Skip to main content
Top

2015 | OriginalPaper | Chapter

Modeling Interdependent Socio-technical Networks: The Smart Grid—An Agent-Based Modeling Approach

Authors : Daniël Worm, David Langley, Julianna Becker

Published in: Simulation and Modeling Methodologies, Technologies and Applications

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

The aim of this paper is to improve scientific modeling of interdependent socio-technical networks. In these networks the interplay between technical or infrastructural elements on the one hand and social and behavioral aspects on the other hand, plays an important role. Examples include electricity networks, financial networks, residential choice networks. We propose an Agent-Based Modeling approach to simulate interdependent technical and social network behavior, the effects of potential policy measures and the societal impact when disturbances occur, where we focus on a specific use case: the smart grid, an intelligent system for matching supply and demand of electricity.

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!

Literature
1.
go back to reference Ajzen I (1991) The theory of planned behavior. Organ Behav Hum Decis Process 50(2):179–211CrossRef Ajzen I (1991) The theory of planned behavior. Organ Behav Hum Decis Process 50(2):179–211CrossRef
2.
go back to reference Ajzen I, Fishbein M (1980) Understanding attitudes and predicting social behavior. Prentice-Hall, Englewood Cliffs Ajzen I, Fishbein M (1980) Understanding attitudes and predicting social behavior. Prentice-Hall, Englewood Cliffs
3.
go back to reference Baarsma B, Berkhout P, Hop P (2004) Op prijs gesteld, maar ook op kwaliteit. Technisch rapport, SEO, Amsterdam Baarsma B, Berkhout P, Hop P (2004) Op prijs gesteld, maar ook op kwaliteit. Technisch rapport, SEO, Amsterdam
4.
go back to reference Bagozzi RP (1992) The Self-Regulation of Attitudes. Intent Behav Soc Psychol Q 55(2):178–204CrossRef Bagozzi RP (1992) The Self-Regulation of Attitudes. Intent Behav Soc Psychol Q 55(2):178–204CrossRef
5.
go back to reference Benenson I (2004) Agent-based modeling: from individual residential choice to urban residential dynamics, in spatially integrated social science: examples in best practice. Oxford Univ. Press, Oxford Benenson I (2004) Agent-based modeling: from individual residential choice to urban residential dynamics, in spatially integrated social science: examples in best practice. Oxford Univ. Press, Oxford
6.
go back to reference Boin A, McConnell A (2007) Preparing for critical infrastructure breakdowns: the limits of crisis management and the need for resilience. J Conting Crisis Manag 15(1):50–59CrossRef Boin A, McConnell A (2007) Preparing for critical infrastructure breakdowns: the limits of crisis management and the need for resilience. J Conting Crisis Manag 15(1):50–59CrossRef
7.
go back to reference Bonabeau E (2002) Agent-based modeling: methods and techniques for simulating human systems. PNAS 99:7280–7287CrossRef Bonabeau E (2002) Agent-based modeling: methods and techniques for simulating human systems. PNAS 99:7280–7287CrossRef
8.
go back to reference Bruch E, Mare D (2012) Residential mobility, and neighborhood change. Sociol Methodol 42:103–154CrossRef Bruch E, Mare D (2012) Residential mobility, and neighborhood change. Sociol Methodol 42:103–154CrossRef
9.
go back to reference Clastres C (2011) Smart grids: another step towards competition, energy security and climate change objectives. Energy Policy 39(9):5399–5408CrossRef Clastres C (2011) Smart grids: another step towards competition, energy security and climate change objectives. Energy Policy 39(9):5399–5408CrossRef
10.
go back to reference Devisch O, Timmermans H, Arentze T, Borgers A (2009) An agent-based model of residential choice dynamics in nonstationary housing markets. Environ Plan A 41(8):1997–2013CrossRef Devisch O, Timmermans H, Arentze T, Borgers A (2009) An agent-based model of residential choice dynamics in nonstationary housing markets. Environ Plan A 41(8):1997–2013CrossRef
