Skip to main content
Top

2017 | OriginalPaper | Chapter

4. An Incremental Multi-Modelling Method to Simulate Systems of Cities’ Evolution

Authors : Denise Pumain, Romain Reuillon

Published in: Urban Dynamics and Simulation Models

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Explaining the evolution of urban systems at large spatio-temporal scales is uneasy. Processes are frequently unobserved empirically and equifinality is a challenge for any generative explanation models. We try to address the causation challenge in urban modelling by proposing a multi-modelling framework for the comparison of several model structures. Each structure represents a combination of mechanisms translating alternative or complementary hypotheses about the processes at play. This approach implies that the conception, implementation and evaluation of the model(s) integrate a diversity of mechanisms. Their contribution to the explanation of urbanization is evaluated in time and space by confronting models to empirical data through an interactive visualization platform. We argue that multi-modelling can provide an alternative way to account for the possible causes generating observed patterns, between traditional approaches such as 1/simple models focusing on a single cause (as is often the case for proving a theory) or 2/very complex models including all possible mechanisms at once (as it might prevent from distinguishing their individual contribution).

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
Accounting for knowledge spillovers for example.
 
2
The logistic curve was estimated on empirical urban and regional demographic data between 1959 and 2010 for 108 regions of the Former Soviet Union (cf. Cottineau 2014b).
 
