Smallsquare.github.io
PVOD Regression - Photovoltaic power output prediction based on weather data. PVOD is a public dataset that contains real photovoltaic power output and weather condition data. The regression of this dataset can be used to forecast PV power. The code is available on my Github repo … See more Why do this? I planned to use this dataset for my research project, but then my supervisor provided me with a better private dataset for research. So some very simple work done … See more This dataset includes data from ten power stations in relatively close geographical proximity. I will use station03as an example. We can learn some basic information from the provided metadata. Here are columns of … See more Well, now we are finally ready to model. Since this is just a simple try on PVOD, I will use models in scikit-learnpackage. Here is the … See more The datetime is pretty important and we need to do some engineering on it. For a cyclic feature like date or time, to keep the distance among values in a cyclic feature reasonable, we should encode it. The exact method and … See more
Smallsquare.github.io
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