[go: up one dir, main page]
More Web Proxy on the site http://driver.im/

CN115770735A - Axial rectifier diode detection and sorting system and method based on machine vision - Google Patents

Axial rectifier diode detection and sorting system and method based on machine vision Download PDF

Info

Publication number
CN115770735A
CN115770735A CN202211503019.9A CN202211503019A CN115770735A CN 115770735 A CN115770735 A CN 115770735A CN 202211503019 A CN202211503019 A CN 202211503019A CN 115770735 A CN115770735 A CN 115770735A
Authority
CN
China
Prior art keywords
diode
detected
appearance
image
resistance value
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN202211503019.9A
Other languages
Chinese (zh)
Inventor
李兴成
肖广进
钱淳
王凯
黄飞宏
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Jiangsu University of Technology
Original Assignee
Jiangsu University of Technology
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Jiangsu University of Technology filed Critical Jiangsu University of Technology
Priority to CN202211503019.9A priority Critical patent/CN115770735A/en
Publication of CN115770735A publication Critical patent/CN115770735A/en
Pending legal-status Critical Current

Links

Images

Landscapes

  • Sorting Of Articles (AREA)

Abstract

本发明提供一种基于机器视觉的轴向整流二极管检测与分拣系统和方法,其中,所述检测与分拣系统包括:视觉检测装置,视觉检测装置用于检测待检测二极管是否到达待检测区域,并在待检测二极管到达待检测区域时获取待检测二极管的外观图像和阻值;控制装置,控制装置与视觉检测装置相连,控制装置用于接收待检测二极管的外观图像和阻值,并根据待检测二极管的外观图像和阻值判断待检测二极管是否为不良品;分拣装置,分拣装置与控制装置相连,分拣装置用于对不良品进行分拣。本发明能够对轴向整流二级管进行自动化检测与分拣,不仅降低了人工成本,而且能够提高生产效率。

Figure 202211503019

The present invention provides a machine vision-based axial rectifier diode detection and sorting system and method, wherein the detection and sorting system includes: a visual detection device, the visual detection device is used to detect whether the diode to be detected has reached the area to be detected , and obtain the appearance image and resistance value of the diode to be detected when the diode to be detected reaches the area to be detected; the control device is connected to the visual detection device, and the control device is used to receive the appearance image and resistance value of the diode to be detected, and according to The appearance image and resistance value of the diode to be detected determine whether the diode to be detected is a defective product; the sorting device is connected to the control device, and the sorting device is used to sort the defective product. The invention can automatically detect and sort the axially rectified secondary tubes, not only reduces labor costs, but also improves production efficiency.

Figure 202211503019

Description

基于机器视觉的轴向整流二极管检测与分拣系统和方法Axial rectifier diode detection and sorting system and method based on machine vision

技术领域technical field

本发明涉及二极管检测技术领域,具体涉及一种基于机器视觉的轴向整流二极管检测与分拣系统和一种基于机器视觉的轴向整流二极管检测与分拣方法。The invention relates to the technical field of diode detection, in particular to a machine vision-based axial rectification diode detection and sorting system and a machine vision-based axial rectification diode detection and sorting method.

背景技术Background technique

整流二极管是一种将交流电变为直流电的半导体器件,它具有单向导电性,即电流只能从二极管的正极流入,负极流出。如果给二极管加上反向电流,则二极管不导通。A rectifier diode is a semiconductor device that converts alternating current into direct current. It has unidirectional conductivity, that is, current can only flow in from the positive pole of the diode and flow out from the negative pole. If a reverse current is applied to the diode, the diode will not conduct.

一般情况下,二极管在生产完成后,或者是进行下一步组装工艺前,都需要对产品进行检测,包括二极管的外观检测与电性能检测。然而,传统的外观检测手段都是依靠人工,这样会导致操作员视力疲劳,从而导致检测结果的不稳定,其次,传统的二极管电性能检测的流程较为繁琐。In general, after the production of the diode is completed, or before the next step of assembly process, the product needs to be inspected, including the appearance inspection and electrical performance inspection of the diode. However, the traditional appearance inspection methods rely on manual work, which will cause the operator's eyesight fatigue, which will lead to unstable inspection results. Secondly, the traditional inspection process of diode electrical performance is relatively cumbersome.

发明内容Contents of the invention

本发明为解决上述技术问题,提供了一种基于机器视觉的轴向整流二极管检测与分拣系统和方法,能够对轴向整流二级管进行自动化检测与分拣,不仅降低了人工成本,而且能够提高生产效率。In order to solve the above technical problems, the present invention provides a machine vision-based axial rectifier diode detection and sorting system and method, which can automatically detect and sort axial rectifier diodes, which not only reduces labor costs, but also Can improve production efficiency.

