Joint modelling of wind power and hydro inflow for power system scheduling

被引:4
|
作者
Larsen, Camilla Thorrud [1 ]
Doorman, Gerard [1 ]
Mo, Birger [2 ]
机构
[1] Norwegian Univ Sci & Technol NTNU, Dept Elect Power Engn, NO-7491 Trondheim, Norway
[2] SINTEF Energy Res, NO-7465 Trondheim, Norway
关键词
Forecasting; hydro inflow; power system scheduling; wind power; vector autoregressive model; FORECAST; SPEED;
D O I
10.1016/j.egypro.2015.12.350
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper concerns the joint modelling of wind power and hydro inflow for long- term power system scheduling. We propose a vector autoregressive model applied to deseasonalized series to describe the joint generating mechanism of wind and inflow. The model was applied to daily and weekly bivariate time series comprising wind and inflow from seven regions in Norway. We found evidence of both lagged and contemporaneous dependencies between wind and inflow, in particular, our results indicate that wind is useful in forecasting inflow, but not the other way around. The forecasting performance of the proposed VAR models was compared to that of independent AR models, as well as the persistence forecasts. Our results show that the VAR model was able to provide better forecasts than the AR models and the persistence forecast, for both the daily and weekly time series. (C) 2016 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:189 / 196
页数:8
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