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INTELLIGENCE-BASED METHOD AND INSTALLATION FOR EVALUATING QUALITY OF INDUSTRIAL PRODUCTS

机译:基于智能的工业产品质量评估方法和安装

摘要

The invention relates to an industrial intelligence-based method and installation for evaluating the quality of the industrial products, directly from the production line, with different levels of rejecting the non-conforming products. According to the invention, the method is based on image processing and consists of a first stage of taking over an image resulting from the X ray control of a checked product, a second stage of low-level image processing, which comprises the radiographic image processing, the segmentation thereof by using a Hopfield neural network and the extraction of objects resulting from segmentation, the third stage of high level faults detection, comprising the characteristics extraction and the detection proper based on fuzzy logics and the fourth stage of admission/rejection decision with three possible answers for the analyzed product, namely: "conforming product", "recoverable waste" or "non-recoverable waste". According to the invention, the installation comprises an automatic device () for handling, moving and rotating for automatic move of the examined product, an equipment () for examination with penetrating radiations, a system () for automatically processing the radiographic image and the transmission by a computing unit (), a main belt carrier (), two belt carriers () for handling the recoverable or non-recoverable waste type products, two limiters () for stopping the mentioned products and two pneumatic pushers () for directing the same, the computing unit () comprising, in its turn, a module () for processing the image, a module () for extracting the characteristic, a high level detection module () and a module () for actuating a mechanized device for handling, moving and rotating.
机译:本发明涉及一种基于工业智能的方法和设备,用于直接从生产线评估工业产品的质量,并以不同程度的剔除不合格产品。根据本发明,该方法基于图像处理,并且包括第一阶段,该第一阶段接收由被检查产品的X射线控制产生的图像,第二阶段是低级图像处理,其包括放射线图像处理。 ,使用Hopfield神经网络进行的分割以及分割产生的对象的提取,高级故障检测的第三阶段,包括基于模糊逻辑的特征提取和适当的检测以及第四阶段的允许/拒绝决策。被分析产品的三个可能答案,即:“合格产品”,“可回收废物”或“不可回收废物”。根据本发明,该设备包括:用于处理,移动和旋转以自动移动被检产品的自动装置(),用于检查具有穿透性辐射的设备(),用于自动处理放射线图像和透射的系统()。由计算单元(),主皮带架(),两个用于处理可回收或不可回收废物类产品的皮带架(),两个用于限制上述产品的限位器()和两个用于推动该产品的气动推动器() ,计算单元依次包括用于处理图像的模块(),用于提取特征的模块(),高级检测模块()和用于致动用于处理的机械化设备的模块(),移动和旋转。

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