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2019 | OriginalPaper | Buchkapitel

An Influence-Based Model for Smart City’s Interdependent Infrastructures: Application in Pricing Design for EV Charging Infrastructures

verfasst von : Upama Nakarmi, Mahshid Rahnamay-Naeini

Erschienen in: Smart Cities, Green Technologies, and Intelligent Transport Systems

Verlag: Springer International Publishing

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Abstract

While smart critical infrastructures are principle components of smart cities, isolated and individually optimized infrastructures will not necessarily realize the vision of smart city in providing efficient solutions and services to citizens. This is mainly due to the interdependencies among critical infrastructures, which suggest the need for collaborative solutions and synergistic modeling and analysis of these systems. In this paper, an integrated framework based on influence model, a networked Markov chain framework, is proposed for modeling interdependent infrastructures and capturing their interactions based on the rules and policies governing their internal and interaction dynamics. To demonstrate the benefits of synergistic approaches, in this paper, the interdependencies between transportation networks and power infrastructures, through electric-vehicle (EV) charging infrastructures, are considered. Particularly, the proposed integrated framework is used to design an algorithm for assigning dynamic charging prices for the EV charging infrastructure with the goal of increasing the likelihood of having balanced charging and electric infrastructures. The proposed scheme for charging prices is traffic and power aware as the states and interactions of transportation and power infrastructures are captured in the integrated framework. Finally, the cyber infrastructure plays a critical role in enabling such collaborative solutions and their role is also discussed.

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Literatur
1.
Zurück zum Zitat Amin, M.: Toward secure and resilient interdependent infrastructures. J. Infrastr. Syst. 8(3), 67–75 (2002)CrossRef Amin, M.: Toward secure and resilient interdependent infrastructures. J. Infrastr. Syst. 8(3), 67–75 (2002)CrossRef
2.
Zurück zum Zitat Asavathiratham, C.: The influence model: a tractable representation for the dynamics of networked markov chains. Ph.D. thesis, Citeseer (2000) Asavathiratham, C.: The influence model: a tractable representation for the dynamics of networked markov chains. Ph.D. thesis, Citeseer (2000)
3.
Zurück zum Zitat Asavathiratham, C., Roy, S., Lesieutre, B., Verghese, G.: The influence model. IEEE Control Syst. 21(6), 52–64 (2001)CrossRef Asavathiratham, C., Roy, S., Lesieutre, B., Verghese, G.: The influence model. IEEE Control Syst. 21(6), 52–64 (2001)CrossRef
4.
Zurück zum Zitat Bass, R., Zimmerman, N.: Impacts of electric vehicle charging on electric power distribution systems (2013) Bass, R., Zimmerman, N.: Impacts of electric vehicle charging on electric power distribution systems (2013)
5.
Zurück zum Zitat Bowerman, B., Braverman, J., Taylor, J., Todosow, H., Von Wimmersperg, U.: The vision of a smart city. In: 2nd International Life Extension Technology Workshop, Paris, vol. 28 (2000) Bowerman, B., Braverman, J., Taylor, J., Todosow, H., Von Wimmersperg, U.: The vision of a smart city. In: 2nd International Life Extension Technology Workshop, Paris, vol. 28 (2000)
6.
Zurück zum Zitat Chen, C., Hua, G.: A new model for optimal deployment of electric vehicle charging and battery swapping stations. Int. J. Control Autom. 7(5), 247–258 (2014)CrossRef Chen, C., Hua, G.: A new model for optimal deployment of electric vehicle charging and battery swapping stations. Int. J. Control Autom. 7(5), 247–258 (2014)CrossRef
7.
Zurück zum Zitat Chourabi, H., et al.: Understanding smart cities: an integrative framework. In: 2012 45th Hawaii International Conference on System Science (HICSS), pp. 2289–2297. IEEE (2012) Chourabi, H., et al.: Understanding smart cities: an integrative framework. In: 2012 45th Hawaii International Conference on System Science (HICSS), pp. 2289–2297. IEEE (2012)
8.
