Application of OSR for Hardware Accelerated Intelligent Manufacturing Machines

This study explores the application of open-set recognition (OSR) in intelligent manufacturing. The proposed method focuses on the integration of hardware-accelerated systems in manufacturing machines as they become more complex and versatile, because the management of both and known and unknown conditions is critical for better reliability and increased productivity. The proposed OSR method provides a novel hardware-accelerated system that enables better perfor- mance and reduces downtime in response to novel conditions.