由曲凯、山子涵、王倩月等撰写的论文“Forwardformer: Efficient Transformer with Multi-Scale Forward Self-Attention for Day-Ahead Load Forecasting”被电力领域权威期刊IEEE Transactions on Power System（2022影响因子：7.326）录用并发表，该论文针对电力系统负荷预测问题，提出一种全新的Forwardformer网络，大幅度提高了负荷预测准确性及计算效率。

      论文引用信息：K. Qu, G. Si, Z. Shan, Q. Wang, X. Liu and C. Yang, "Forwardformer: Efficient Transformer with Multi-Scale Forward Self-Attention for Day-Ahead Load Forecasting," in IEEE Transactions on Power Systems, doi: 10.1109/TPWRS.2023.3266369.