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The research of this group focuses on the following directions: (1) Safety direction (chemical process fault diagnosis, intelligent risk assessment and prediction and warning) (2) Artificial Intelligence (machine learning-assisted agent screening, agent model construction and autonomous optimization) (3) Environmental protection (optimization of complex chemical processes, cleaner production and upgrading of energy structure)