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2015 | OriginalPaper | Chapter

Environment Modelling for Spatial Load Forecasting

Authors : Ander Pijoan, Oihane Kamara-Esteban, Cruz E. Borges

Published in: Agent Environments for Multi-Agent Systems IV

Publisher: Springer International Publishing

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Abstract

We present here an autonomous agent-based system tightly coupled with Geographic Information Systems (GIS). Our objective is to model a city’s dynamic in order to foresee both its urban evolution and the influence that the appearance of new settlements has on the overall electricity demand. This environment is deployed on a GIS-based Multi-Agent System platform where the geographical and communication components have been abstracted from the agent system onto the environment. The configuration model uses geographical information in order to improve the agents’ connection and perception of their surroundings. Based on the agent’s choices, we forecast urban evolution and derive the expected increment in electric consumption. We have validated our approach with real data and discuss here our conclusions.

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Literature
1.
go back to reference Willis, H.: Spatial Load Forecasting. Marcel Dekker Inc., New York (1996) Willis, H.: Spatial Load Forecasting. Marcel Dekker Inc., New York (1996)
2.
go back to reference Alfares, H.K., Nazeeruddin, M.: Electric load forecasting: literature survey and classification of methods. Int. J. Syst. Sci. 33(1), 23–34 (2002)CrossRefMATH Alfares, H.K., Nazeeruddin, M.: Electric load forecasting: literature survey and classification of methods. Int. J. Syst. Sci. 33(1), 23–34 (2002)CrossRefMATH
3.
go back to reference Senjyu, T., Takara, H., Uezato, K., Funabashi, T.: One-hour-ahead load forecasting using neural network. IEEE Trans. Power Syst. 17(1), 113–118 (2002)CrossRef Senjyu, T., Takara, H., Uezato, K., Funabashi, T.: One-hour-ahead load forecasting using neural network. IEEE Trans. Power Syst. 17(1), 113–118 (2002)CrossRef
4.
go back to reference Lai, L.L.: Intelligent System Applications in Power Engineering: Evolutionary Programming and Neural Networks. Wiley, New York (1998) Lai, L.L.: Intelligent System Applications in Power Engineering: Evolutionary Programming and Neural Networks. Wiley, New York (1998)
5.
go back to reference Pai, P.-F., Hong, W.-C.: Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms. Electr. Power Syst. Res. 74(3), 417–425 (2005)CrossRef Pai, P.-F., Hong, W.-C.: Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms. Electr. Power Syst. Res. 74(3), 417–425 (2005)CrossRef
6.
go back to reference Farahat, M.: Long-term industrial load forecasting and planning using neural networks technique and fuzzy inference method. In: 39th International Universities Power Engineering Conference, UPEC 2004, vol. 1, pp. 368–372. IEEE (2004) Farahat, M.: Long-term industrial load forecasting and planning using neural networks technique and fuzzy inference method. In: 39th International Universities Power Engineering Conference, UPEC 2004, vol. 1, pp. 368–372. IEEE (2004)
7.
go back to reference Li, Y., Muller, B.: Residential location and the biophysical environment: exurban development agents in a heterogeneous landscape. Environ. Planning B 34, 279–295 (2007)CrossRef Li, Y., Muller, B.: Residential location and the biophysical environment: exurban development agents in a heterogeneous landscape. Environ. Planning B 34, 279–295 (2007)CrossRef
8.
go back to reference Crooks, A., Castle, C., Batty, M.: Key challenges in agent-based modelling for geo-spatial simulation. Comput. Environ. Urban Syst. 32, 417–430 (2008)CrossRef Crooks, A., Castle, C., Batty, M.: Key challenges in agent-based modelling for geo-spatial simulation. Comput. Environ. Urban Syst. 32, 417–430 (2008)CrossRef
9.