Zurück zum Zitat International Electrotechnical Commission, et al.: Orchestrating infrastructure for sustainable smartcities. Published in Geneva, Switzerland (2014) International Electrotechnical Commission, et al.: Orchestrating infrastructure for sustainable smartcities. Published in Geneva, Switzerland (2014)
9.
Zurück zum Zitat Das, A., Banerjee, J., Sen, A.: Root cause analysis of failures in interdependent power-communication networks. In: 2014 IEEE Military Communications Conference, pp. 910–915. IEEE (2014) Das, A., Banerjee, J., Sen, A.: Root cause analysis of failures in interdependent power-communication networks. In: 2014 IEEE Military Communications Conference, pp. 910–915. IEEE (2014)
10.
Zurück zum Zitat Guo, S., Zhao, H.: Optimal site selection of electric vehicle charging station by using fuzzy topsis based on sustainability perspective. Appl. Energy 158, 390–402 (2015)CrossRef Guo, S., Zhao, H.: Optimal site selection of electric vehicle charging station by using fuzzy topsis based on sustainability perspective. Appl. Energy 158, 390–402 (2015)CrossRef
11.
Zurück zum Zitat Harrison, C., et al.: Foundations for smarter cities. IBM J. Res. Dev. 54(4), 1–16 (2010)CrossRef Harrison, C., et al.: Foundations for smarter cities. IBM J. Res. Dev. 54(4), 1–16 (2010)CrossRef
12.
Zurück zum Zitat Hatton, C., Beella, S., Brezet, J., Wijnia, Y.: Charging stations for urban settings the design of a product platform for electric vehicle infrastructure in Dutch cities. In: Towards zero emission: EVS 24 International Battery, Hybrid and Fuel Cell Electric Vehicle Symposium and Exhibition, 13–16 May 2009, Stavanger, Norway. European Association of Electric Road Vehicles (2009) Hatton, C., Beella, S., Brezet, J., Wijnia, Y.: Charging stations for urban settings the design of a product platform for electric vehicle infrastructure in Dutch cities. In: Towards zero emission: EVS 24 International Battery, Hybrid and Fuel Cell Electric Vehicle Symposium and Exhibition, 13–16 May 2009, Stavanger, Norway. European Association of Electric Road Vehicles (2009)
13.
Zurück zum Zitat He, F., Wu, D., Yin, Y., Guan, Y.: Optimal deployment of public charging stations for plug-in hybrid electric vehicles. Transp. Res. Part B: Methodol. 47, 87–101 (2013)CrossRef He, F., Wu, D., Yin, Y., Guan, Y.: Optimal deployment of public charging stations for plug-in hybrid electric vehicles. Transp. Res. Part B: Methodol. 47, 87–101 (2013)CrossRef
14.
Zurück zum Zitat Heilig, G.: World urbanization prospects: the 2011 revision. United nations, department of economic and social affairs (DESA), population division. Population Estimates and Projections Section, New York (2012) Heilig, G.: World urbanization prospects: the 2011 revision. United nations, department of economic and social affairs (DESA), population division. Population Estimates and Projections Section, New York (2012)
15.
Zurück zum Zitat Hess, A., Malandrino, F., Reinhardt, M.B., Casetti, C., Hummel, K.A., Barceló-Ordinas, J.M.: Optimal deployment of charging stations for electric vehicular networks. In: Proceedings of the First Workshop on Urban Networking, pp. 1–6. ACM (2012) Hess, A., Malandrino, F., Reinhardt, M.B., Casetti, C., Hummel, K.A., Barceló-Ordinas, J.M.: Optimal deployment of charging stations for electric vehicular networks. In: Proceedings of the First Workshop on Urban Networking, pp. 1–6. ACM (2012)
16.
