Skip to main content

2017 | OriginalPaper | Buchkapitel

A Mixed Artificial Bee Colony Algorithm for the Time-of-Use Pricing Optimization

verfasst von : Huiyan Yang, Xianneng Li, Guangfei Yang

Erschienen in: Advances in Swarm Intelligence

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

Demand side management (DSM) is proposed to solve the contradiction between supply and demand of electricity market. To avoid the peak load, time-of-use (TOU) pricing strategy plays an important role in DSM to affect the behavior of using electricity by the users. In this paper, we proposed a mixed artificial bee colony (mABC) algorithm to TOU pricing optimization. Different from traditional research which optimizes the time division and electricity price separately, we consider these two factors together and optimize them simultaneously through the proposed mABC. The experimental results on a real-world scenario show the superiority of the mABC over traditional state-of-the-art methods.

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!

Literatur
1.
Zurück zum Zitat Arteconi, A., Hewitt, N., Polonara, F.: State of the art of thermal storage for demand-side management. Appl. Energy 93, 371–389 (2012)CrossRef Arteconi, A., Hewitt, N., Polonara, F.: State of the art of thermal storage for demand-side management. Appl. Energy 93, 371–389 (2012)CrossRef
2.
Zurück zum Zitat Celebi, E., Fuller, J.D.: Time-of-use pricing in electricity markets under different market structures. IEEE Trans. Power Syst. 27(3), 1170–1181 (2012)CrossRef Celebi, E., Fuller, J.D.: Time-of-use pricing in electricity markets under different market structures. IEEE Trans. Power Syst. 27(3), 1170–1181 (2012)CrossRef
3.
Zurück zum Zitat Datchanamoorthy, S., Kumar, S., Ozturk, Y., Lee, G.: Optimal time-of-use pricing for residential load control. In: 2011 IEEE International Conference on Smart Grid Communications (SmartGridComm). pp. 375–380, IEEE (2011) Datchanamoorthy, S., Kumar, S., Ozturk, Y., Lee, G.: Optimal time-of-use pricing for residential load control. In: 2011 IEEE International Conference on Smart Grid Communications (SmartGridComm). pp. 375–380, IEEE (2011)
4.
Zurück zum Zitat Gellings, C.W.: The concept of demand-side management for electric utilities. Proc. IEEE 73(10), 1468–1470 (1985)CrossRef Gellings, C.W.: The concept of demand-side management for electric utilities. Proc. IEEE 73(10), 1468–1470 (1985)CrossRef
5.
Zurück zum Zitat Hatami, A., Seifi, H., Sheikh-El-Eslami, M.K.: A stochastic-based decision-making framework for an electricity retailer: time-of-use pricing and electricity portfolio optimization. IEEE Trans. Power Syst. 26(4), 1808–1816 (2011)CrossRef Hatami, A., Seifi, H., Sheikh-El-Eslami, M.K.: A stochastic-based decision-making framework for an electricity retailer: time-of-use pricing and electricity portfolio optimization. IEEE Trans. Power Syst. 26(4), 1808–1816 (2011)CrossRef
6.
Zurück zum Zitat Karaboga, D., Basturk, B.: On the performance of artificial bee colony (ABC) algorithm. Appl. Soft Comput. 8(1), 687–697 (2008)CrossRef Karaboga, D., Basturk, B.: On the performance of artificial bee colony (ABC) algorithm. Appl. Soft Comput. 8(1), 687–697 (2008)CrossRef
7.
Zurück zum Zitat Kurucz, C.N., Brandt, D., Sim, S.: A linear programming model for reducing system peak through customer load control programs. IEEE Trans. Power Syst. 11(4), 1817–1824 (1996)CrossRef Kurucz, C.N., Brandt, D., Sim, S.: A linear programming model for reducing system peak through customer load control programs. IEEE Trans. Power Syst. 11(4), 1817–1824 (1996)CrossRef
8.
Zurück zum Zitat Li, X., Yang, G.: Artificial bee colony algorithm with memory. Appl. Soft Comput. 41, 362–372 (2016)CrossRef Li, X., Yang, G.: Artificial bee colony algorithm with memory. Appl. Soft Comput. 41, 362–372 (2016)CrossRef
9.
Zurück zum Zitat Li, X., Yang, G., Kıran, M.S.: Search experience-based search adaptation in artificial bee colony algorithm. In: 2016 IEEE Congress on Evolutionary Computation (CEC), pp. 2524–2531. IEEE (2016) Li, X., Yang, G., Kıran, M.S.: Search experience-based search adaptation in artificial bee colony algorithm. In: 2016 IEEE Congress on Evolutionary Computation (CEC), pp. 2524–2531. IEEE (2016)
10.
