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Digital twins monitor offshore platforms, subsea infrastructure, and marine assets to enable remote monitoring, predictive maintenance, and operational optimization in offshore oil and gas production and marine asset management, enabling condition-based maintenance, asset reliability, and production efficiency for maximizing uptime, reducing downtime, and ensuring safe and efficient operations in offshore and marine environments characterized by harsh conditions and remote locations.