Modeling the temporal correlation of hourly day-ahead short-term wind power forecast error for optimal sizing energy storage system

C Wang, Z Liang, J Liang, Q Teng, X Dong… - International Journal of …, 2018 - Elsevier
Due to the inherent stochastic and intermittent nature of wind generation, it is very difficult to
sharply improve the wind power forecasting accuracy. The sizing of energy storage system …

Optimal sizing of energy storage considering the spatial‐temporal correlation of wind power forecast errors

C Wang, Q Teng, X Liu, F Zhang, S He… - IET Renewable …, 2019 - Wiley Online Library
Energy storage is considered as an effective approach to deal with the power deviation that
caused by the stochastic wind power forecast error. Because of the spatial‐temporal …

Wind power forecasting errors modelling approach considering temporal and spatial dependence

W Hu, Y Min, Y Zhou, Q Lu - Journal of Modern Power Systems and Clean …, 2017 - Springer
The uncertainty of wind power forecasting significantly influences power systems with high
percentage of wind power generation. Despite the wind power forecasting error causation …

Energy storage sizing optimization and sensitivity analysis based on wind power forecast error compensation

X Yu, X Dong, S Pang, L Zhou, H Zang - Energies, 2019 - mdpi.com
To better track the planned output (forecast output), energy storage systems (ESS) are used
by wind farms to compensate the forecast error of wind power and reduce the uncertainty of …

Forecasting scenario generation for multiple wind farms considering time-series characteristics and spatial-temporal correlation

Q Tu, S Miao, F Yao, Y Li, H Yin, J Han… - Journal of Modern …, 2021 - ieeexplore.ieee.org
Scenario forecasting methods have been widely studied in recent years to cope with the
wind power uncertainty problem. The main difficulty of this problem is to accurately and …

Battery energy storage sizing based on a model predictive control strategy with operational constraints to smooth the wind power

M Cao, Q Xu, X Qin, J Cai - International Journal of Electrical Power & …, 2020 - Elsevier
The variability of wind power and forecast error not only increase the difficulty in using wind
power but also bring security and stability issues into the power system. One of the solutions …

Dynamic dependence modelling of wind power uncertainty considering heteroscedastic effect

L Li, S Miao, Q Tu, S Duan, Y Li, J Han - International journal of electrical …, 2020 - Elsevier
The inherent stochastic nature of wind power poses significant challenges to the safe and
economic operation of power systems, and an accurate model of wind power forecast error …

Multi-dimensional scenario forecast for generation of multiple wind farms

M Yang, Y Lin, S Zhu, X Han… - Journal of Modern Power …, 2015 - ieeexplore.ieee.org
A novel multi-dimensional scenario forecast approach which can capture the dynamic
temporal-spatial interdependence relation among the outputs of multiple wind farms is …

A probabilistic method for energy storage sizing based on wind power forecast uncertainty

H Bludszuweit… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
A novel method is proposed for designing an energy storage system (ESS) which is
dedicated to the reduction of the uncertainty of short-term wind power forecasts up to 48 h …

Energy storage sizing for wind power: impact of the autocorrelation of day‐ahead forecast errors

P Haessig, B Multon, HB Ahmed, S Lascaud… - Wind …, 2015 - Wiley Online Library
The availability of day‐ahead production forecast is an important step toward better
dispatchability of wind power production. However, the stochastic nature of forecast errors …