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The wind power generation depends on wind speed and its derivatives like: wind speed and direction. With consideration of stochastic nature of wind power, this work addresses three main issues: first, it discusses the state of art of energy forecasting with emphasis on wind power forecasting. It provides an overview of different variables on which wind
Sumit Saroha +2 more
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Forecasting of Power Demands Using Deep Learning
The forecasting of electricity demands is important for planning for power generator sector improvement and preparing for periodical operations. The prediction of future electricity demand is a challenging task due to the complexity of the available ...
Taehyung Kang +3 more
doaj +1 more source
Accurate photovoltaic (PV) power forecasting is of great significance for safe and stable operation for PV power plant and reasonable dispatching of power grids, and it is also a fundamental technology to ensure the high ratio of PV power generation ...
Yanhong Ma +5 more
doaj +1 more source
Collaborative Wind Power Forecast
There are several new emerging environments, generating data spatially spread and interrelated. These applications reinforce the importance of the development of analytical systems capable to sense the environment and receive data from different locations.
Vânia Almeida, João Gama 0001
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Despite the many advantages of renewable energy sources, the stochastic nature of their generation creates a mismatch between electricity production and demand timing. Without appropriate storage solutions, surplus energy remains unused. Although battery
Volodymyr Derii +3 more
doaj +1 more source
Deterministic Step-by-Step Control of Solar Generation Imbalances in Power Systems
This paper examines an algorithm and evaluates the upper limits of technical parameters for step-by-step management of forecast coverage for aggregated generation from solar power plants (SPPs) in Ukraine, given the high share of renewable energy sources
Artur Zaporozhets +3 more
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This study presents a novel methodology for determining zonal electricity generation and capacity requirements corresponding to forecasted annual production in an integrated power system (IPS).
Artur Zaporozhets +3 more
doaj +1 more source
Modelling the RES Balanced Integration in Forecasting the Power System’s Long-Term Development
The growing integration of variable renewable energy sources (VRES) challenges power system flexibility and may cause curtailment due to excess capacity, grid constraints, or operational and market factors.
Tetiana Nechaieva +3 more
doaj +1 more source
Machine Learning Based Solar Photovoltaic Power Forecasting: A Review and Comparison
The growing interest in renewable energy and the falling prices of solar panels place solar electricity in a favourable position for adoption. However, the high-rate adoption of intermittent renewable energy introduces challenges and the potential to ...
Jwaone Gaboitaolelwe +5 more
doaj +1 more source
With an uninterrupted power supply to the consumer, it is obligatory to balance the electricity generated by the electricity load. The effective planning of economic dispatch, reserve requirements, and quality power provision for accurate consumer ...
Manogaran Madhiarasan, Mohamed Louzazni
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