11.
go back to reference Erlingsson E, Raberto M, Stefánsson H, Sturluson J (2013) Integrating the housing market into an agent-based economic model. Manag Mark Complex Lect Notes Econ Math Syst 662:65–76 Erlingsson E, Raberto M, Stefánsson H, Sturluson J (2013) Integrating the housing market into an agent-based economic model. Manag Mark Complex Lect Notes Econ Math Syst 662:65–76
12.
go back to reference Fishbein M, Ajzen I (1975) Belief, attitude, intention, and behavior: an introduction to theory and research. Addison-Wesley, Reading Fishbein M, Ajzen I (1975) Belief, attitude, intention, and behavior: an introduction to theory and research. Addison-Wesley, Reading
13.
go back to reference Gottwalt S, Ketter W, Block C, Collins J, Weinhardt C (2011) Demand side management—a simulation of household behavior under variable prices. Energy Policy 39:8163–8174CrossRef Gottwalt S, Ketter W, Block C, Collins J, Weinhardt C (2011) Demand side management—a simulation of household behavior under variable prices. Energy Policy 39:8163–8174CrossRef
14.
go back to reference Guo Y, Li R, Poulton G, Zeman A (2008) A simulator for self-adaptive energy demand management. In: IEEE conference on self-adaptive and self-organizing systems Guo Y, Li R, Poulton G, Zeman A (2008) A simulator for self-adaptive energy demand management. In: IEEE conference on self-adaptive and self-organizing systems
15.
go back to reference Holling C (1973) Resilience and stability of ecological systems. Annu Rev Ecol Syst 4:1–23CrossRef Holling C (1973) Resilience and stability of ecological systems. Annu Rev Ecol Syst 4:1–23CrossRef
16.
go back to reference Jackson M (2008) Social and economic networks (economics, physics, sociology). Princeton University Press, New Jersey Jackson M (2008) Social and economic networks (economics, physics, sociology). Princeton University Press, New Jersey
17.
go back to reference Johnsen S (2013) Veen, M: Risk assessment and resilience of critical communication infrastructure in railways. Cogn Technol Work 15(1):95–107MathSciNetCrossRef Johnsen S (2013) Veen, M: Risk assessment and resilience of critical communication infrastructure in railways. Cogn Technol Work 15(1):95–107MathSciNetCrossRef
19.
go back to reference Kleinberg J (2008) The convergence of social and technological networks. Commun ACM 51:66–72CrossRef Kleinberg J (2008) The convergence of social and technological networks. Commun ACM 51:66–72CrossRef
20.
go back to reference Langley DJ, Bijmolt THA, Ortt JR, Pals N (2012) Determinants of social contagion during new product adoption. J Prod Innov Manage 29(4):623–638CrossRef Langley DJ, Bijmolt THA, Ortt JR, Pals N (2012) Determinants of social contagion during new product adoption. J Prod Innov Manage 29(4):623–638CrossRef
21.
go back to reference Macy M, Wilier R (2002) From factors to actors: computational sociology and agent-based modeling. Annu Rev Sociol 28:143–166CrossRef Macy M, Wilier R (2002) From factors to actors: computational sociology and agent-based modeling. Annu Rev Sociol 28:143–166CrossRef
22.
go back to reference McDaniels T, Chang S, Cole D, Mikawoz J, Longstaff H (2008) Fostering resilience to extreme events within infrastructure systems: characterizing decision contexts for mitigation and adaptation. Glob Environ Change 18(2):310–318CrossRef McDaniels T, Chang S, Cole D, Mikawoz J, Longstaff H (2008) Fostering resilience to extreme events within infrastructure systems: characterizing decision contexts for mitigation and adaptation. Glob Environ Change 18(2):310–318CrossRef
23.
go back to reference North MJ, Tatara E, Collier NT, Ozik J (2007) Visual agent-based model development with repast symphony. In: Agent 2007 conference: complex interaction and social emergence, Argonne National Laboratory, Argonne, pp 173–192 North MJ, Tatara E, Collier NT, Ozik J (2007) Visual agent-based model development with repast symphony. In: Agent 2007 conference: complex interaction and social emergence, Argonne National Laboratory, Argonne, pp 173–192
