A critical review of wind power forecasting methods—past, present and future
The largest obstacle that suppresses the increase of wind power penetration within the
power grid is uncertainties and fluctuations in wind speeds. Therefore, accurate wind power …
power grid is uncertainties and fluctuations in wind speeds. Therefore, accurate wind power …
Short-term wind power forecasting approach based on Seq2Seq model using NWP data
Y Zhang, Y Li, G Zhang - Energy, 2020 - Elsevier
Wind power is one of the main sources of renewable energy. Precise forecast of the power
output of wind farms could greatly decrease the negative impact of wind power on power …
output of wind farms could greatly decrease the negative impact of wind power on power …
A novel genetic LSTM model for wind power forecast
Variations of produced power in windmills may influence the appropriate integration in
power-driven grids which may disrupt the balance between electricity demand and its …
power-driven grids which may disrupt the balance between electricity demand and its …
Ensemble forecasting system for short-term wind speed forecasting based on optimal sub-model selection and multi-objective version of mayfly optimization algorithm
Z Liu, P Jiang, J Wang, L Zhang - Expert Systems with Applications, 2021 - Elsevier
Wind energy has attracted considerable attention in the past decades as a low-carbon,
environmentally friendly, and efficient renewable energy. However, the irregularity of wind …
environmentally friendly, and efficient renewable energy. However, the irregularity of wind …
Energy storage in the energy transition context: A technology review
Concerns about climate change as well as fossil fuel usage restrictions motivate the energy
transition to a sustainable energy sector requiring very high penetration level of renewable …
transition to a sustainable energy sector requiring very high penetration level of renewable …
Overcoming the challenges of integrating variable renewable energy to the grid: A comprehensive review of electrochemical battery storage systems
L Deguenon, D Yamegueu, A Gomna - Journal of Power Sources, 2023 - Elsevier
The increasing penetration of intermittent renewable energy sources such as solar and wind
is creating new challenges for the stability and reliability of power systems. Electrochemical …
is creating new challenges for the stability and reliability of power systems. Electrochemical …
Deep belief network based deterministic and probabilistic wind speed forecasting approach
With the rapid growth of wind power penetration into modern power grids, wind speed
forecasting (WSF) plays an increasingly significant role in the planning and operation of …
forecasting (WSF) plays an increasingly significant role in the planning and operation of …
Hour-ahead wind power forecast based on random forests
Due to its chaotic nature, the wind behavior is difficult to forecast. Predicting wind power is a
real challenge for dispatchers who need to estimate renewable generation in advance to …
real challenge for dispatchers who need to estimate renewable generation in advance to …
Home energy management systems: A review of modelling and complexity
The increasing demand for electricity and the emergence of smart grids have presented new
opportunities for home energy management systems (HEMS) in demand response markets …
opportunities for home energy management systems (HEMS) in demand response markets …
A review of combined approaches for prediction of short-term wind speed and power
With the continuous increase of wind power penetration in power systems, the problems
caused by the volatile nature of wind speed and its occurrence in the system operations …
caused by the volatile nature of wind speed and its occurrence in the system operations …