Author

Chen Xie

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Open access Aug 2026

A Cross-Variable Time-Series Transformer Architecture Integrating Physical Features for Photovoltaic Energy Forecasting

This study introduces a Cross-Variable Attention mechanism to explicitly reconstruct nonlinear photothermal couplings via dynamic attention weights and provides an accurate, generalizable, and physically interpretable solution for collaborative multi-station distributed PV energy forecasting.

Chen Xie, Mingju Chen, Yuyan Wang et al. · Algorithms · 0 citations