Zurück zum Zitat Islam, M.M., Shareef, H., Mohamed, A.: A review of techniques for optimal placement and sizing of electric vehicle charging stations. Przeglad Elektrotechniczny 91(8), 122–126 (2015) Islam, M.M., Shareef, H., Mohamed, A.: A review of techniques for optimal placement and sizing of electric vehicle charging stations. Przeglad Elektrotechniczny 91(8), 122–126 (2015)
17.
Zurück zum Zitat Lee, W., Xiang, L., Schober, R., Wong, V.W.: Electric vehicle charging stations with renewable power generators: a game theoretical analysis. IEEE Trans. Smart Grid 6(2), 608–617 (2015)CrossRef Lee, W., Xiang, L., Schober, R., Wong, V.W.: Electric vehicle charging stations with renewable power generators: a game theoretical analysis. IEEE Trans. Smart Grid 6(2), 608–617 (2015)CrossRef
18.
Zurück zum Zitat Li, Y., Luo, J., Chow, C.Y., Chan, K.L., Ding, Y., Zhang, F.: Growing the charging station network for electric vehicles with trajectory data analytics. In: 2015 IEEE 31st International Conference on Data Engineering, pp. 1376–1387. IEEE (2015) Li, Y., Luo, J., Chow, C.Y., Chan, K.L., Ding, Y., Zhang, F.: Growing the charging station network for electric vehicles with trajectory data analytics. In: 2015 IEEE 31st International Conference on Data Engineering, pp. 1376–1387. IEEE (2015)
19.
Zurück zum Zitat Little, R.G.: Controlling cascading failure: understanding the vulnerabilities of interconnected infrastructures. J. Urban Technol. 9(1), 109–123 (2002)CrossRef Little, R.G.: Controlling cascading failure: understanding the vulnerabilities of interconnected infrastructures. J. Urban Technol. 9(1), 109–123 (2002)CrossRef
20.
Zurück zum Zitat Liu, J.: Electric vehicle charging infrastructure assignment and power grid impacts assessment in Beijing. Energy Policy 51, 544–557 (2012)CrossRef Liu, J.: Electric vehicle charging infrastructure assignment and power grid impacts assessment in Beijing. Energy Policy 51, 544–557 (2012)CrossRef
21.
Zurück zum Zitat Liu, R., Dow, L., Liu, E.: A survey of pev impacts on electric utilities. In: 2011 IEEE PES Innovative Smart Grid Technologies (ISGT), pp. 1–8. IEEE (2011) Liu, R., Dow, L., Liu, E.: A survey of pev impacts on electric utilities. In: 2011 IEEE PES Innovative Smart Grid Technologies (ISGT), pp. 1–8. IEEE (2011)
22.
Zurück zum Zitat Min, H.S.J., Beyeler, W., Brown, T., Son, Y.J., Jones, A.T.: Toward modeling and simulation of critical national infrastructure interdependencies. Iie Trans. 39(1), 57–71 (2007)CrossRef Min, H.S.J., Beyeler, W., Brown, T., Son, Y.J., Jones, A.T.: Toward modeling and simulation of critical national infrastructure interdependencies. Iie Trans. 39(1), 57–71 (2007)CrossRef
23.
Zurück zum Zitat Nakarmi, U., Rahnamay-Naeini, M.: Towards integrated infrastructures for smart city services: a story of traffic and energy aware pricing policy for charging infrastructures. In: 6th International Conference on Smart Cities and Green ICT Systems, SmartGreens. IEEE (2017) Nakarmi, U., Rahnamay-Naeini, M.: Towards integrated infrastructures for smart city services: a story of traffic and energy aware pricing policy for charging infrastructures. In: 6th International Conference on Smart Cities and Green ICT Systems, SmartGreens. IEEE (2017)
24.
