在制造单元中用于检查和选择零件的智能系统

J. González-Islas, D. J. Tejeda, J. S. Cansino, V. López-Morales
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引用次数: 1

摘要

本文讨论了在制造单元中实现的人工视觉系统的设计和实现。视觉系统通过前馈人工神经网络对制造零件进行智能识别和选择,决策完全基于零件的颜色和几何形状。使用一个简单的数码相机作为图像采集设备。该图像随后由人工神经网络处理,能够识别零件的颜色。然后,可编程逻辑控制器(PLC)驱动电气动系统,以便将识别的部件存储到相应的存储库中。基于电力电子设备和数据采集卡(Data Acquisition Card, DAQ)系统的接口实现了PLC与计算机之间的通信。所提出的系统在FESTO©的实际柔性制造系统(FMS)中进行了完整的实施和测试,取得了良好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intelligent system for inspection and selection of parts in a manufacturing cell
This paper addresses the design and implementation of an artificial vision system implemented in a manufacturing cell. The vision system recognizes and selects in an intelligent manner the manufactured parts through a feedforward artificial neural network and the decisions are completely based on the part's color and its geometry. A simple digital camera is used as an image acquisition device. This image is then processed by an artificial neural network, which is able to identify the part's color. Then a Programmable Logic Controller (PLC) drives an electropneumatic system, in order to store the identified part into a corresponding repository. An interface based on power electronic devices and a Data Acquisition Card (DAQ) system implements the communication between the PLC and the computer. The proposed system is completely implemented and tested in a real Flexible Manufacturing System (FMS) of FESTO© showing good results.
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