Stacked hybrid model for load forecasting: integrating transformers, ANN, and fuzzy logic

Stacked hybrid model for load forecasting: integrating transformers, ANN, and fuzzy logic

Abstract Modern energy management systems must include load forecasting in order for utilities to plan and optimize electricity distribution, lower operating costs, and improve grid stability. With the addition of renewable energy sources and the advancement of smart grid technology, energy systems...

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Bibliographic Details
Main Authors: Elakkiya E, Antony Raj S, Arunkumar Balakrishnan, Bhavyasri Sanisetty, Revanth Balaji Bandaru
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Load forecasting
Time series transformer
FLT + ANN
Hybrid model
Energy management
Online Access:https://doi.org/10.1038/s41598-025-04210-1
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https://doi.org/10.1038/s41598-025-04210-1

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