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This lecture covers the motivation behind air and water quality monitoring, the challenges faced in environmental sensing, and the use of mobile sensor systems and robotic tools for gas source localization and distribution mapping. It also delves into underwater environmental sensing, technical and practical challenges, adaptive sampling missions, and the applications of autonomous underwater vehicles in environmental monitoring.