本发明采用的技术方案如下:The technical scheme that the present invention adopts is as follows:

一种基于机器视觉的轴向整流二极管检测与分拣系统,包括:视觉检测装置,所述视觉检测装置用于检测待检测二极管是否到达待检测区域,并在所述待检测二极管到达所述待检测区域时获取所述待检测二极管的外观图像和阻值;控制装置,所述控制装置与所述视觉检测装置相连,所述控制装置用于接收待检测二极管的外观图像和阻值,并根据所述待检测二极管的外观图像和阻值判断所述待检测二极管是否为不良品;分拣装置,所述分拣装置与所述控制装置相连,所述分拣装置用于对所述不良品进行分拣。A machine vision-based axial rectifier diode detection and sorting system, comprising: a visual detection device, the visual detection device is used to detect whether the diode to be detected reaches the area to be detected, and when the diode to be detected reaches the area to be detected Obtain the appearance image and resistance value of the diode to be detected when detecting the area; the control device, the control device is connected with the visual detection device, and the control device is used to receive the appearance image and resistance value of the diode to be detected, and according to The appearance image and resistance value of the diode to be detected determine whether the diode to be detected is a defective product; a sorting device, the sorting device is connected to the control device, and the sorting device is used to sort the defective product for sorting.

一种基于机器视觉的轴向整流二极管检测与分拣系统还包括:传送装置,所述传送装置与所述控制装置相连,所述传送装置用于将所述待检测二极管传送至所述待检测区域。A machine vision-based axial rectifier diode detection and sorting system also includes: a transfer device, the transfer device is connected to the control device, and the transfer device is used to transfer the diode to be detected to the area.

所述传送装置包括:上料振动盘,所述上料振动盘用于将无序摆放的所述待检测二极管在振动传送的过程中摆成沿Y轴方向的水平状态;卡槽传送单元,所述卡槽传送单元用于将水平状态的所述待检测二极管传送至所述视觉检测装置,且所述卡槽传送单元内侧有滚轮传送模块。The conveying device includes: a feeding vibrating plate, which is used to place the disorderly placed diodes to be detected in a horizontal state along the Y-axis direction during the vibration conveying process; a slot conveying unit , the card slot transfer unit is used to transfer the diode to be detected in a horizontal state to the visual inspection device, and there is a roller transfer module inside the card slot transfer unit.

所述上料振动盘包括:振动盘、直线送料器、分料挡板和光电传感器。The feeding vibration plate includes: a vibration plate, a linear feeder, a material distribution baffle and a photoelectric sensor.

所述待检测区域包括外观检测区域和阻值检测区域。The area to be detected includes an appearance detection area and a resistance value detection area.

所述视觉检测装置包括:外观视觉检测单元,所述外观视觉检测单元用于检测所述待检测二极管是否到达所述外观检测区域,并在所述二极管到达所述外观检测区域时采集所述待检测二极管的本体和引脚图像并传输至所述控制装置上,其中,所述外观检测区域位于所述外观视觉检测单元正下方;阻值视觉检测单元,所述阻值视觉检测单元用于检测所述待检测二极管是否到达所述阻值视觉检测区域,并在所述待检测二极管到达阻值视觉检测区域时采集所述待检测二极管的正、反向的阻值大小并传输至所述控制装置上,其中,所述阻值检测区域位于所述阻值视觉检测单元正下方。The visual inspection device includes: an appearance visual inspection unit, the appearance visual inspection unit is used to detect whether the diode to be inspected has reached the appearance detection area, and collect the Detect the body and pin images of the diode and transmit them to the control device, wherein the appearance detection area is located directly below the appearance visual detection unit; the resistance visual detection unit is used to detect Whether the diode to be detected reaches the resistance visual detection area, and when the diode to be detected reaches the resistance visual detection area, the forward and reverse resistance values of the diode to be detected are collected and transmitted to the control On the device, wherein the resistance detection area is located directly below the resistance visual detection unit.

