Industrial Time Series Data-Driven Causal Delay Relationship Analysis for Complex Industrial Processes. - Hai-Bo Qiao; Yan-Ning Sun; Li-Lan Liu; Zeng-Gui Gao; Yong Yang; Hongwei Xu (CASE, 2024)

A hierarchical granger causality analysis framework based on information of redundancy for root cause diagnosis of process disturbances. - Jianguo Wang; Rui Chen; Xiang-Yun Ye; Zhong-Tao Xie; Yuan Yao 002; Li-Lan Liu (Comput. Chem. Eng., 2024)

Reconstructing causal networks from data for the analysis, prediction, and optimization of complex industrial processes. - Yan-Ning Sun; Yun-Jie Pan; Li-Lan Liu; Zeng-Gui Gao; Wei Qin (Eng. Appl. Artif. Intell., 2024)

Uncertainty-aware Bayesian neural network with SHAP interpretability for data-driven assembly quality prediction in complex manufacturing systems. - Jie Wu; Yan-Ning Sun; Yi-Tian Song; Li-Lan Liu; Zeng-Gui Gao; Wei Qin (Adv. Eng. Informatics, 2025)