Day-ahead probabilistic PV generation forecast for buildings energy management systems
Sign Up to like & getrecommendations! Published in 2018 at "Solar Energy"
DOI: 10.1016/j.solener.2018.06.100
Abstract: Abstract The photovoltaic (PV) generation forecast is a key element to an efficient building energy management system (EMS) operation. The forecast’s uncertainties and generation variabilities expose the loads to misplanning, and hence decrease building autonomy,… read more here.
Keywords: generation forecast; day ahead; energy management; generation ... See more keywords
Ultra-Short-Term Wind Generation Forecast Based on Multivariate Empirical Dynamic Modeling
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Industry Applications"
DOI: 10.1109/ias.2017.8101715
Abstract: Wind generation forecast approaches are typically based on fixed model structures, which might fit well with existing data but fall short in forecasting out-of-sample data. The reason lies in that predetermined models cannot always capture… read more here.
Keywords: generation forecast; wind generation; generation; ultra short ... See more keywords
Enhanced Wind Generation Forecast Using Robust Ensemble Learning
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DOI: 10.1109/tsg.2020.3021578
Abstract: This letter proposes a robust ensemble learning scheme to enhance short-term prediction of wind power generation. The ensemble problem associated with pruning and combination is formulated as a worst-case robust approximation problem, taking forecast uncertainty… read more here.
Keywords: ensemble learning; robust ensemble; wind generation; generation forecast ... See more keywords
The Generation and Forecast of Extreme Winds during the Origin and Progression of the 2017 Tubbs Fire
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DOI: 10.3390/atmos9120462
Abstract: On 8–9 October 2017, fourteen wildfires developed rapidly during a strong Diablo wind event in northern California including the Tubbs Fire, which travelled over 19 km in 3.25 h. Here, we applied the CAWFE® coupled… read more here.
Keywords: generation forecast; extreme winds; tubbs fire; forecast extreme ... See more keywords