Based on artificial intelligence, machine vision, computer technology, professional optical technology, and automation technology, and using customized lenses and light sources, a high-performance fully automatic inspection line, the HD-FDY-I chemical fiber cake appearance inspection system, has been developed. It can meet the stringent requirements of the chemical fiber industry and the industrial production environment. By using artificial intelligence deep learning technology and with the help of a large number of defect data samples, it can learn the multidimensional features of defects and accurately identify and classify various defects.
Function:
1. With artificial intelligence technology at its core, combined with cutting-edge technologies such as machine vision, optical imaging, and electrical automation, a fully automated silk cake appearance inspection system was finally realized through their collaboration.
2. Defect Classification: Utilizing artificial intelligence deep learning technology based on a large number of defect data samples, the system learns multidimensional defect features to accurately classify various defects.
3. By using a large number of defect samples detected later, a defect classification model can be trained through deep learning parameter tuning, thereby accurately classifying and identifying defect types. This allows for more precise grading of the silk cake quality and provides a data interface for connection with the packaging system.
4. The human-computer interaction interface (HCI) is a comprehensive embodiment of the system's functions, serving as the central control and data center for system implementation. It primarily includes functions such as real-time detection, statistical analysis, product management, user management, camera settings, and system settings. Detection data is stored in a local database, and statistical analysis functions are used to trace defects and products and conduct big data analysis, providing managers with production data.
5. Quality grading and automatic packaging interface
6. Can provide data interfaces for ERP or MES big data systems.
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