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
相关论文
共 50 条
  • [21] Overcoming the uncertainty and volatility of wind power: Day-ahead scheduling of hydro-wind hybrid power generation system by coordinating power regulation and frequency response flexibility
    Han, Shuo
    He, Mengjiao
    Zhao, Ziwen
    Chen, Diyi
    Xu, Beibei
    Jurasz, Jakub
    Liu, Fusheng
    Zheng, Hongxi
    [J]. APPLIED ENERGY, 2023, 333
  • [22] Short-term hydro scheduling in a liberalized power system
    Fosso, OB
    Belsnes, MM
    [J]. 2004 International Conference on Power System Technology - POWERCON, Vols 1 and 2, 2004, : 1321 - 1326
  • [23] Study on the combined operation of a hydro-thermal-wind hybrid power system based on hydro-wind power compensating principles
    Wang, Yimin
    Zhao, Mingzhe
    Chang, Jianxia
    Wang, Xuebin
    Tian, Yuyu
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2019, 194 : 94 - 111
  • [24] Boosting the Power Generation in Wind and Hydro Power Production
    Bashurin, Victor P.
    Budnikov, Igor N.
    Khatunkin, Vitaliy Y.
    Klevtsov, Vladimir A.
    Ktitorov, Lev V.
    Lazareva, Anna S.
    Meshkov, Evgeny E.
    Novikova, Irina A.
    Pletenev, Fedor A.
    Yanbaev, Gennady M.
    [J]. JOURNAL OF SUSTAINABLE DEVELOPMENT OF ENERGY WATER AND ENVIRONMENT SYSTEMS-JSDEWES, 2016, 4 (03): : 279 - 292
  • [25] PROPOSAL FOR THE REPLACEMENT OF HYDROTHERMAL POWER GENERATION FOR HYDRO/WIND ONE IN THE BRAZILIAN POWER SYSTEM
    Santos, Nicorray de Q.
    Antunes, Fernando Luiz M.
    [J]. 2015 IEEE 13TH BRAZILIAN POWER ELECTRONICS CONFERENCE AND 1ST SOUTHERN POWER ELECTRONICS CONFERENCE (COBEP/SPEC), 2015,
  • [26] Provision of rotating reserves from wind power in a hydro-dominated power system
    Hjelmeland, Martin N.
    Larsen, Camilla T.
    Korpas, Magnus
    Helseth, Arild
    [J]. 2016 INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS), 2016,
  • [27] Cooperation possibilities hydro-power and wind power in the electricity system of the Czech Republic
    Kopriva, Miroslav
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL SCIENTIFIC CONFERENCE ELECTRIC POWER ENGINEERING 2007, 2007, : 520 - 524
  • [28] Frequency Regulation of a Hybrid Wind-Hydro Power Plant in an Isolated Power System
    Martinez-Lucas, Guillermo
    Ignacio Sarasua, Jose
    Angel Sanchez-Fernandez, Jose
    [J]. ENERGIES, 2018, 11 (01):
  • [29] Power System Flexibility Scheduling Model For Wind Power Integration Considering Heating System
    Wei, Wei
    Yan, Xingang
    Ni, Yingting
    Luo, Fengzhang
    Zeng, Yuan
    Xu, Ruikai
    [J]. 2017 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2017,
  • [30] Wind-hydro hybrid power system stability analysis
    Fan, YF
    Wang, YB
    Chao, Q
    [J]. ICEMS'2001: PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS I AND II, 2001, : 628 - 632