BLformer: a short-term electrical bus load forecasting method based on enhanced Patch-TSTransformer

BLformer: a short-term electrical bus load forecasting method based on enhanced Patch-TSTransformer

This study addresses the challenges in short-term electrical bus load forecasting. We propose a novel BLformer framework based on an enhanced Patch-TSTransformer. The framework quantifies the importance of temporal features across three load types and filters key input dimensions to reduce redundant...

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Bibliographic Details
Main Authors: Hui Liu, Qian Chen, Di Zhang, Haiyun Wang, Xinchen Zhao, Zaichi Zhang, Lei Fu, Wei Wang, Sizhuang Chen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Energy Research
Subjects:
electrical bus load forecasting
Patch-Tstransformer
sparse attention
DCNN fusion
multi-source load coupling
Online Access:https://www.frontiersin.org/articles/10.3389/fenrg.2025.1622991/full
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https://www.frontiersin.org/articles/10.3389/fenrg.2025.1622991/full

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