Skip to main content

2017 | OriginalPaper | Buchkapitel

Optimal Scheduling of On/Off Cycles: A Decentralized IoT-Microgrid Approach

verfasst von : Fernando Lezama, Jorge Palominos, Ansel Y. Rodríguez-González, Alessandro Farinelli, Enrique Munoz de Cote

Erschienen in: Applications for Future Internet

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The current energy scenario requires actions towards the reduction of energy consumptions and the use of renewable resources. To this end, the energy grid is evolving towards a distributed architecture called Smart Grid (SG). Moreover, new communication paradigms, such as the Internet of Things (IoT), are being applied to the SG providing advanced communication capabilities for management and control. In this context, a microgrid is a self-sustained network that can operate connected to the SG (or in isolation). In such networks, the long-term scheduling of on/off cycles of devices is a problem that has been commonly addressed by centralized approaches. In this paper, we propose a novel IoT-microgrid architecture to model the long-term optimization scheduling problem as a distributed constraint optimization problem (DCOP). We compare different multi-agent DCOP algorithms using different window sizes showing that the proposed architecture can find optimal and near-optimal solutions for a specific case study.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Fußnoten
1
We implemented the DCOP algorithms in FRODO2 and JaCoP. Both available in http://​frodo2.​sourceforge.​net and http://​www.​jacop.​eu respectively.
 