所述外观视觉检测单元包括:外观拍照相机组,所述外观拍照相机组包括第一外观拍照相机、第二外观拍照相机和第三外观拍照相机,分别用于获取所述待检测二极管的第一图像、所述待检测二极管的第二图像和所述待检测二极管的第三图像,其中,所述第一图像为所述待检测二极管的本体外表面和引脚图像、所述第二图像为所述待检测二极管的本体底部图像和后方引脚图像、所述第三图像为所述待检测二极管的本体底部图像和前方引脚图像;第一传感器,所述第一传感器用于检测所述待检测二极管是否到达所述外观视觉检测单元。The appearance visual detection unit includes: an appearance photographing camera group, the appearance photographing camera group includes a first appearance photographing camera, a second appearance photographing camera and a third appearance photographing camera, respectively used to obtain the first appearance of the diode to be detected. image, the second image of the diode to be detected and the third image of the diode to be detected, wherein the first image is the outer surface of the body and the pin image of the diode to be detected, and the second image is The body bottom image and the rear pin image of the diode to be detected, the third image is the body bottom image and the front pin image of the diode to be detected; a first sensor, the first sensor is used to detect the Whether the diode to be detected reaches the appearance visual inspection unit.

所述阻值视觉检测单元包括:正向阻值测试组件,所述正向阻值测试组件用于测试当电流从所述正向阻值测试组件的A端流向所述正向测试组件的B端时所述待检测二极管的阻值;反向阻值测试组件,所述反向阻值测试组件用于测试当电流从所述反向阻值测试组件的B端流向所述反向阻值测试组件的A端时所述待检测二极管的阻值;万用表,所述万用表用于显示所述待检测二极管的阻值大小;第二传感器,所述第二传感器用于检测所述待检测二极管是否到达所述正向阻值测试组件;第三传感器,所述第三传感器用于检测所述待检测二极管是否到达所述反向阻值测试组件;阻值拍照相机,所述阻值拍照相机用于获取所述万用表上的仪表图像。The resistance visual detection unit includes: a forward resistance test component, the forward resistance test component is used to test when the current flows from the A terminal of the forward resistance test component to the B terminal of the forward test component The resistance value of the diode to be detected at the end; the reverse resistance test component, the reverse resistance test component is used to test when the current flows from the B end of the reverse resistance test component to the reverse resistance The resistance value of the diode to be detected when testing the A terminal of the component; the multimeter, the multimeter is used to display the resistance value of the diode to be detected; the second sensor, the second sensor is used to detect the diode to be detected Whether it reaches the forward resistance test component; the third sensor, the third sensor is used to detect whether the diode to be detected reaches the reverse resistance test component; resistance camera, the resistance camera Used to get an image of the meter on the multimeter in question.

所述分拣装置包括:分拣机械手,所述分拣机械手分为外观分拣机械手和电性能分拣机械手,其中,所述外观分拣机械手用于分拣外观不良二极管,所述电性能分拣机械手用于分拣电性能不良的二极管;不良品存放盒,所述不良品存放盒分为外观不良存放盒和电性能不良存放盒,其中,所述外观不良存放盒用于存放字符不良、尺寸不良、本体破损不良和引脚氧化不良的二极管,所述电性能不良存放盒用于存放电阻不良和极性印刷不良的二极管;抓取拍照相机,所述抓取拍照相机分为第一抓取拍照相机和第二抓取拍照相机,其中,所述第一抓取拍照相机用于当所述待检测二极管经过外观分拣机械手时,获取所述待检测二极管的位置图像并传送至所述控制装置,所述第二抓取拍照相机用于当所述待检测二极管经过电性能分拣手时,获取所述待检测二极管的的位置图像并传送至所述控制装置。The sorting device includes: a sorting manipulator, and the sorting manipulator is divided into an appearance sorting manipulator and an electrical performance sorting manipulator, wherein the appearance sorting manipulator is used for sorting bad appearance diodes, and the electrical performance sorting manipulator is used for sorting diodes with poor appearance. The sorting manipulator is used for sorting diodes with poor electrical performance; defective product storage boxes, the defective product storage boxes are divided into storage boxes with poor appearance and storage boxes with poor electrical performance, wherein the storage boxes with poor appearance are used to store bad characters, Diodes with poor size, poor body damage, and poor pin oxidation, the storage box with poor electrical performance is used to store diodes with poor resistance and poor polarity printing; capture the camera, and the capture camera is divided into the first capture Taking a camera and a second grabbing camera, wherein the first grabbing camera is used to acquire a position image of the diode to be detected and transmit it to the In the control device, the second grabbing camera is used to acquire the position image of the diode to be tested and transmit it to the control device when the diode to be tested passes through the electrical property sorting hand.