Zurück zum Zitat Pillai, J.R., Bak-Jensen, B.: Impacts of electric vehicle loads on power distribution systems. In: 2010 IEEE Vehicle Power and Propulsion Conference, pp. 1–6. IEEE (2010) Pillai, J.R., Bak-Jensen, B.: Impacts of electric vehicle loads on power distribution systems. In: 2010 IEEE Vehicle Power and Propulsion Conference, pp. 1–6. IEEE (2010)
25.
Zurück zum Zitat Piorkowski, M., Sarafijanovic-Djukic, N., Grossglauser, M.: Crawdad data set epfl/mobility (v. 2009-02-24) (2009) Piorkowski, M., Sarafijanovic-Djukic, N., Grossglauser, M.: Crawdad data set epfl/mobility (v. 2009-02-24) (2009)
26.
Zurück zum Zitat Rahman, I., Vasant, P.M., Singh, B.S.M., Abdullah-Al-Wadud, M.: Intelligent energy allocation strategy for PHEV charging station using gravitational search algorithm. In: AIP Conference Proceedings, vol. 1621, pp. 52–59 (2014) Rahman, I., Vasant, P.M., Singh, B.S.M., Abdullah-Al-Wadud, M.: Intelligent energy allocation strategy for PHEV charging station using gravitational search algorithm. In: AIP Conference Proceedings, vol. 1621, pp. 52–59 (2014)
27.
Zurück zum Zitat Rahnamay-Naeini, M., Hayat, M.: Cascading failures in interdependent infrastructures: an interdependent markov-chain approach. IEEE Trans. Smart Grid 7(4), 1997–2006 (2016)CrossRef Rahnamay-Naeini, M., Hayat, M.: Cascading failures in interdependent infrastructures: an interdependent markov-chain approach. IEEE Trans. Smart Grid 7(4), 1997–2006 (2016)CrossRef
28.
Zurück zum Zitat Recker, W.W., Kang, J.E.: An activity-based assessment of the potential impacts of plug-in hybrid electric vehicles on energy and emissions using one-day travel data. University of California Transportation Center (2010) Recker, W.W., Kang, J.E.: An activity-based assessment of the potential impacts of plug-in hybrid electric vehicles on energy and emissions using one-day travel data. University of California Transportation Center (2010)
29.
Zurück zum Zitat Rinaldi, S.M.: Modeling and simulating critical infrastructures and their interdependencies. In: Proceedings of the 37th Annual Hawaii International Conference on System Sciences, pp. 8-pp. IEEE (2004) Rinaldi, S.M.: Modeling and simulating critical infrastructures and their interdependencies. In: Proceedings of the 37th Annual Hawaii International Conference on System Sciences, pp. 8-pp. IEEE (2004)
30.
Zurück zum Zitat Shao, J., Buldyrev, S.V., Havlin, S., Stanley, H.E.: Cascade of failures in coupled network systems with multiple support-dependence relations. Phys. Rev. E 83(3), 036116 (2011)MathSciNetCrossRef Shao, J., Buldyrev, S.V., Havlin, S., Stanley, H.E.: Cascade of failures in coupled network systems with multiple support-dependence relations. Phys. Rev. E 83(3), 036116 (2011)MathSciNetCrossRef
31.
Zurück zum Zitat Shin, D.H., Qian, D., Zhang, J.: Cascading effects in interdependent networks. IEEE Netw. 28(4), 82–87 (2014)CrossRef Shin, D.H., Qian, D., Zhang, J.: Cascading effects in interdependent networks. IEEE Netw. 28(4), 82–87 (2014)CrossRef
33.
Zurück zum Zitat Sioshansi, R.: Or forum-modeling the impacts of electricity tariffs on plug-in hybrid electric vehicle charging, costs, and emissions. Oper. Res. 60(3), 506–516 (2012)MathSciNetCrossRef Sioshansi, R.: Or forum-modeling the impacts of electricity tariffs on plug-in hybrid electric vehicle charging, costs, and emissions. Oper. Res. 60(3), 506–516 (2012)MathSciNetCrossRef
34.
