Search results for "Styling"
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Day-ahead forecasting for photovoltaic power using artificial neural networks ensembles
2016
Solar photovoltaic plants power output forecasting using machine learning techniques can be of a great advantage to energy producers when they are implemented with day-ahead energy market data. In this work a model was developed using a supervised learning algorithm of multilayer perceptron feedforward artificial neural network to predict the next twenty-four hours (day-ahead) power of a solar facility using fetched weather forecast of the following day. Each set of tested network configuration was trained by the historical power output of the plant as a target. For each configuration, one hundred networks ensembles was averaged to give the ability to generalize a better forecast. The train…
Fire risk assessment and cable selection for enduser substations
2017
This paper examines the issues related to fire risk assessment in end-users substations. Fires in substations may be caused by electrical faults, overvoltages, lack of maintenance, etc. It is crucial that fires be confined within the substation, and not propagate into the adjacent environment, where their effects may put at risk personnel, as well as other properties. To reduce this risk of propagation, the choice of cables and the related wiring methods are crucial; in addition, the characteristics of cable chases that route cables from the substation to adjacent rooms is very important. IEEE and IEC fire protection standards for end-user substations are herein discussed, with emphasis on …