Probabilistic Forecasting Methods for System-Level Electricity Load Forecasting

10/17/2022
by   Philipp Giese, et al.
0

Load forecasts have become an integral part of energy security. Due to the various influencing factors that can be considered in such a forecast, there is also a wide range of models that attempt to integrate these parameters into a system in various ways. Due to the growing importance of probabilistic load forecast models, different approaches are presented in this analysis. The focus is on different models from the short-term sector. After that, another model from the long-term sector is presented. Then, the presented models are put in relation to each other and examined with reference to advantages and disadvantages. Afterwards, the presented papers are analyzed with focus on their comparability to each other. Finally, an outlook on further areas of development in the literature will be discussed.

READ FULL TEXT
research
05/29/2023

Meta-Regression Analysis of Errors in Short-Term Electricity Load Forecasting

Forecasting electricity demand plays a critical role in ensuring reliabl...
research
04/18/2023

Probabilistic Forecast-based Portfolio Optimization of Electricity Demand at Low Aggregation Levels

In the effort to achieve carbon neutrality through a decentralized elect...
research
03/26/2019

Short-term Load Forecasting at Different Aggregation Levels with Predictability Analysis

Short-term load forecasting (STLF) is essential for the reliable and eco...
research
12/13/2020

Forecasting Daily Primary Three-Hour Net Load Ramps in the CAISO System

The deepening penetration of variable energy resources creates unprecede...
research
08/03/2021

Electrical peak demand forecasting- A review

The power system is undergoing rapid evolution with the roll-out of adva...
research
05/09/2023

Electricity Load and Peak Forecasting: Feature Engineering, Probabilistic LightGBM and Temporal Hierarchies

We describe our experience in developing a predictive model that placed ...
research
06/01/2020

Interpretable modeling for short- and medium-term electricity load forecasting

We consider the problem of short- and medium-term electricity load forec...

Please sign up or login with your details

Forgot password? Click here to reset