Zurück zum Zitat Sweda, T.M., Klabjan, D.: Agent-based information system for electric vehicle charging infrastructure deployment. J. Infrastr. Syst. 21(2), 04014043 (2014)CrossRef Sweda, T.M., Klabjan, D.: Agent-based information system for electric vehicle charging infrastructure deployment. J. Infrastr. Syst. 21(2), 04014043 (2014)CrossRef
35.
Zurück zum Zitat Tushar, W., Saad, W., Poor, H.V., Smith, D.B.: Economics of electric vehicle charging: a game theoretic approach. IEEE Trans. Smart Grid 3(4), 1767–1778 (2012)CrossRef Tushar, W., Saad, W., Poor, H.V., Smith, D.B.: Economics of electric vehicle charging: a game theoretic approach. IEEE Trans. Smart Grid 3(4), 1767–1778 (2012)CrossRef
36.
Zurück zum Zitat Vazifeh, M.M., Zhang, H., Santi, P., Ratti, C.: Optimizing the deployment of electric vehicle charging stations using pervasive mobility data. arXiv preprint arXiv:1511.00615 (2015) Vazifeh, M.M., Zhang, H., Santi, P., Ratti, C.: Optimizing the deployment of electric vehicle charging stations using pervasive mobility data. arXiv preprint arXiv:​1511.​00615 (2015)
37.
Zurück zum Zitat Wagner, S., Götzinger, M., Neumann, D.: Optimal location of charging stations in smart cities: a points of interest based approach (2013) Wagner, S., Götzinger, M., Neumann, D.: Optimal location of charging stations in smart cities: a points of interest based approach (2013)
38.
Zurück zum Zitat Walsh, K., Enz, C.A., Canina, L.: The impact of gasoline price fluctuations on lodging demand for us brand hotels. Int. J. Hospit. Manage. 23(5), 505–521 (2004)CrossRef Walsh, K., Enz, C.A., Canina, L.: The impact of gasoline price fluctuations on lodging demand for us brand hotels. Int. J. Hospit. Manage. 23(5), 505–521 (2004)CrossRef
39.
Zurück zum Zitat Weis, C., Axhausen, K., Schlich, R., Zbinden, R.: Models of mode choice and mobility tool ownership beyond 2008 fuel prices. Transp. Res. Rec.: J. Transp. Res. Board 2157, 86–94 (2010)CrossRef Weis, C., Axhausen, K., Schlich, R., Zbinden, R.: Models of mode choice and mobility tool ownership beyond 2008 fuel prices. Transp. Res. Rec.: J. Transp. Res. Board 2157, 86–94 (2010)CrossRef
40.
Zurück zum Zitat Xiong, Y., Gan, J., An, B., Miao, C., Bazzan, A.L.: Optimal electric vehicle charging station placement. In: Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI), pp. 2662–2668 (2015) Xiong, Y., Gan, J., An, B., Miao, C., Bazzan, A.L.: Optimal electric vehicle charging station placement. In: Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI), pp. 2662–2668 (2015)
41.
Zurück zum Zitat Xiong, Y., Gan, J., An, B., Miao, C., Soh, Y.C.: Optimal pricing for efficient electric vehicle charging station management. In: Proceedings of the 2016 International Conference on Autonomous Agents and Multiagent Systems, pp. 749–757. International Foundation for Autonomous Agents and Multiagent Systems (2016) Xiong, Y., Gan, J., An, B., Miao, C., Soh, Y.C.: Optimal pricing for efficient electric vehicle charging station management. In: Proceedings of the 2016 International Conference on Autonomous Agents and Multiagent Systems, pp. 749–757. International Foundation for Autonomous Agents and Multiagent Systems (2016)
Metadaten
Titel
An Influence-Based Model for Smart City’s Interdependent Infrastructures: Application in Pricing Design for EV Charging Infrastructures
verfasst von
Upama Nakarmi
Mahshid Rahnamay-Naeini
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-02907-4_6