PV and Load Forecasting for Photovoltaic Communities Based on a Hybrid Model of LSTM and Transformer

This paper investigates the PV and load forecasting problem for PV communities. A construction of a PV and load forecasting model based on a hybrid model of LSTM and Transformer is proposed. The multi-attention mechanism of Transformer is added to the traditional neural network LSTM model. This hybr...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	IEEE International Conference on Industrial Technology (Online) S. 1 - 6
Hauptverfasser:	Cen, Jinglong, Zhang, Xing, Wang, Qingyi, Xiao, Zhongyuan, Xu, Chang, Li, Xiang
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 26.03.2025
Schlagworte:	Attention mechanisms Correlation Data models Load forecasting Load modeling Long short term memory multiple attention mechanisms Neural networks prediction Predictive models time Series Time series analysis Transformers
ISSN:	2643-2978
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!