Introduction to Energy ForecastingThe standard outline is listed below. The IEEE version (co-instructed with several other energy forecasting experts) is available HERE. Course OutlineForecasting principles - Predictable or not?
- Forecasting terminologies
- Signal, noise and tradeoff
- Forecast combination
- Diffusion of innovation
- Judgmental forecasting
Forecasting practices - Forecast evaluation
- Univariate models
- Multivariate models
- Machine learning techniques
Electric load forecasting - Driving factors
- Short term load forecasting
- Long term load forecasting
- Modern challenges
Gas load forecasting - Driving factors
- Methodologies
Wind power forecasting - Characteristics of wind and wind generation
- Key milestones in the literature
- Probabilistic wind power forecasting
- Evaluating wind power forecasts
Solar power forecasting - Driving factors of solar power generation
- Forecasting power output of solar farms
- Forecasting power output of rooftop PV
Gas and electricity price forecasting - Gas price forecasting
- Electricity price forecasting
Global Energy Forecasting Competitions - GEFCom2012: hierarchical load forecasting and wind power forecasting
- GEFCom2014: probabilistic energy forecasting
- An outlook of energy forecasting
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