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Multi-Timescale Forecasting of Battery Energy Storage State-of-Charge under Frequency Containment Reserve for Normal Operation
(IEEE, 2019-11-28)
Forecasting the state-of-charge changes of battery energy storage, anticipated from a provision of different services, can facilitate planning of its market participation strategy and leverage the maximum potential of its ...
Probabilistic Forecasting of Battery Energy Storage State-of-Charge under Primary Frequency Control
(IEEE, 2019-11-07)
Multi-service market optimization of battery energy storage system (BESS) requires assessing the forecasting uncertainty arising from coupled resources and processes. For the primary frequency control (PFC), which is one ...
Assessing the performance of deep learning models for multivariate probabilistic energy forecasting
(Elsevier, 2021-01-16)
Deep learning models have the potential to advance the short-term decision-making of electricity market participants and system operators by capturing the complex dependences and uncertainties of power system operation. ...