The impacts of temperature forecast uncertainty on Bayesian load forecasting

被引:86
作者
Douglas, AP
Breipohl, AM
Lee, FN
Adapa, R
机构
[1] Univ Oklahoma, Sch Elect & Comp Engn, Norman, OK 73019 USA
[2] Elect Power Res Inst, Palo Alto, CA USA
关键词
load forecasting; bayes procedures;
D O I
10.1109/59.736298
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a short term load forecast methodology that is suitable for power system operational planning studies. Bayesian estimation is use to predict multiple step ahead peak forecasts using peak and average temperature forecasts as explanatory variables. Herein, the forecast model is developed and illustrated in a case study with utility derived system data. Special attention is given to the practical issue of forecasting the electrical load with imperfect weather information.
引用
收藏
页码:1507 / 1513
页数:7
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