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In the context of environmental pollution and energy resources in the growing tension, solar energy as a new type of green and renewable energy has been paid for more and more attention. The most attention focuses on photovoltaic. But the stability of PV (photovoltaic) system output is poor, the grid will seriously affect the power quality. To ensure the normal operation of photovoltaic power generation...
For wind farms, the relationship between wind speed and output can be described by power curve of wind turbines, and it is an important embodiment of power performance of wind turbines. Based on the mathematical model of the power curve of wind turbine, monitoring performance of the wind turbine can be designed. Power curve model of wind turbines can be established by using Gaussian process. Within...
In this paper, we apply the self-organizing multilayer perceptron (SOMLP) architecture proposed by Gas for temporal prediction. Our main idea is to divide a data series into several smaller sub-series which are treated as individual functions or signals. Then we can find the tendencies in detail and perform predictions based on the properties of these signals. By using the SOMLP, signals can be clustered...
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