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This Special Issue aims to explore the potential of artificial intelligence (AI), Internet of Things (IoT), and machine learning in membrane distillation and other membrane-based water treatment processes. It brings together researchers, academics, and industry professionals from various disciplines to share their knowledge, ideas, and experiences in this area. The Special Issue will cover various topics related to AI, IoT, and machine learning in water treatment, such as the need for innovation and collaboration to advance the field of membrane-based water treatment and meet the growing demand for freshwater sustainably and cost effectively.