Forecasting hourly electricity demand with nonparametric functional data analysis.
Yanhui ChenMengmeng MaYuye ZouPublished in: ITQM (2022)
Keyphrases
- demand forecasting
- load forecasting
- short term
- data analysis
- electricity markets
- forecasting accuracy
- long term
- electric power
- electricity consumption
- wind power
- power system
- historical data
- bp neural network
- renewable energy
- support vector regression
- forecasting model
- data collection
- forecast models
- data mining
- supply chain
- rbf neural network
- power grid
- data driven
- stock market
- market participants
- bayesian modeling
- data warehouse
- density estimation
- kernel density estimation
- rough sets
- knowledge discovery
- medium term
- high dimensional data
- economic development
- software agents
- cluster analysis
- parametric models
- biological data
- machine learning
- neural network
- nonparametric regression