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This review examines the application progress of artificial intelligence in environmental fields through a three-level framework encompassing monitoring, control, and management and systematically summarizes the roles of machine learning, deep learning, reinforcement learning, transfer learning, digital twins, and the Internet of Things in addressing multi-media environmental challenges.