Machine Learning-Additional Decision Constraints for Improved MILP Day-Ahead Unit Commitment Method

This paper introduces a two-stage (offline and online) artificial neural network (ANN) driven constraint creator model to improve the computational quality of day-ahead unit commitment (DAUC) in power systems. The DAUC is crucial for planning 24-hour operations and complex bid clearing through mixed...

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Bibliographic Details
Main Authors: Mohamed Ibrahim Abdelaziz Shekeew, Bala Venkatesh
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10274905/