go back to reference Jordan, R., Birkin, M., Evans, A.: Agent-based simulation modelling of housing choice and urban regeneration policy. In: Bosse, T., Geller, A., Jonker, C.M. (eds.) MABS 2010. LNCS, vol. 6532, pp. 152–166. Springer, Heidelberg (2011) CrossRef Jordan, R., Birkin, M., Evans, A.: Agent-based simulation modelling of housing choice and urban regeneration policy. In: Bosse, T., Geller, A., Jonker, C.M. (eds.) MABS 2010. LNCS, vol. 6532, pp. 152–166. Springer, Heidelberg (2011) CrossRef
10.
go back to reference Axtell, R.L., Epstein, J.M., Dean, J.S., Gumerman, G.J., Swedlund, A.C., Harburger, J., Chakravarty, S., Hammond, R., Parker, J., Parker, M.: Population growth and collapse in a multiagent model of the kayenta anasazi in long house valley. Proc. Nat. Acad. Sci. 99(suppl 3), 7275–7279 (2002)CrossRef Axtell, R.L., Epstein, J.M., Dean, J.S., Gumerman, G.J., Swedlund, A.C., Harburger, J., Chakravarty, S., Hammond, R., Parker, J., Parker, M.: Population growth and collapse in a multiagent model of the kayenta anasazi in long house valley. Proc. Nat. Acad. Sci. 99(suppl 3), 7275–7279 (2002)CrossRef
11.
go back to reference Malleson, N., Heppenstall, A.J., See, L.M.: Crime reduction through simulation: an agent-based model of burglary. Comput. Environ. Urban Syst. 34(3), 236–250 (2010)CrossRef Malleson, N., Heppenstall, A.J., See, L.M.: Crime reduction through simulation: an agent-based model of burglary. Comput. Environ. Urban Syst. 34(3), 236–250 (2010)CrossRef
12.
go back to reference Crooks, A., Heppenstall, A.: Introduction to agent-based modelling. In: Heppenstall, A.J., Crooks, A.T., See, L.M., Batty, M. (eds.) Agent-Based Models of Geographical Systems, pp. 85–105. Springer, Netherlands (2012)CrossRef Crooks, A., Heppenstall, A.: Introduction to agent-based modelling. In: Heppenstall, A.J., Crooks, A.T., See, L.M., Batty, M. (eds.) Agent-Based Models of Geographical Systems, pp. 85–105. Springer, Netherlands (2012)CrossRef
13.
go back to reference Borges, C., Penya, Y., Pijoan, A.: Agent based spatial load forecasting. In: Proceedings of 3rd International Workshop on Agent Technologies for Energy Systems (ATES 2012) held at the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012), Valencia, Spain, pp. 107–108. ACM press, 5 June 2012 Borges, C., Penya, Y., Pijoan, A.: Agent based spatial load forecasting. In: Proceedings of 3rd International Workshop on Agent Technologies for Energy Systems (ATES 2012) held at the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012), Valencia, Spain, pp. 107–108. ACM press, 5 June 2012
14.
go back to reference Weyns, D., Van Dyke Parunak, H., Michel, F., Holvoet, T., Ferber, J.: Environments for multiagent systems state-of-the-art and research challenges. In: Weyns, D., Van Dyke Parunak, H., Michel, F. (eds.) E4MAS 2004. LNCS (LNAI), vol. 3374, pp. 1–47. Springer, Heidelberg (2005) CrossRef Weyns, D., Van Dyke Parunak, H., Michel, F., Holvoet, T., Ferber, J.: Environments for multiagent systems state-of-the-art and research challenges. In: Weyns, D., Van Dyke Parunak, H., Michel, F. (eds.) E4MAS 2004. LNCS (LNAI), vol. 3374, pp. 1–47. Springer, Heidelberg (2005) CrossRef
15.
go back to reference Helleboogh, A., Vizzari, G., Uhrmacher, A., Michel, F.: Modeling dynamic environments in multi-agent simulation. Auton. Agent. Multi-Agent Syst. 14(1), 87–116 (2007)CrossRef Helleboogh, A., Vizzari, G., Uhrmacher, A., Michel, F.: Modeling dynamic environments in multi-agent simulation. Auton. Agent. Multi-Agent Syst. 14(1), 87–116 (2007)CrossRef
16.
go back to reference Weyns, D., Omicini, A., Odell, J.: Environment as a first class abstraction in multiagent systems. Auton. Agent. Multi-Agent Syst. 14(1), 5–30 (2007)CrossRef Weyns, D., Omicini, A., Odell, J.: Environment as a first class abstraction in multiagent systems. Auton. Agent. Multi-Agent Syst. 14(1), 5–30 (2007)CrossRef
17.
go back to reference Steiner, R., Leask, G., Mili, R.Z.: An architecture for MAS simulation environments. In: Weyns, D., Van Dyke Parunak, H., Michel, F. (eds.) E4MAS 2005. LNCS (LNAI), vol. 3830, pp. 50–67. Springer, Heidelberg (2006) CrossRef Steiner, R., Leask, G., Mili, R.Z.: An architecture for MAS simulation environments. In: Weyns, D., Van Dyke Parunak, H., Michel, F. (eds.) E4MAS 2005. LNCS (LNAI), vol. 3830, pp. 50–67. Springer, Heidelberg (2006) CrossRef
