DocumentCode :
2739331
Title :
Application of Uncertainty Reasoning Based on Cloud Theory in Spatial Load Forecasting
Author :
Yang, Xueming ; Yuan, Jinsha ; Zhang, Tiefeng ; Mao, Huina
Author_Institution :
Dept. of Electr. Eng., North China Electr. Power Univ., Baoding
Volume :
2
fYear :
0
fDate :
0-0 0
Firstpage :
7567
Lastpage :
7571
Abstract :
The fuzzy logic method is a useful way in spatial load forecasting (SLF) simulation. However, the randomness is not fully considered in its key step. This paper proposes a new SLF model for distribution network, which brings in cloud theory. The knowledge representation based on cloud model is adopted to integrate fuzziness and randomness of qualitative concept. The uncertainty reasoning based on it is used to calculate the preference score of the partitioned small area. The randomness of land-use decision is indicated by hyper-entropy obtained from each rule confidence and the digital characters of each cloud model. The small area redevelopment criteria based on this model are provided. Furthermore, the linear multi-objective programming is introduced and improved for the whole-optimal land distribution in which the economic effect and redevelopment are considered. Finally, this model is implemented and the analysis for a real instance is described
Keywords :
distribution networks; entropy; fuzzy logic; knowledge representation; land use planning; linear programming; load forecasting; power engineering computing; power system simulation; uncertainty handling; cloud theory; distribution network; fuzzy logic; hyperentropy; knowledge representation; land-use decision; linear multiobjective programming; optimal land distribution; spatial load forecasting; uncertainty reasoning; Clouds; Economic forecasting; Fuzzy logic; Fuzzy reasoning; Geographic Information Systems; Load forecasting; Power generation economics; Power system modeling; Predictive models; Uncertainty; Cloud theory; Spatial load forecasting; Uncertainty reasoning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
Type :
conf
DOI :
10.1109/WCICA.2006.1713437
Filename :
1713437
Link To Document :
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