Zhang, R., Guo, L., Sun, J., Zhong, X., Zheng, X., Qu, L., Zhang, S., Qin, L. (2026). CNN-LSTM model optimized by improved sparrow search algorithm for oil well production prediction. Scientific Reports. https://doi.org/10.1038/s41598-026-43674-7