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This article discusses the use of artificial intelligence (AI) technology in fault diagnosis and prognosis of industrial equipment and mechanical structures. By utilizing a variety of sensors and data fusion techniques, AI-powered solutions can accurately predict future health conditions and aid in decision making for maintenance. The article also highlights the importance of AI in managing the vast amounts of data generated by Internet of Things (IoT) and cloud-based technologies in the industrial sector.