一种基于机器视觉的轴向整流二极管检测与分拣方法,包括以下步骤:检测待检测二极管是否到达待检测区域,并在所述待检测二极管到达所述待检测区域时获取所述待检测二极管的外观图像和阻值;接收所述待检测二极管的外观图像和阻值,并根据所述待检测二极管的外观图像和阻值判断所述待检测二极管是否为不良品;对所述不良品进行分拣。A machine vision-based axial rectifier diode detection and sorting method, comprising the following steps: detecting whether the diode to be detected has reached the area to be detected, and obtaining the diode to be detected when the diode to be detected reaches the area to be detected Appearance image and resistance value of the diode to be detected; receiving the appearance image and resistance value of the diode to be detected, and judging whether the diode to be detected is a defective product according to the appearance image and resistance value of the diode to be detected; sorting.

本发明的有益效果:Beneficial effects of the present invention:

本发明通过视觉检测装置检测待检测二极管是否到达待检测区域并获取待检测二极管的外观图像和阻值传送至控制装置,控制装置判断待检测二极管是否为不良品,并控制分拣装置对不良品进行分拣,由此,能够对轴向整流二极管进行自动化检测与分拣,不仅降低了人工成本,而且能够提高生产效率。The invention detects whether the diode to be detected has reached the area to be detected by the visual inspection device, obtains the appearance image and resistance value of the diode to be detected and sends it to the control device, the control device judges whether the diode to be detected is a defective product, and controls the sorting device to detect the defective product Sorting is performed, whereby the axial rectifier diodes can be automatically detected and sorted, which not only reduces labor costs, but also improves production efficiency.

附图说明Description of drawings

图1为本发明实施例的基于机器视觉的轴向整流二极管检测与分拣系统的方框示意图;1 is a schematic block diagram of an axial rectifier diode detection and sorting system based on machine vision according to an embodiment of the present invention;

图2为本发明另一个实施例的基于机器视觉的轴向整流二极管检测与分拣系统的方框示意图;2 is a schematic block diagram of an axial rectifier diode detection and sorting system based on machine vision according to another embodiment of the present invention;

图3为本发明一个实施例的传送装置的方框示意图;Fig. 3 is a schematic block diagram of a transmission device according to an embodiment of the present invention;

图4为本发明一个实施例的上料振动盘的方框示意图;Fig. 4 is a schematic block diagram of a feeding vibration plate according to an embodiment of the present invention;

图5为本发明一个实施例的基于机器视觉的轴向整流二极管检测与分拣系统的应用场景示意图;FIG. 5 is a schematic diagram of an application scenario of an axial rectification diode detection and sorting system based on machine vision according to an embodiment of the present invention;

图6为本发明一个实施例的视觉检测装置的方框示意图;Fig. 6 is a schematic block diagram of a visual detection device according to an embodiment of the present invention;

图7为本发明一个实施例的外观视觉检测单元的方框示意图;Fig. 7 is a schematic block diagram of an appearance visual detection unit according to an embodiment of the present invention;

图8为本发明另一个实施例的基于机器视觉的轴向整流二极管检测与分拣系统的应用场景示意图;FIG. 8 is a schematic diagram of an application scenario of an axial rectification diode detection and sorting system based on machine vision according to another embodiment of the present invention;

图9为本发明一个实施例的阻值视觉检测单元的方框示意图;9 is a schematic block diagram of a resistance visual detection unit according to an embodiment of the present invention;

图10为本发明另一个实施例的基于机器视觉的轴向整流二极管检测与分拣系统的应用场景示意图;Fig. 10 is a schematic diagram of an application scenario of an axial rectification diode detection and sorting system based on machine vision according to another embodiment of the present invention;

图11为本发明另一个实施例的分拣装置的方框示意图;Fig. 11 is a schematic block diagram of a sorting device according to another embodiment of the present invention;

图12为本发明另一个实施例的基于机器视觉的轴向整流二极管检测与分拣系统的应用场景示意图;Fig. 12 is a schematic diagram of an application scenario of an axial rectification diode detection and sorting system based on machine vision according to another embodiment of the present invention;

图13为本发明实施例的基于机器视觉的轴向整流二极管检测与分拣方法的流程图。FIG. 13 is a flow chart of a method for detecting and sorting axial rectifier diodes based on machine vision according to an embodiment of the present invention.

具体实施方式Detailed ways

下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

图1为本发明实施例的基于机器视觉的轴向整流二极管检测与分拣系统的方框示意图。FIG. 1 is a schematic block diagram of a machine vision-based axial rectifier diode detection and sorting system according to an embodiment of the present invention.

