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Agent Based Modeling of Smart Grids in Smart Cities Read chapter Read first chapter

2019 | OriginalPaper | Chapter

Using Open Data for Information Support of Simulation Model of the Russian Federation Spatial Development

Authors : Aleksandra L. Mashkova, Olga A. Savina, Yuriy A. Banchuk, Evgeniy A. Mashkov

Published in: Electronic Governance and Open Society: Challenges in Eurasia

Publisher: Springer International Publishing

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Abstract

In this paper we present a model of spatial development of the Russian Federation and principles of integrating open data into it. Our study is interdisciplinary and combines methods of computer modeling, artificial intelligence, demographic, financial and economic analysis. The proposed approach has significant differences from currently used mathematical and computer models of the economy, as it allows to reflect the spatial aspect of economic dynamics, integrate large arrays of accumulated data, take into account structural interrelationships of economic agents, influence of administrative mechanisms and institutional environment. The model is agent-based and consists of several modules, representing demographic, economic, financial processes, employment and consumption, educational and administrative institutions. Acting subjects in the model are artificial agents capable of interaction with each other and social environment. For the information support of the model large amounts of data on economic interrelations and spatial structure of the Russian economy are formed, including Federal State Statistics Service yearbooks and official information on the websites of the ministries.

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Literature
1.
2.
Benenson, I., Omer, I., Hatna, E.: Entity-based modeling of urban residential dynamics: the case of Yaffo, Tel Aviv. Environ. Plan. B: Plan. Des. 29, 491–512 (2002)CrossRef
3.
4.
Combes, P.-P., Mayer, T., Thisse, J.-F.: Economic Geography. The Integration of Regions and Nations. Princeton University Press, Princeton (2008)
5.
Conte, R., Castelfranchi, C.: Understanding the effects of norms in social groups through simulation. In: Gilbert, N., Conte, R. (eds.) Artificial Societies: the Computer Simulation of Social Life, pp. 213–226. UCL Press, London (1995)
6.
7.
Epstein, J.M., Axtell, R.: Growing Artificial Societies: Social science from the bottom up. Brookings Institution Press, Washington, DC (1996)CrossRef
8.
Epstein, J.M.: Modeling civil violence: an agent-based computational approach. Proc. Nat. Acad. Sci. U.S.A. 99, 7243–7250 (2002)CrossRef
9.
Feitosa, F.F., Le, Q.B., Vlek, P.L.G.: Multi-agent simulator for urban segregation (MASUS): a tool to explore alternatives for promoting inclusive cities. Comput. Environ. Urban Syst. 35(2), 104–115 (2011)CrossRef
10.
Gilbert, N.: When does social simulation need cognitive models? In: Cognition and Multi-Agent Interaction: From Cognitive Modeling to Social Simulation, pp. 428–432. Cambridge University Press, Cambridge (2006)
11.
Holland, J.H., Miller, J.H.: Artificial adaptive agents in economic theory. Am. Econ. Rev. Pap. Proc. 81, 365–370 (1991)
12.
Krugman, P.: Development, Geography, and Economic Theory, 4th edn. The MIT Press, Cambridg (1998)
13.
Lee, J.S., et al.: The complexities of agent-based modeling output analysis. J. Artif. Soc. Soc. Simul. 18(4), 1–4 (2015)CrossRef
14.
Macy, M., Willer, R.: From factors to actors: computational sociology and agent-based modeling. Ann. Rev. Sociol. 28, 143–166 (2002)CrossRef
15.
Mashkova, A.L., Demidov, A.V., Savina, O.A., Koskin, A.V., Mashkov, E.A.: Developing a complex model of experimental economy based on agent approach and open government data in distributed information-computational environment. In: Proceedings of International Conference Electronic Governance and Open Society: Challenges in Eurasia (Saint-Petersburg), pp. 27–31. ACM, New York (2017)
16.
Mashkova, A.L., Savina, O.A., Lazarev, S.A.: Agent model for evaluating efficiency of socially oriented federal programs. In: Proceedings of the 11th IEEE International Conference on Application of Information and Communication Technologies (Moscow), vol. 2, pp. 217–221. V. A. Trapeznikov Institute of Control Sciences of Russian Academy of Sciences, Moscow (2017)
17.
Moss, S.: Alternative approaches to the empirical validation of agent-based models. J. Artif. Soc. Soc. Simul. 11(1), 1–5 (2008)
18.
Ottaviano, G., Thisse, J.-F.: New economic geography: what about the N? Environ. Plan. A 37(10), 1707–1725 (2005)CrossRef
19.
Redding, S.J.: The empirics of new economic geography. J. Reg. Sci. 50(1), 297–311 (2010)CrossRef
20.
21.
Savina, A.L.: Algorithmic aspects of constructing an agent model of migration flows. In: Proceedings of the Fifth All-Russian Scientific and Practical Conference on Simulation Modeling and its Application in Science and Industry, vol. 1, pp. 260–264. CTCC, Saint-Petersburg (2011). (in Russian)
22.
Semboloni, F., Assfalg, J., Armeni, S., Gianassi, R., Marsoni, F.: CityDev, an interactive multi-agents urban model on the web. Comput. Environ. Urban Syst. 28(1), 45–64 (2004)CrossRef
23.
Sun, R., Naveh, I.: Social institution, cognition, and survival: a cognitive–social simulation. Mind Soc. 6, 115–142 (2007)CrossRef
24.
Sun, R.: Prolegomena to integrating cognitive modeling and social simulation. In: Sun, R. (ed.) Cognition and Multi-Agent Interaction: From Cognitive Modeling to Social Simulation, pp. 3–28. Cambridge University Press, Cambridge (2006)
25.
Sun, R.: The CLARION cognitive architecture: Extending cognitive modeling to social simulation. In: Sun, R. (ed.) Cognition and Multi-Agent Interaction, pp. 79–102. Cambridge University Press, New York (2006)
26.
Tesfatsion, L.: Agent-based computational economics: growing economies from the bottom up. Artif. Life 8(1), 55–82 (2002)MathSciNetCrossRef
27.
28.
Thisse, J.F.: Economic geography. In: Handbook on the History of Economic Analysis, vol. III, pp. 133–147. Chapters, Edward Elgar Publishing, November 2016. Chap. 11
Metadata
Title
Using Open Data for Information Support of Simulation Model of the Russian Federation Spatial Development
Authors
Aleksandra L. Mashkova
Olga A. Savina
Yuriy A. Banchuk
Evgeniy A. Mashkov
Copyright Year
2019
Book
Electronic Governance and Open Society: Challenges in Eurasia

Print ISBN: 978-3-030-13282-8

Electronic ISBN: 978-3-030-13283-5

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-13283-5_30

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