Skip to main content

2016 | OriginalPaper | Buchkapitel

Combination and Optimization Load Forecasting Based on Credibility

verfasst von : Jia-liang Chen, Shu-bo Hu, Wei Zhou, Lin Zhao, Jian-ming Yu, Guo-hui Shen, Jing-jie Sun

Erschienen in: Proceedings of the 5th International Conference on Electrical Engineering and Automatic Control

Verlag: Springer Berlin Heidelberg

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

search-config
loading …

Abstract

Load forecasting is based on the known history of electricity demands, and it considers political, economic, and climate factors to make forecasting for the future electricity demands. This article first analysis the trends of history power load, and then choose load forecasting methods according to the trends. Through the analysis and comparison of the load forecasting methods’ credibility, assess the adaptability between forecasting methods and power load integrated. Higher credibility load forecasting methods are got through credibility sorting and then weights for each method are solved by optimization. The sorted load forecasting methods are combined together to forecast load power. Then to make the forecasting result more accuracy, after-test residue checking method is used to test the forecasting results. Forecasting electricity consumption of local actual operation power load and getting high credibility forecasting results can ensure the construction of local power grid develop with correct direction.

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 Guo K-L, Tan L-N, Huang H (2011) The application of wavelet packet based Markov Chain in short-term load forecasting. Power Syst Prot Control 39(6):66–701 Guo K-L, Tan L-N, Huang H (2011) The application of wavelet packet based Markov Chain in short-term load forecasting. Power Syst Prot Control 39(6):66–701
2.
Zurück zum Zitat Kang C, Xia Q, Shen Y et al (1999) Integrated model of power system load forecasting. J Tsinghua Univ (Sci Technol) 39(1):8–11 Kang C, Xia Q, Shen Y et al (1999) Integrated model of power system load forecasting. J Tsinghua Univ (Sci Technol) 39(1):8–11
3.
Zurück zum Zitat Li P, Yan Y, Zheng W-J et al (2010) Short-term load forecasting based on quantum neural network by evidential theory. Power Syst Prot Control 38(16):49–53 Li P, Yan Y, Zheng W-J et al (2010) Short-term load forecasting based on quantum neural network by evidential theory. Power Syst Prot Control 38(16):49–53
4.
Zurück zum Zitat Ma X-S, Shi T-J (2008) Credibility theory based approach to build optimal bidding strategies with risk management for generation companies. Power and energy society general meeting—conversion and delivery of electrical energy in the 21st century, 2008 IEEE, pp 1–5 Ma X-S, Shi T-J (2008) Credibility theory based approach to build optimal bidding strategies with risk management for generation companies. Power and energy society general meeting—conversion and delivery of electrical energy in the 21st century, 2008 IEEE, pp 1–5
5.
Zurück zum Zitat Miao Z, Wu H, Li T et al (2009) Application of combination determining weights method based on LAD to the power mid-long term load forecasting. Power Syst Prot Control 37(2):28–31 Miao Z, Wu H, Li T et al (2009) Application of combination determining weights method based on LAD to the power mid-long term load forecasting. Power Syst Prot Control 37(2):28–31
6.
Zurück zum Zitat Ning X-X, Liu S-F (2009) Management forecasting and decision-making method. Science Press, Beijing, pp 113–145 Ning X-X, Liu S-F (2009) Management forecasting and decision-making method. Science Press, Beijing, pp 113–145
7.
Zurück zum Zitat Wen Q, Zhang X, Yang X (2011) The application of combination forecasting model in medium-long term load forecasting based on load error and economic development trend. Power Syst Prot Control 39(3):57–61 Wen Q, Zhang X, Yang X (2011) The application of combination forecasting model in medium-long term load forecasting based on load error and economic development trend. Power Syst Prot Control 39(3):57–61
8.
Zurück zum Zitat Yuan T-J, Yuan J-D, Chao Q et al (2012) Study on the comprehensive model of mid-long term load forecasting. Power Syst Prot Control 40(14):143–151 Yuan T-J, Yuan J-D, Chao Q et al (2012) Study on the comprehensive model of mid-long term load forecasting. Power Syst Prot Control 40(14):143–151
Metadaten
Titel
Combination and Optimization Load Forecasting Based on Credibility
verfasst von
Jia-liang Chen
Shu-bo Hu
Wei Zhou
Lin Zhao
Jian-ming Yu
Guo-hui Shen
Jing-jie Sun
Copyright-Jahr
2016
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-48768-6_17

Neuer Inhalt