Chunpeng Cang, Yi Zeng, Yunkun Han, Fuqi Si, Haijin Zhou, Fenglei Liu, Haoran Li, Kai Yu, Jian Dong. "24-hour ozone concentration forecasting using a DLinear-LSTM hybrid model incorporating periodic features via sequence decomposition." Scientific Reports, 2026. doi:10.1038/s41598-025-34561-8