Zurück zum Zitat Min, L., Yanhui, Z., Bailin, H.: Peak and valley periods division and time-of-use price based on power generation cost. East China Electr. Power 33(12), 90–91 (2005) Min, L., Yanhui, Z., Bailin, H.: Peak and valley periods division and time-of-use price based on power generation cost. East China Electr. Power 33(12), 90–91 (2005)
11.
Zurück zum Zitat Mühlenbein, H., Paaß, G.: From recombination of genes to the estimation of distributions I. Binary parameters. In: Voigt, H.-M., Ebeling, W., Rechenberg, I., Schwefel, H.-P. (eds.) PPSN 1996. LNCS, vol. 1141, pp. 178–187. Springer, Heidelberg (1996). doi:10.1007/3-540-61723-X_982 CrossRef Mühlenbein, H., Paaß, G.: From recombination of genes to the estimation of distributions I. Binary parameters. In: Voigt, H.-M., Ebeling, W., Rechenberg, I., Schwefel, H.-P. (eds.) PPSN 1996. LNCS, vol. 1141, pp. 178–187. Springer, Heidelberg (1996). doi:10.​1007/​3-540-61723-X_​982 CrossRef
12.
Zurück zum Zitat Ng, K.H., Sheble, G.B.: Direct load control-a profit-based load management using linear programming. IEEE Trans. Power Syst. 13(2), 688–694 (1998)CrossRef Ng, K.H., Sheble, G.B.: Direct load control-a profit-based load management using linear programming. IEEE Trans. Power Syst. 13(2), 688–694 (1998)CrossRef
13.
Zurück zum Zitat Ning, N.: Research on Time-of-Use Price Optimization of DSM Based on Genetic Algorithm. Tianjin University, Tianjin (2012) Ning, N.: Research on Time-of-Use Price Optimization of DSM Based on Genetic Algorithm. Tianjin University, Tianjin (2012)
14.
Zurück zum Zitat Rabl, V.A., Gellings, C.W.: The concept of demand-side management. In: De Almeida, A.T., Rosenfeld, A.H. (eds.) Demand-Side Management and Electricity End-Use Efficiency. NATO ASI Series, vol. 149, pp. 99–112. Springer, Netherlands (1988). doi:10.1007/978-94-009-1403-2_5 CrossRef Rabl, V.A., Gellings, C.W.: The concept of demand-side management. In: De Almeida, A.T., Rosenfeld, A.H. (eds.) Demand-Side Management and Electricity End-Use Efficiency. NATO ASI Series, vol. 149, pp. 99–112. Springer, Netherlands (1988). doi:10.​1007/​978-94-009-1403-2_​5 CrossRef
15.
Zurück zum Zitat Schmidt, M., Lipson, H.: Distilling free-form natural laws from experimental data. Science 324(5923), 81–85 (2009)CrossRef Schmidt, M., Lipson, H.: Distilling free-form natural laws from experimental data. Science 324(5923), 81–85 (2009)CrossRef
16.
Zurück zum Zitat Sheen, J.N., Chen, C.S., Yang, J.K.: Time-of-use pricing for load management programs in taiwan power company. IEEE Trans. Power Syst. 9(1), 388–396 (1994)CrossRef Sheen, J.N., Chen, C.S., Yang, J.K.: Time-of-use pricing for load management programs in taiwan power company. IEEE Trans. Power Syst. 9(1), 388–396 (1994)CrossRef
17.
Zurück zum Zitat Strbac, G.: Demand side management: benefits and challenges. Energy policy 36(12), 4419–4426 (2008)CrossRef Strbac, G.: Demand side management: benefits and challenges. Energy policy 36(12), 4419–4426 (2008)CrossRef
18.
Zurück zum Zitat Torriti, J.: Price-based demand side management: assessing the impacts of time-of-use tariffs on residential electricity demand and peak shifting in Northern Italy. Energy 44(1), 576–583 (2012)CrossRef Torriti, J.: Price-based demand side management: assessing the impacts of time-of-use tariffs on residential electricity demand and peak shifting in Northern Italy. Energy 44(1), 576–583 (2012)CrossRef
19.
Zurück zum Zitat Wei, D., Jiahai, Y., Zhaoguang, H.: Time-of-use price decision model considering users reaction and satisfaction index. Autom. Electr. Power Syst. 29(20), 10–14 (2005) Wei, D., Jiahai, Y., Zhaoguang, H.: Time-of-use price decision model considering users reaction and satisfaction index. Autom. Electr. Power Syst. 29(20), 10–14 (2005)
20.
Zurück zum Zitat Yang, G., Li, X., Wang, J., Lian, L., Ma, T.: Modeling oil production based on symbolic regression. Energy Policy 82, 48–61 (2015)CrossRef Yang, G., Li, X., Wang, J., Lian, L., Ma, T.: Modeling oil production based on symbolic regression. Energy Policy 82, 48–61 (2015)CrossRef
Metadaten
Titel
A Mixed Artificial Bee Colony Algorithm for the Time-of-Use Pricing Optimization
verfasst von
Huiyan Yang
Xianneng Li
Guangfei Yang
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-61824-1_36

Premium Partner