Literature
go back to reference Auchincloss, A.H., Roux, A.V.D.: A New Tool for Epidemiology: The Usefulness of Dynamic-Agent Models in Understanding Place Effects on Health. Am. J. of epidem. 168(1), 1–8 (2008) Auchincloss, A.H., Roux, A.V.D.: A New Tool for Epidemiology: The Usefulness of Dynamic-Agent Models in Understanding Place Effects on Health. Am. J. of epidem. 168(1), 1–8 (2008)
go back to reference Baccaïni, B., Pumain, D.: Les migrations dans le systéme des villes françaises de 1982 á 1990. Population 53(5), 947–977 (1998)CrossRef Baccaïni, B., Pumain, D.: Les migrations dans le systéme des villes françaises de 1982 á 1990. Population 53(5), 947–977 (1998)CrossRef
go back to reference Batty, M., Vargas-Ruiz, C., Smith, D., Serras, J., Reades, J., Johansson, A.: Visually intelligible land use transportation models for the rapid assessment of urban futures. CASA Working Paper vol. 163 (2011) Batty, M., Vargas-Ruiz, C., Smith, D., Serras, J., Reades, J., Johansson, A.: Visually intelligible land use transportation models for the rapid assessment of urban futures. CASA Working Paper vol. 163 (2011)
go back to reference Batty, M., Torrens, P.M.: Modelling and prediction in a complex world. Futures 37(7), 745–766 (2005)CrossRef Batty, M., Torrens, P.M.: Modelling and prediction in a complex world. Futures 37(7), 745–766 (2005)CrossRef
go back to reference Bretagnolle,.A., Pumain, D.: Simulating urban networks through multiscalar space-time dynamics: Europe and the united states, 17–20th centuries. Urban Stud. 47(13), 2819–2839 (2010). 00043CrossRef Bretagnolle,.A., Pumain, D.: Simulating urban networks through multiscalar space-time dynamics: Europe and the united states, 17–20th centuries. Urban Stud. 47(13), 2819–2839 (2010). 00043CrossRef
go back to reference Brockerhoff, M.: Urban growth in developing countries: a review of projections and predictions. Popul. Dev. Rev. 25(4), 757–778 (1999). 00067CrossRef Brockerhoff, M.: Urban growth in developing countries: a review of projections and predictions. Popul. Dev. Rev. 25(4), 757–778 (1999). 00067CrossRef
go back to reference Bura, S., Guérin-Pace, F., Mathian, H., Pumain, D., Sanders, L.: Multiagent systems and the dynamics of a settlement system. Geogr. Anal. 28(2), 161–178 (1996). 00160CrossRef Bura, S., Guérin-Pace, F., Mathian, H., Pumain, D., Sanders, L.: Multiagent systems and the dynamics of a settlement system. Geogr. Anal. 28(2), 161–178 (1996). 00160CrossRef
go back to reference Christaller, W. (1933). Die zentralen Orte in Süddeutschland: eine ökonomisch-geographische Untersuchung über die Gesetzmässigkeit der Verbreitung und Entwicklung der Siedlungen mit städtischen Funktionen. Jena, Fischer. 00316 Christaller, W. (1933). Die zentralen Orte in Süddeutschland: eine ökonomisch-geographische Untersuchung über die Gesetzmässigkeit der Verbreitung und Entwicklung der Siedlungen mit städtischen Funktionen. Jena, Fischer. 00316
go back to reference Conte, R., Gilbert, N., Bonelli, G., Cioffi-Revilla, C., Deffuant, G., Kertesz, J., Loreto, V., Moat, S., Nadal, J.P., Sanchez, A., Nowak, A., Flache, A., San Miguel, M., Helbing, D.: Manifesto of computational social science. Eur. Phys. J.: Spec. Topics 214, 325–346 (2012) Conte, R., Gilbert, N., Bonelli, G., Cioffi-Revilla, C., Deffuant, G., Kertesz, J., Loreto, V., Moat, S., Nadal, J.P., Sanchez, A., Nowak, A., Flache, A., San Miguel, M., Helbing, D.: Manifesto of computational social science. Eur. Phys. J.: Spec. Topics 214, 325–346 (2012)
go back to reference Contractor, N., Whitbred, R., Fonti, F., Hyatt, A., O’Keefe, B., Jones, P.: Structuration theory and self-organizing networks. In: Organization Science Winter Conference, Keystone, CO (2000) 00017 Contractor, N., Whitbred, R., Fonti, F., Hyatt, A., O’Keefe, B., Jones, P.: Structuration theory and self-organizing networks. In: Organization Science Winter Conference, Keystone, CO (2000) 00017
go back to reference Cottineau, C.: L’évolution des villes dans l’espace post-soviétique. Observation et modélisations. PhD thesis, Université Paris 1 Panthéon-Sorbonne (2014b) 00001 Cottineau, C.: L’évolution des villes dans l’espace post-soviétique. Observation et modélisations. PhD thesis, Université Paris 1 Panthéon-Sorbonne (2014b) 00001
go back to reference Cottineau, C., Chapron, P., Reuillon, R.: Growing models from the bottom up. an evaluation-based incremental modelling method (ebimm) applied to the simulation of systems of cities. Journal of Artificial Societies and Social. Simulation 18(4), 9 (2015a) Cottineau, C., Chapron, P., Reuillon, R.: Growing models from the bottom up. an evaluation-based incremental modelling method (ebimm) applied to the simulation of systems of cities. Journal of Artificial Societies and Social. Simulation 18(4), 9 (2015a)
