (2009). Interdisciplinary foundations of urban ecology. Urban Ecosyst., 12, 311–331.

    Article  Google Scholar 

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Acknowledgements

The authors wish to thank two reviewers for their useful comments. M.R.Q. and R.M. also acknowledge the support from NSF grant GEO-1115054.

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Correspondence to Murad R. Qubbaj.

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Qubbaj, M.R., Shutters, S.T. & Muneepeerakul, R. Living in a Network of Scaling Cities and Finite Resources. Bull Math Biol 77, 390–407 (2015). https://doi.org/10.1007/s11538-014-9949-3

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  • DOI: https://doi.org/10.1007/s11538-014-9949-3

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