24.
go back to reference Quester P, Lim AL (2003) Product involvement/ brand loyalty: is there a link? J Prod Brand Manag 12(1):22–38CrossRef Quester P, Lim AL (2003) Product involvement/ brand loyalty: is there a link? J Prod Brand Manag 12(1):22–38CrossRef
25.
go back to reference Ramchurn S, Vytelingum P, Rogers A, Jennings N (2011) Agent-based control for decentralised demand side management in the smart grid. In: International conference on autonomous agents and multiagent systems Ramchurn S, Vytelingum P, Rogers A, Jennings N (2011) Agent-based control for decentralised demand side management in the smart grid. In: International conference on autonomous agents and multiagent systems
26.
go back to reference Rand W, Rust RT (2011) Agent-based modeling in marketing: guidelines for rigor. Int J Res Mark 28:181–193CrossRef Rand W, Rust RT (2011) Agent-based modeling in marketing: guidelines for rigor. Int J Res Mark 28:181–193CrossRef
27.
go back to reference Reed D, Kapur K, Christie R (2009) Methodology for assessing the resilience of networked infrastructure. IEEE Syst J 3(2):174–180CrossRef Reed D, Kapur K, Christie R (2009) Methodology for assessing the resilience of networked infrastructure. IEEE Syst J 3(2):174–180CrossRef
28.
go back to reference Reddy P, Veloso M (2012) Factored models for multiscale decision-making in smart grid customers. In: Proceedings of the twenty-sixth AAAI conference on artificial intelligence, pp 363–369 Reddy P, Veloso M (2012) Factored models for multiscale decision-making in smart grid customers. In: Proceedings of the twenty-sixth AAAI conference on artificial intelligence, pp 363–369
29.
go back to reference Remondino M (2004) Analysis of agent based paradigms for complex social systems simulation, Ph. D. Thesis, Università di Torino (2004) Remondino M (2004) Analysis of agent based paradigms for complex social systems simulation, Ph. D. Thesis, Università di Torino (2004)
30.
go back to reference Sheppard B, Hartwick J, Warshaw P (1988) The theory of reasoned action—a meta-analysis of past research with recommendations for modifications and future-research. J Consum Res 15(3):325–343CrossRef Sheppard B, Hartwick J, Warshaw P (1988) The theory of reasoned action—a meta-analysis of past research with recommendations for modifications and future-research. J Consum Res 15(3):325–343CrossRef
31.
go back to reference van Dam K, Nikolic I, Lukszo Z (2012) Agent-based modelling of socio-technical systems. Springer, Dordrecht van Dam K, Nikolic I, Lukszo Z (2012) Agent-based modelling of socio-technical systems. Springer, Dordrecht
32.
go back to reference Voice T, Vytelingum P, Ramchurn S, Rogers A, Jennings N (2011) Decentralised control of micro-storage in the smart grid. In: AAAI conference on artificial intelligence (AAAI-11) Voice T, Vytelingum P, Ramchurn S, Rogers A, Jennings N (2011) Decentralised control of micro-storage in the smart grid. In: AAAI conference on artificial intelligence (AAAI-11)
33.
go back to reference Wood A, Wollenberg B (1996) Power generation, operation, and control, 2nd edn. Wiley, New York Wood A, Wollenberg B (1996) Power generation, operation, and control, 2nd edn. Wiley, New York
34.
35.
go back to reference Zimmerman R, Murillo-Sánchez C, Thomas R (2011) MATPOWER: steady-state operations, planning and analysis tools for power systems research and education. IEEE Trans Power Syst 26(1):12–19CrossRef Zimmerman R, Murillo-Sánchez C, Thomas R (2011) MATPOWER: steady-state operations, planning and analysis tools for power systems research and education. IEEE Trans Power Syst 26(1):12–19CrossRef
Metadata
Title
Modeling Interdependent Socio-technical Networks: The Smart Grid—An Agent-Based Modeling Approach
Authors
Daniël Worm
David Langley
Julianna Becker
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-11457-6_6

Premium Partner