A Diffusion–Attention-Enhanced Temporal (DATE-TM) Model: A Multi-Feature-Driven Model for Very-Short-Term Household Load Forecasting

A Diffusion–Attention-Enhanced Temporal (DATE-TM) Model: A Multi-Feature-Driven Model for Very-Short-Term Household Load Forecasting

With the proliferation of smart home devices and the ever-increasing demand for household energy management, very-short-term load forecasting (VSTLF) has become imperative for energy usage optimization, cost saving and for sustaining grid stability. Despite recent advancements, VSTLF in the househol...

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Bibliographic Details
Main Authors: Yitao Zhao, Jiahao Li, Chuanxu Chen, Quansheng Guan
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Energies
Subjects:
very-short-term load forecasting
multi-feature fusion
diffusion model
attention mechanism
energy management
Online Access:https://www.mdpi.com/1996-1073/18/3/486
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