如图1所示,本发明实施例的基于机器视觉的轴向整流二极管检测与分拣系统,包括视觉检测装置10、控制装置20、分拣装置30。其中,视觉检测装置10用于检测待检测二极管是否到达待检测区域,并在待检测二极管到达待检测区域时获取待检测二极管的外观图像和阻值;控制装置20与视觉检测装置10相连,控制装置20用于接收待检测二极管的外观图像和阻值,并根据待检测二极管的外观图像和阻值判断待检测二极管是否为不良品;分拣装置30与控制装置相连20,分拣装置30用于对不良品进行分拣。As shown in FIG. 1 , the machine vision-based axial rectifier diode detection and sorting system of the embodiment of the present invention includes a visual detection device 10 , a control device 20 , and a sorting device 30 . Wherein, the visual detection device 10 is used to detect whether the diode to be detected reaches the region to be detected, and obtains the appearance image and resistance value of the diode to be detected when the diode to be detected reaches the region to be detected; the control device 20 is connected with the visual detection device 10, and controls The device 20 is used to receive the appearance image and the resistance value of the diode to be detected, and judge whether the diode to be detected is a defective product according to the appearance image and the resistance value of the diode to be detected; the sorting device 30 is connected with the control device 20, and the sorting device 30 uses For sorting defective products.

在本发明的一个实施例中,控制装置20可为计算机,用于接受待检测二极管的外观图像,并对待检测二极管的外观图像进行处理、提取和识别外观特征,用以判断是否存在外观缺陷,并将根据判断结果控制分拣装置30对外观不良的二极管进行分拣。同时,控制装置20还可接受待检测二极管的阻值图像,识别并处理待检测二极管的阻值数值,以判断待检测二极管的电性能,并根据判断结果控制分拣装置30对电性能不良的二极管进行分拣。In one embodiment of the present invention, the control device 20 can be a computer, which is used to receive the appearance image of the diode to be inspected, and process, extract and identify the appearance features of the appearance image of the diode to be inspected, so as to determine whether there is an appearance defect, And according to the judgment result, the sorting device 30 is controlled to sort the diodes with poor appearance. At the same time, the control device 20 can also accept the resistance image of the diode to be detected, identify and process the resistance value of the diode to be detected, to judge the electrical performance of the diode to be detected, and control the sorting device 30 according to the judgment result. Diodes are sorted.

如图2所示,在本发明的一个实施例中,基于机器视觉的轴向整流二极管检测与分拣系统还可包括传送装置40。传送装置与控制装置相连,传送装置用于将待检测二极管传送至待检测区域,待检测区域包括外观检测区域和阻值检测区域,其中,外观检测区域用于检测待检测二极管的外观,阻值检测区域用于检测待检测二极管的阻值。As shown in FIG. 2 , in one embodiment of the present invention, the machine vision-based axial rectifier diode detection and sorting system may further include a conveying device 40 . The transmission device is connected with the control device, and the transmission device is used to transmit the diode to be detected to the area to be detected. The area to be detected includes an appearance detection area and a resistance value detection area, wherein the appearance detection area is used to detect the appearance of the diode to be detected, and the resistance value The detection area is used to detect the resistance value of the diode to be detected.

如图3所示,在本发明的一个实施例中,传送装置40还可包括上料振动盘41和卡槽传送单元42。其中,上料振动盘用于将无需摆放的待检测二极管在振动传送的过程中摆成沿Y轴方向的水平状态。卡槽传送单元42用于将水平状态的待检测二极管传送至视觉检测装置10,且卡槽传送单元42内侧由滚轮传送模块421,其中,卡槽传送单元42的卡槽可为塑料材质。As shown in FIG. 3 , in an embodiment of the present invention, the conveying device 40 may further include a feeding vibration plate 41 and a slot conveying unit 42 . Wherein, the feeding vibrating plate is used to place the diodes to be detected that do not need to be placed in a horizontal state along the Y-axis direction during the vibration transmission process. The slot transfer unit 42 is used to transfer the diodes to be detected in a horizontal state to the visual inspection device 10 , and the slot transfer unit 42 has a roller transfer module 421 inside the slot transfer unit 42 , wherein the slot of the slot transfer unit 42 can be made of plastic.