go back to reference Cottineau, C., Reuillon, R., Chapron, P., Rey-Coyrehourcq, S., Pumain, D.: A modular modelling framework for hypotheses testing in the simulation of urbanisation. Systems 3(4), 348 (2015b)CrossRef Cottineau, C., Reuillon, R., Chapron, P., Rey-Coyrehourcq, S., Pumain, D.: A modular modelling framework for hypotheses testing in the simulation of urbanisation. Systems 3(4), 348 (2015b)CrossRef
go back to reference Durand-Dastès, F.: Les concepts de la modélisation en analyse spatiale. Paris, Hermés, Lavoisier (2001) 00000 Durand-Dastès, F.: Les concepts de la modélisation en analyse spatiale. Paris, Hermés, Lavoisier (2001) 00000
go back to reference Duranton, G., Puga, D.: Micro-foundations of urban agglomeration economies. Handbook Reg. Urban Econ. 4(2063–2117), 01533 (2004) Duranton, G., Puga, D.: Micro-foundations of urban agglomeration economies. Handbook Reg. Urban Econ. 4(2063–2117), 01533 (2004)
go back to reference Epstein, J.M., Axtell, R.L.: Growing Artificial Societies: Social Science from the Bottom Up. MIT press, Cambridge (1996) Epstein, J.M., Axtell, R.L.: Growing Artificial Societies: Social Science from the Bottom Up. MIT press, Cambridge (1996)
go back to reference Galster, G.C.: The mechanism(s) of neighbourhood effects: Theory, evidence, and policy implications. In Neighbourhood effects research: New perspectives. Springer pp. 23–56 (2012) Galster, G.C.: The mechanism(s) of neighbourhood effects: Theory, evidence, and policy implications. In Neighbourhood effects research: New perspectives. Springer pp. 23–56 (2012)
go back to reference Fotheringham, A.S.: Spatial structure and distance-decay parameters. Ann. Assoc. Am. Geogr. 71(3), 425–436 (1981). 00302 Fotheringham, A.S.: Spatial structure and distance-decay parameters. Ann. Assoc. Am. Geogr. 71(3), 425–436 (1981). 00302
go back to reference Grimm, V., Railsback, S.F.: Pattern-oriented modelling: a multi-scope for predictive systems ecology. Philos. Trans. R. Soc. Lond. Ser. B, Biol. Sci. 367(1586), 298–310 (2012)CrossRef Grimm, V., Railsback, S.F.: Pattern-oriented modelling: a multi-scope for predictive systems ecology. Philos. Trans. R. Soc. Lond. Ser. B, Biol. Sci. 367(1586), 298–310 (2012)CrossRef
go back to reference Hermann, C.F.: Validation problems in games and simulations with special reference to models of international politics. Behav. Sci. 12(3), 216–231 (1967)CrossRef Hermann, C.F.: Validation problems in games and simulations with special reference to models of international politics. Behav. Sci. 12(3), 216–231 (1967)CrossRef
go back to reference Krugman, P.: Confronting the mystery of urban hierarchy. J. Japn. Int. Econ. 10(4), 399–418 (1996a). 00228 Krugman, P.: Confronting the mystery of urban hierarchy. J. Japn. Int. Econ. 10(4), 399–418 (1996a). 00228
go back to reference Krugman, P.: Urban concentration: the role of increasing returns and transport costs. Int. Reg.Sci. Rev. 19(1–2), 5–30 (1996b). 00333 Krugman, P.: Urban concentration: the role of increasing returns and transport costs. Int. Reg.Sci. Rev. 19(1–2), 5–30 (1996b). 00333
go back to reference Lotka, A.J.: Elements of Physical Biology. Williams & Wilkins Company, Baltimore (1925) Lotka, A.J.: Elements of Physical Biology. Williams & Wilkins Company, Baltimore (1925)
go back to reference Lucas, C. Steyaert, P.: Modular inheritance of objects through mixin-methods. In Proceedings of the 1994 Joint Modular Languages Conference (JMLC); Ulm, German, 28–30 September, pp. 273–282 (1994) Lucas, C. Steyaert, P.: Modular inheritance of objects through mixin-methods. In Proceedings of the 1994 Joint Modular Languages Conference (JMLC); Ulm, German, 28–30 September, pp. 273–282 (1994)
go back to reference Martin, R.: Rebalancing the spatial economy: the challenge for regional theory. Terri. Polit. Gov. 3(3), 235–272 (2015). 00001CrossRef Martin, R.: Rebalancing the spatial economy: the challenge for regional theory. Terri. Polit. Gov. 3(3), 235–272 (2015). 00001CrossRef
go back to reference Nitsch, V.: Zipf zipped. J. Urban Econ. 57(1), 86–100 (2005) Nitsch, V.: Zipf zipped. J. Urban Econ. 57(1), 86–100 (2005)
go back to reference Openshaw, S.: From data crunching to model crunching: the dawn of a new era. Environ. Plann. A 15(8), 1011–1012 (1983) Openshaw, S.: From data crunching to model crunching: the dawn of a new era. Environ. Plann. A 15(8), 1011–1012 (1983)