18.
go back to reference Valckenaers, P., Sauter, J., Sierra, C., Rodriguez-Aguilar, J.A.: Applications and environments for multi-agent systems. Auton. Agent. Multi-Agent Syst. 14(1), 61–85 (2007)CrossRef Valckenaers, P., Sauter, J., Sierra, C., Rodriguez-Aguilar, J.A.: Applications and environments for multi-agent systems. Auton. Agent. Multi-Agent Syst. 14(1), 61–85 (2007)CrossRef
19.
go back to reference Platon, E., Mamei, M., Sabouret, N., Honiden, S., Parunak, H.: Mechanisms for environments in multi-agent systems: survey and opportunities. Auton. Agent. Multi-Agent Syst. 14(1), 31–47 (2006)CrossRef Platon, E., Mamei, M., Sabouret, N., Honiden, S., Parunak, H.: Mechanisms for environments in multi-agent systems: survey and opportunities. Auton. Agent. Multi-Agent Syst. 14(1), 31–47 (2006)CrossRef
20.
go back to reference Russell, S.J., Norvig, P., Canny, J.F., Malik, J.M., Edwards, D.D.: Artificial Intelligence: A Modern Approach. Prentice Hall, Upper Saddle River (2003) Russell, S.J., Norvig, P., Canny, J.F., Malik, J.M., Edwards, D.D.: Artificial Intelligence: A Modern Approach. Prentice Hall, Upper Saddle River (2003)
21.
go back to reference Kiesel, J., Wenkel, K.-O.: Spatial generalization methods based on the moving window approach and their applications on landscape analysis. In: Olgierd Hryniewicz, M.R.E., Studzinski J. (ed.), Shaker Verlag, pp. 619–626. Shaker Verlag (2007). ISBN: 978-3-8322-6397-3 Kiesel, J., Wenkel, K.-O.: Spatial generalization methods based on the moving window approach and their applications on landscape analysis. In: Olgierd Hryniewicz, M.R.E., Studzinski J. (ed.), Shaker Verlag, pp. 619–626. Shaker Verlag (2007). ISBN: 978-3-8322-6397-3
22.
go back to reference Pijoan, A., Borges, C.: Tutorial de importación de datos de Catastro a OSM (cat2osm). In: Actas de las vi Jornadas de SIG Libre, Girona 21–23 marzo, España, Servicio de SIG y Teledetección - SIGTE - de la Universitat de Girona (2012) Pijoan, A., Borges, C.: Tutorial de importación de datos de Catastro a OSM (cat2osm). In: Actas de las vi Jornadas de SIG Libre, Girona 21–23 marzo, España, Servicio de SIG y Teledetección - SIGTE - de la Universitat de Girona (2012)
23.
go back to reference Borges, C., Pijoan, A., Sorrosal, G., Oribe-García, I., González, M., Esteban, O.K.: Uso de fuentes de información geográfica voluntarias en proyectos de ingeniería. In: Actas de las vii Jornadas de SIG Libre, Girona 6–8 marzo, España, Servicio de SIG y Teledetección - SIGTE - de la Universitat de Girona (2013) Borges, C., Pijoan, A., Sorrosal, G., Oribe-García, I., González, M., Esteban, O.K.: Uso de fuentes de información geográfica voluntarias en proyectos de ingeniería. In: Actas de las vii Jornadas de SIG Libre, Girona 6–8 marzo, España, Servicio de SIG y Teledetección - SIGTE - de la Universitat de Girona (2013)
25.
go back to reference Gregori, M.E., Cámara, J.P., Bada, G.A.: A jabber-based multi-agent system platform. In: Proceedings of the Fifth International Joint Conference on Autonomous Agents and Multiagent Systems, pp. 1282–1284. ACM (2006) Gregori, M.E., Cámara, J.P., Bada, G.A.: A jabber-based multi-agent system platform. In: Proceedings of the Fifth International Joint Conference on Autonomous Agents and Multiagent Systems, pp. 1282–1284. ACM (2006)
29.
go back to reference Hyndman, R.J., Koehler, A.B.: Another look at measures of forecast accuracy. Int. J. Forecast. 22(4), 679–688 (2006)CrossRef Hyndman, R.J., Koehler, A.B.: Another look at measures of forecast accuracy. Int. J. Forecast. 22(4), 679–688 (2006)CrossRef
30.
go back to reference Hyndman, R.J., Athanasopoulos, G.: Forecasting: principles and practice. OTexts (2014) Hyndman, R.J., Athanasopoulos, G.: Forecasting: principles and practice. OTexts (2014)
Metadata
Title
Environment Modelling for Spatial Load Forecasting
Authors
Ander Pijoan
Oihane Kamara-Esteban
Cruz E. Borges
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-23850-0_12

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