视觉分类系统的设计与开发

T. Tho, Nguyen Truong Thinh, Nguyen Huy Bich
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引用次数: 14

摘要

分选是生产线上的重要工作之一,对产品的均一性有着重要的影响。利用视觉系统来提高自动分拣系统的工作效率是目前研究的热点。本文介绍了一种基于计算机的视觉分类系统,该系统可以识别水果的位置和性质。分拣系统使用放置在机械传送带顶部的高分辨率摄像机。通过相机捕捉到的图像,软件将执行算法来识别物体的特征(例如)。番茄,百香果)进行排序,并将排序对象的位置输入数据库,对象的数据可用于与执行器控制器同步的拾取和放置过程。排序过程包括以下几个步骤:检测物体,确定物体的颜色、大小、形状等属性。,定位分拣对象,计算实际抓取位置,将分拣过程的结果存储并转换为信号,与执行器控制系统通信,执行分拣任务。该算法将在番茄和百香果上进行实验,对实验结果进行分析和评价,计算出视觉系统的稳定性,使生产效率和精度达到合适的水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and Development of the Vision Sorting System
Sorting is one of the important tasks in production line and it has an appreciable effect to the homogeneous of products. Using vision system to increase productivity in automatic sorting system interests a large of researchers. In this paper, we recommend a vision sorting system based on computer that can identify the position and properties of fruits. The sorting system uses the high resolution camera placed on the top of the mechanical conveyor belt. With the images captured by the camera, the software will perform the algorithms to identify the characteristics of the object (ei. tomatoes, passion fruits) to sort and give the location of sorted objects to database, the data of objects can be used by pick and place process that synchronize with controller of the actuators. The sorting process comprising the steps of: detecting the object, determine the object properties as color, size, shape,..., locate the sorted object, calculate the actual gripping position, the results of the sorting process will be stored and converted into signals to communicate with the control system of actuators to perform the sorting tasks. The algorithms will be experimented on tomatoes and passion fruits, results will be analyzed and evaluated to calculate the stable of the vision system, so that the productivity and accurate efficiency is appropriate.
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