go back to reference Openshaw, S.: Building an Automated Modeling System to Explore a Universe of Spatial Interaction Models. Geographical Analysis 20(1) (1988) Openshaw, S.: Building an Automated Modeling System to Explore a Universe of Spatial Interaction Models. Geographical Analysis 20(1) (1988)
go back to reference Prehofer, C.: Feature-oriented programming: A fresh look at objects. In ECOOP’97 Object-Oriented Programming; Springer: Berlin and Heidelberg, German, pp. 419–443 (1997) Prehofer, C.: Feature-oriented programming: A fresh look at objects. In ECOOP’97 Object-Oriented Programming; Springer: Berlin and Heidelberg, German, pp. 419–443 (1997)
go back to reference Preston, S.H.: Urban growth in developing countries: a demographic reappraisal. Popul. Dev. Rev. 5(2), 195–215 (1979). 00231 Preston, S.H.: Urban growth in developing countries: a demographic reappraisal. Popul. Dev. Rev. 5(2), 195–215 (1979). 00231
go back to reference Pumain, D.: Pour une théorie évolutive des villes. Espace géographique 26(2), 119–134 (1997). 00138 Pumain, D.: Pour une théorie évolutive des villes. Espace géographique 26(2), 119–134 (1997). 00138
go back to reference Pumain, D. (ed.): Hierarchy in Natural and Social Sciences. Methodos Series. Springer, Berlin (2006) Pumain, D. (ed.): Hierarchy in Natural and Social Sciences. Methodos Series. Springer, Berlin (2006)
go back to reference Pumain, D., Paulus, F., Vacchiani-Marcuzzo, C., Lobo, J.: An evolutionary theory for interpreting urban scaling laws. Cybergeo: Eur. J. Geogr. (2006) 00000 Pumain, D., Paulus, F., Vacchiani-Marcuzzo, C., Lobo, J.: An evolutionary theory for interpreting urban scaling laws. Cybergeo: Eur. J. Geogr. (2006) 00000
go back to reference Reynaud, J.: Villes. Encyclopédie nouvelle 8, 670–687 (1841). 00034 Reynaud, J.: Villes. Encyclopédie nouvelle 8, 670–687 (1841). 00034
go back to reference Rosenthal, S.S., Strange, W.C.: The determinants of agglomeration. J. Urban Econ. 50(2), 191–229 (2001)CrossRef Rosenthal, S.S., Strange, W.C.: The determinants of agglomeration. J. Urban Econ. 50(2), 191–229 (2001)CrossRef
go back to reference Sanders, L.: Intelligence artificielle et agents collectifs: le modèle EUROSIM. In: SAGEO 2005, Colloque International de Góomatique et d’Analyse Spatiale, pp. XX. Collection, Actes Avignon, CD-ROM (2005). ISBN 2-910545-067 Sanders, L.: Intelligence artificielle et agents collectifs: le modèle EUROSIM. In: SAGEO 2005, Colloque International de Góomatique et d’Analyse Spatiale, pp. XX. Collection, Actes Avignon, CD-ROM (2005). ISBN 2-910545-067
go back to reference Schmitt, C., Rey-Coyrehourcq, S., Reuillon, R., Pumain, D.: Half a billion simulations: evolutionary algorithms and distributed computing for calibrating the SimpopLocal geographical model (preprint). Planning and Design, Environment and Planning B (2015) Schmitt, C., Rey-Coyrehourcq, S., Reuillon, R., Pumain, D.: Half a billion simulations: evolutionary algorithms and distributed computing for calibrating the SimpopLocal geographical model (preprint). Planning and Design, Environment and Planning B (2015)
go back to reference Spulber, D.F.: Global Competitive Strategy, vol. 00091. Cambridge University Press, Cambridge (2007)CrossRef Spulber, D.F.: Global Competitive Strategy, vol. 00091. Cambridge University Press, Cambridge (2007)CrossRef
go back to reference Steyaert, P., Codenie, W., D’Hondt, T., de Hondt, K., Lucas, C., van Limberghan, M.: Nested mixin-methods in Agora. In ECOOP’93?Object-Oriented Programming; Springer: Berlin and Heidelberg, German, pp. 197–219 (1993) Steyaert, P., Codenie, W., D’Hondt, T., de Hondt, K., Lucas, C., van Limberghan, M.: Nested mixin-methods in Agora. In ECOOP’93?Object-Oriented Programming; Springer: Berlin and Heidelberg, German, pp. 197–219 (1993)
go back to reference Thiele, J.C. (2015). Replicating and breaking models: good for you and good for ecology. Oikos, (January):1–6 Thiele, J.C. (2015). Replicating and breaking models: good for you and good for ecology. Oikos, (January):1–6
go back to reference Tufte, E.R.: The Visual Display of Quantitative Information. Graphics Pr, 2nd edn (2001) Tufte, E.R.: The Visual Display of Quantitative Information. Graphics Pr, 2nd edn (2001)
go back to reference Ullman, E.L.: A theory of location for cities. Am. J. Soc. 46(6), 853–864 (1941)CrossRef Ullman, E.L.: A theory of location for cities. Am. J. Soc. 46(6), 853–864 (1941)CrossRef
Metadata
Title
An Incremental Multi-Modelling Method to Simulate Systems of Cities’ Evolution
Authors
Denise Pumain
Romain Reuillon
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-46497-8_4

Premium Partner