具体地,如图4和图5所示,上料振动盘41可由振动盘411、直线送料器412、分料挡板413和光电感应模块414组成,其中,光电感应模块414可由三个光电感应器组成,分别设置在直线送料器的入口处、出料口的入口处、卡槽传送单元42的前方底座上,且上料振动盘41的出料口可为橡胶材质,使待检测二极管在进入卡槽传送单元42前不会被磨损,同时卡槽传送单元42的卡槽也可为橡胶材质,使待检测二极管在滚轮传送模块421发生自转时,其引脚不会被卡槽磨损。进一步地,分料挡板413由气缸控制,分别设置在直线送料器412的入口处右端、出料口的入口处左端和出料口正下方。二极管在振动盘41的传送过程中,从无需摆放的状态变成沿Y轴方向的水平状态。在进入直线送料器412入口时,光电感应模块414能感应到待检测二极管,并将感应信号传递给控制装置20,此时控制装置20对流经直线送料器412入口的待检测二极管进行计数,用以判断流入直线送料器412上的二极管是否满载。当控制装置20对待检测二极管的计数已达到满载条件时,控制装置20会将信号传递给气缸和振动盘411,此时,气缸控制分料挡板413将振动盘411传递的二极管挡住,振动盘411也随即停止振动传料。另外,待检测二极管在直线送料器412的振动传送下,不断传送至出料口,当出料口有二极管流入时,光电感应模块414能感应到二极管,并将感应信号传递给控制装置20,控制装置20发送信号给气缸使分料挡板413挡住后面传送的二极管。二极管流入出料口时不会立即出来,会被正下方的分料挡板413挡住,当光电感应系统感应到卡槽传送单元42上的卡槽时,光电感应模块414将感应信号传递给控制装置20,控制装置20发送信号给气缸,气缸控制分料挡板413缩回并立即复位。此时,待检测二极管滑落至卡槽传送单元42上,并传送至滚轮传送模块421,当待检测二极管同时在卡槽传送单元42和滚轮传送模块421上同时被传送时,其在X轴方向上发生的位移长度要保持一致。Specifically, as shown in Figure 4 and Figure 5, the feeding vibration plate 41 can be composed of a vibration plate 411, a linear feeder 412, a material distribution baffle 413 and a photoelectric sensor module 414, wherein the photoelectric sensor module 414 can be composed of three photoelectric sensors The device is composed of a linear feeder, the entrance of the discharge port, and the front base of the card slot transmission unit 42, respectively, and the discharge port of the feeding vibrating plate 41 can be made of rubber, so that the diode to be detected is in the It will not be worn out before entering the slot transfer unit 42, and the slot of the slot transfer unit 42 can also be made of rubber, so that the pins of the diode to be detected will not be worn by the slot when the roller transfer module 421 rotates. Further, the material distribution baffle 413 is controlled by the cylinder, and is respectively arranged at the right end of the inlet of the linear feeder 412, the left end of the inlet of the outlet, and directly below the outlet. During the transmission process of the vibrating plate 41 , the diode changes from a state that does not need to be placed to a horizontal state along the Y-axis direction. When entering the entrance of the linear feeder 412, the photoelectric sensor module 414 can sense the diode to be detected, and transmit the induction signal to the control device 20. At this time, the control device 20 counts the diodes to be detected flowing through the entrance of the linear feeder 412. To judge whether the diode flowing into the linear feeder 412 is fully loaded. When the counting of the diodes to be detected by the control device 20 has reached the full load condition, the control device 20 will transmit the signal to the cylinder and the vibrating plate 411. At this time, the cylinder controls the distribution baffle plate 413 to block the diodes delivered by the vibrating plate 411, and the vibrating plate 411 also stops vibrating the material immediately. In addition, the diode to be detected is continuously transmitted to the discharge port under the vibration transmission of the linear feeder 412. When a diode flows into the discharge port, the photoelectric sensor module 414 can sense the diode and transmit the induction signal to the control device 20. The control device 20 sends a signal to the cylinder to make the distribution baffle 413 block the diodes conveyed behind. When the diode flows into the discharge port, it will not come out immediately, and will be blocked by the material distribution baffle 413 directly below. When the photoelectric sensor system senses the card slot on the card slot conveying unit 42, the photoelectric sensor module 414 transmits the sensing signal to the control unit. Device 20, the control device 20 sends a signal to the cylinder, and the cylinder controls the material distribution baffle 413 to retract and reset immediately. At this time, the diode to be detected slides onto the card slot delivery unit 42 and is delivered to the roller delivery module 421. When the diode to be detected is simultaneously delivered on the card slot delivery unit 42 and the roller delivery module 421, it is in the X-axis direction The length of the displacement that occurs on the surface must be consistent.

