Real-time process defect detection automation system and method using machine learning model
AssigneeCREFLE Inc.
InventorEunseok SEO
Life of this patent
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Abstract
An artificial intelligence-based process defect detection system may include: a photographing module that collects image data by capturing a process that progresses on an object; a machine learning model that generates work data that is a result of recognizing and reading the object based on the image data; and a detection module that receives instruction data recorded regarding a process for an object optimized for product production, detects a defect or a non-defect by comparing the work data with the instruction data, and generates defect information when the process is defective.
Claims11
An artificial intelligence-based process defect detection system comprising:
- a photographing module that collects image data by capturing a process that progresses on an object;
- a machine learning model that generates work data that is a result of recognizing and reading the object based on the image data;
- and
- a detection module that receives instruction data recorded regarding a process for an object optimized for product production, detects a defect or a non-defect by comparing the work data with the instruction data, and generates defect information when the process is defective.
An artificial intelligence-based process defect detection method comprising:
- a step in which a capturing module inputs, to a machine learning model, image data generated by capturing a process that progresses on an object;
- a step in which the machine learning model recognizes the object using the image data, generates work data for the progressed process, which is a result of reading the image data, and transmits the work data to the detection module;
- and
- a step where the detection module detects the presence or absence of defect by comparing the work data with instruction data obtained by recording an optimization process for a product produced by processing the object.
Dependencies are inferred from the claim text.