Towards Automated Model Selection for Wind Speed and Solar Irradiance Forecasting.
Konstantinos BlazakisNikolaos SchetakisPaolo BonfiniKonstantinos StavrakakisEmmanuel S. KarapidakisYiannis A. KatsigiannisPublished in: Sensors (2024)
Keyphrases
- model selection
- wind speed
- wind power
- short term
- cross validation
- long term
- hyperparameters
- meteorological data
- parameter estimation
- bayesian learning
- short term prediction
- wind farm
- mixture model
- regression model
- selection criterion
- generalization error
- machine learning
- power plant
- sample size
- variable selection
- statistical inference
- error estimation
- model selection criteria
- wind turbine
- electricity markets
- forecasting model
- support vector regression
- bayesian information criterion
- information criterion
- power generation
- automatic model selection
- feature selection
- maximum likelihood
- kernel function
- closed form
- parameter determination
- relative humidity
- gaussian process