Multi-Horizon Electricity Load and Price Forecasting Using an Interpretable Multi-Head Self-Attention and EEMD-Based Framework

Multi-Horizon Electricity Load and Price Forecasting Using an Interpretable Multi-Head Self-Attention and EEMD-Based Framework

Accurate system marginal price and load forecasts play a pivotal role in economic power dispatch, system reliability and planning. Price forecasting helps electricity buyers and sellers in an energy market to make effective decisions when preparing their bids and making bilateral contracts. Despite...

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Bibliographic Details
Main Authors: Muhammad Furqan Azam, Muhammad Shahzad Younis
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Deep learning
energy markets
ensemble empirical mode decomposition
multi-head self-attention
short-term load and price forecasting
Kalman smoothing
Online Access:https://ieeexplore.ieee.org/document/9446053/

Internet

https://ieeexplore.ieee.org/document/9446053/

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