Qiying Yu, Chengshuai Liu, Runxi Li, Zhenlin Lu, Yungang Bai, Wenzhong Li, Lu Tian, Chen Shi, Yingying Xu, Biao Cao, Jianghui Zhang, Caihong Hu. "Research on a hybrid model for flood probability prediction based on time convolutional network and particle swarm optimization algorithm." Scientific Reports (2025). https://doi.org/10.1038/s41598-024-80100-2