Literatur
1.
Zurück zum Zitat Gungor, V., Sahin, D., Kocak, T., Ergut, S., Buccella, C., Cecati, C., Hancke, G.: A survey on smart grid potential applications and communication requirements. IEEE Trans. Ind. Inf. 9(1), 28–42 (2013)CrossRef Gungor, V., Sahin, D., Kocak, T., Ergut, S., Buccella, C., Cecati, C., Hancke, G.: A survey on smart grid potential applications and communication requirements. IEEE Trans. Ind. Inf. 9(1), 28–42 (2013)CrossRef
2.
Zurück zum Zitat Yan, Y., Qian, Y., Sharif, H., Tipper, D.: A survey on smart grid communication infrastructures: motivations, requirements and challenges. IEEE Commun. Surv. Tutorials 15(1), 5–20 (2013)CrossRef Yan, Y., Qian, Y., Sharif, H., Tipper, D.: A survey on smart grid communication infrastructures: motivations, requirements and challenges. IEEE Commun. Surv. Tutorials 15(1), 5–20 (2013)CrossRef
3.
Zurück zum Zitat Karnouskos, S.: The cooperative internet of things enabled smart grid. In: IEEE International Symposium on Consumer Electronics (2010) Karnouskos, S.: The cooperative internet of things enabled smart grid. In: IEEE International Symposium on Consumer Electronics (2010)
4.
Zurück zum Zitat Vega, A., Santamaria, F., Rivas, E.: Modeling for home electric energy management: a review. Renew. Sustain. Energy Rev. 52, 948–959 (2015)CrossRef Vega, A., Santamaria, F., Rivas, E.: Modeling for home electric energy management: a review. Renew. Sustain. Energy Rev. 52, 948–959 (2015)CrossRef
5.
Zurück zum Zitat Han, J., sic Choi, C., Park, W.K., Lee, I., Kim, S.H.: Smart home energy management system including renewable energy based on ZigBee and PLC. IEEE Trans. Consum. Electron. 60(2), 198–202 (2014)CrossRef Han, J., sic Choi, C., Park, W.K., Lee, I., Kim, S.H.: Smart home energy management system including renewable energy based on ZigBee and PLC. IEEE Trans. Consum. Electron. 60(2), 198–202 (2014)CrossRef
6.
Zurück zum Zitat Karnouskos, S.: Smart houses in the smart grid and the search for value-added services in the cloud of things era. In: IEEE International Conference on Industrial Technology, pp. 2016–2021, February 2013 Karnouskos, S.: Smart houses in the smart grid and the search for value-added services in the cloud of things era. In: IEEE International Conference on Industrial Technology, pp. 2016–2021, February 2013
7.
Zurück zum Zitat Morais, H., Kádár, P., Faria, P., Vale, Z.A., Khodr, H.M.: Optimal Scheduling of a renewable micro-grid in an isolated load area using mixed-integer linear programming. Renew. Energy 35, 151–156 (2010)CrossRef Morais, H., Kádár, P., Faria, P., Vale, Z.A., Khodr, H.M.: Optimal Scheduling of a renewable micro-grid in an isolated load area using mixed-integer linear programming. Renew. Energy 35, 151–156 (2010)CrossRef
8.
Zurück zum Zitat Bazmohammadi, N., Karimpour, A., Bazmohammadi, S.: Optimal operation management of a microgrid based on MOPSO and differential evolution algorithms. In: IEEE Iranian Conference on Smart Grids, pp. 1–6 (2012) Bazmohammadi, N., Karimpour, A., Bazmohammadi, S.: Optimal operation management of a microgrid based on MOPSO and differential evolution algorithms. In: IEEE Iranian Conference on Smart Grids, pp. 1–6 (2012)
9.
Zurück zum Zitat Chaouachi, A., Kamel, R.M., Andoulsi, R., Nagasaka, K.: Multiobjective intelligent energy management for a microgrid. IEEE Trans. Ind. Electron. 60(4), 1688–1699 (2013)CrossRef Chaouachi, A., Kamel, R.M., Andoulsi, R., Nagasaka, K.: Multiobjective intelligent energy management for a microgrid. IEEE Trans. Ind. Electron. 60(4), 1688–1699 (2013)CrossRef
10.
Zurück zum Zitat Su, W., Wang, J., Roh, J.: Stochastic energy scheduling in microgrids with intermittent renewable energy resources. IEEE Trans. Smart Grid 5(4), 1876–1883 (2014)CrossRef Su, W., Wang, J., Roh, J.: Stochastic energy scheduling in microgrids with intermittent renewable energy resources. IEEE Trans. Smart Grid 5(4), 1876–1883 (2014)CrossRef
11.
Zurück zum Zitat Hiremath, R., Shikha, S., Ravindranath, N.: Decentralized energy planning; modeling and application - a review. Renew. Sustain. Energy Rev. 11(5), 729–752 (2007)CrossRef Hiremath, R., Shikha, S., Ravindranath, N.: Decentralized energy planning; modeling and application - a review. Renew. Sustain. Energy Rev. 11(5), 729–752 (2007)CrossRef
12.
Zurück zum Zitat Logenthiran, T., Srinivasan, D., Khambadkone, A.M.: Multi-agent system for energy resource scheduling of integrated microgrids in a distributed system. Electr. Power Syst. Res. 81(1), 138–148 (2011)CrossRef Logenthiran, T., Srinivasan, D., Khambadkone, A.M.: Multi-agent system for energy resource scheduling of integrated microgrids in a distributed system. Electr. Power Syst. Res. 81(1), 138–148 (2011)CrossRef
13.
Zurück zum Zitat Miller, S., Ramchurn, S.D., Rogers, A.: Optimal decentralised dispatch of embedded generation in the smart grid. In: Proceedings of the International Conference on Autonomous Agents and Multiagent Systems, pp. 281–288 (2012) Miller, S., Ramchurn, S.D., Rogers, A.: Optimal decentralised dispatch of embedded generation in the smart grid. In: Proceedings of the International Conference on Autonomous Agents and Multiagent Systems, pp. 281–288 (2012)
14.
Zurück zum Zitat Petcu, A., Faltings, B.: Superstabilizing, fault-containing distributed combinatorial optimization. In: Proceedings of the National Conference on Artificial Intelligence, pp. 449–454 (2005) Petcu, A., Faltings, B.: Superstabilizing, fault-containing distributed combinatorial optimization. In: Proceedings of the National Conference on Artificial Intelligence, pp. 449–454 (2005)
15.
Zurück zum Zitat Nguyen, D.T., Yeoh, W., Lau, H.C., Zilberstein, S., Zhang, C.: Decentralized multi-agent reinforcement learning in average-reward dynamic DCOPs. In: Proceedings of the International Conference on Autonomous Agents and Multi-agent Systems, pp. 1341–1342 (2014) Nguyen, D.T., Yeoh, W., Lau, H.C., Zilberstein, S., Zhang, C.: Decentralized multi-agent reinforcement learning in average-reward dynamic DCOPs. In: Proceedings of the International Conference on Autonomous Agents and Multi-agent Systems, pp. 1341–1342 (2014)
16.
Zurück zum Zitat Petcu, A.: A Class of Algorithms for Distributed Constraint Optimization, vol. 194. IOS Press, Amsterdam (2009)MATH Petcu, A.: A Class of Algorithms for Distributed Constraint Optimization, vol. 194. IOS Press, Amsterdam (2009)MATH
17.
Zurück zum Zitat Chvatal, V.: Linear Programming: Series of Books in the Mathematical Sciences. W.H. Freeman, New York (1983) Chvatal, V.: Linear Programming: Series of Books in the Mathematical Sciences. W.H. Freeman, New York (1983)
Metadaten
Titel
Optimal Scheduling of On/Off Cycles: A Decentralized IoT-Microgrid Approach
verfasst von
Fernando Lezama
Jorge Palominos
Ansel Y. Rodríguez-González
Alessandro Farinelli
Enrique Munoz de Cote
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-49622-1_10