如图6所示,在本发明的一个实施例中,视觉检测装置包括:外观视觉检测单元11和阻值视觉检测单元12。其中,外观视觉检测单元11用于检测待检测二极管是否到达外观检测区域,并在待检测二极管到达外观检测区域时采集待检测二极管的本体和引脚图像并传输至控制装置,其中,外观检测区域位于外观视觉检测单元正下方。阻值视觉检测单元12用于检测待检测二极管是否到达阻值检测区域,并在待检测二极管到达阻值检测区域时采集待检测二极管的正、反向的阻值大小并传输至控制装置,其中,阻值检测区域位于阻值视觉检测单元正下方。As shown in FIG. 6 , in one embodiment of the present invention, the visual detection device includes: an appearance visual detection unit 11 and a resistance value visual detection unit 12 . Wherein, the appearance visual detection unit 11 is used to detect whether the diode to be detected has reached the appearance detection area, and when the diode to be detected reaches the appearance detection area, the body and pin images of the diode to be detected are collected and transmitted to the control device, wherein the appearance detection area It is located directly below the appearance visual inspection unit. The resistance value visual detection unit 12 is used to detect whether the diode to be detected reaches the resistance value detection area, and when the diode to be detected reaches the resistance value detection area, the forward and reverse resistance values of the diode to be detected are collected and transmitted to the control device, wherein , the resistance detection area is located directly below the resistance visual detection unit.

如图7所示,在本发明的一个实施例中,外观视觉检测单元11包括:外观拍照相机组111和第一传感器112。其中,外观拍照相机组包括第一外观拍照相机1111、第二外观拍照相机1112和第三外观拍照相机1113,分别用于获取待检测二极管的第一图像、第二图像和第三图像,并将上述图像传送至控制装置20,其中,待检测二极管的第一图像为待检测二极管的本体外表面和引脚图像、待检测二极管的第二图像为待检测二极管的本体底部图像和后方引脚图像、待检测二极管的第三图像为待检测二极管的本体底部图像和前方引脚图像。第一传感器112用于检测待检测二极管是否到达外观视觉检测单元11。As shown in FIG. 7 , in an embodiment of the present invention, the appearance visual inspection unit 11 includes: an appearance photographing camera group 111 and a first sensor 112 . Wherein, the appearance photographing camera group includes a first appearance photographing camera 1111, a second appearance photographing camera 1112 and a third appearance photographing camera 1113, which are respectively used to obtain the first image, the second image and the third image of the diode to be detected, and The above images are sent to the control device 20, wherein the first image of the diode to be tested is the outer surface of the diode to be tested and the pin image, and the second image of the diode to be tested is the bottom image of the diode to be tested and the rear pin image 1. The third image of the diode to be tested is the bottom image of the body and the front pin image of the diode to be tested. The first sensor 112 is used to detect whether the diode to be detected reaches the appearance visual detection unit 11 .

具体地,如图8所示,当第一传感器112感应到待检测二极管被传送到外观视觉检测区域时,将感应信号传送至控制装置20,控制装置20控制外观拍照相机组111对待检测二极管进行外观拍照。第一外观拍照相机1111位于待检测二极管的正上方,用以获取待检测二极管的本体外表面和引脚图像,并将该图像传送至控制装置20。第二外观拍照相机1112位于待检测二极管的右后方,可以一定角度斜向对待检测二极管,以获取待检测二极管的本体底部图像和后方引脚图像,并将该图像传送至控制装置20。第三外观拍照相机1113位于待检测二极管的左前方,可以一定角度斜向对待检测二极管,以获取待检测二极管的本体底部图像和前方引脚图像,并将该图像传送至控制装置20。由于待检测二极管被卡槽传送单元42沿X轴方向水平移动的同时,也在滚轮传送模块421上产生自转,所以外观拍照相机组111才能够获取待检测二极管的全方位图像。Specifically, as shown in FIG. 8, when the first sensor 112 senses that the diode to be detected is sent to the visual appearance detection area, the sensing signal is sent to the control device 20, and the control device 20 controls the appearance camera group 111 to detect the diode to be detected. Take pictures of the exterior. The first exterior camera 1111 is located directly above the diode to be tested, and is used to capture images of the outer surface of the diode to be tested and pins, and transmit the images to the control device 20 . The second appearance camera 1112 is located at the right rear of the diode to be tested, and can tilt the diode to be tested at a certain angle to obtain the bottom image of the body and the rear pin image of the diode to be tested, and transmit the images to the control device 20 . The third appearance camera 1113 is located at the left front of the diode to be tested, and can obliquely tilt the diode to be tested at a certain angle to obtain images of the bottom of the body and front pins of the diode to be tested, and transmit the images to the control device 20 . Since the diode to be inspected is horizontally moved along the X-axis direction by the slot conveying unit 42 , the roller conveying module 421 is also rotated, so the appearance camera group 111 can obtain the omnidirectional image of the diode to be inspected.

在本发明的一个实施例中,外观不良的二极管可包括字符不良、尺寸不良、引脚氧化和本体破损,且在检测时,可按优先级来进行检测并分拣,其中,字符识别为第一优先级,尺寸测量为第二优先级,引脚氧化和本体破损为第三优先级。具体地:In one embodiment of the present invention, diodes with poor appearance can include bad characters, bad dimensions, pin oxidation and body damage, and during detection, they can be detected and sorted according to priority, wherein character recognition is the first First priority, size measurement is the second priority, pin oxidation and body damage are the third priority. specifically:

(一),通过第一外观拍照相机1111获取待检测二极管的俯视图像,并将获取的图像传送至控制装置20,控制装置20首先对待检测二极管的俯视图像进行图像拼接以获取单个二极管360°的全景图像。其次,控制装置20对单个二极管360°的全景图像进行灰度处理、阈值分割和形态学处理,获取待检测二极管本体的字符区域,可用字符分类器识别出字符,将识别出的字符与产品给定的字符进行对比。最后,按顺序识别出的字符与产品给定的字符进行对比,若两者是正序或反序对应的关系,则说明该待检测二极管字符不存在问题,若两者的顺序对应不上,则说明该待检测二极管的字符区域存在问题,并将对比结果反馈给控制装置20,控制装置20通过控制外观分拣机械手311将字符存在问题的二极管进行分拣,并放入外观不良存放盒中对应的分区。(1) Obtain the top-view image of the diode to be detected by the first appearance camera 1111, and transmit the acquired image to the control device 20, and the control device 20 first performs image stitching on the top-view image of the diode to be detected to obtain a 360° image of a single diode panoramic image. Secondly, the control device 20 performs grayscale processing, threshold segmentation and morphological processing on the 360° panoramic image of a single diode, obtains the character area of the diode body to be detected, and can use the character classifier to identify the characters, and the recognized characters and products are given to The specified characters are compared. Finally, compare the characters recognized in sequence with the characters given by the product. If the two are in a positive sequence or reverse sequence, it means that there is no problem with the diode character to be detected. If the order of the two does not correspond, then It shows that there is a problem in the character area of the diode to be detected, and the comparison result is fed back to the control device 20. The control device 20 sorts the diode with a problem in the character by controlling the appearance sorting manipulator 311, and puts it into a storage box with a bad appearance. partition.

(二),通过第一外观拍照相机1111获取待检测二极管的俯视图像,控制装置20对待检测二极管的俯视图像进行灰度处理,并由阈值分割出待检测二极管的引脚部分和本体部分,并对引脚部分和本体部分拟合出最小矩形区域,然后测量出该拟合矩形的长、宽的尺寸。假设同一个二极管由第一外观拍照相机1111获取到n张图像,引脚部分拟合出矩形长度为y1到yn、宽度为x1到xn,引脚的标准长度为y、标准直径为x,引脚的长度误差为Q、直径误差为P,那么对引脚的判断依据为:(|y1-y|+…+|yn-y|)/n<Q且(|x1-x|+…+|xn-x|)/n<P。若满足该判断依据,则说明待检测二极管的引脚尺寸正常,否则,则说明待检测二极管的引脚尺寸不良。其中,本体部分的判断依据与引脚部分的判断依据相同。控制装置20通过控制外观分拣机械手311对尺寸不良的二极管进行分拣,并放入外观不良存放盒中的相应分区。(2) Obtain the top-view image of the diode to be detected by the first appearance camera 1111, the control device 20 performs grayscale processing on the top-view image of the diode to be detected, and divide the pin part and the body part of the diode to be detected by the threshold, and The minimum rectangular area is fitted to the pin part and the body part, and then the length and width of the fitted rectangle are measured. Assuming that the same diode is captured by the first appearance camera 1111 to obtain n images, the pin part is fitted with a rectangle with a length from y1 to yn and a width from x1 to xn, the standard length of the pin is y, and the standard diameter is x. The length error of the pin is Q, and the diameter error is P, then the basis for judging the pin is: (|y1-y|+…+|yn-y|)/n<Q and (|x1-x|+…+ |xn-x|)/n<P. If the judgment basis is met, it means that the pin size of the diode to be tested is normal; otherwise, it means that the pin size of the diode to be tested is not good. Wherein, the judgment basis of the body part is the same as that of the pin part. The control device 20 sorts the defective diodes by controlling the appearance sorting manipulator 311 and puts them into corresponding partitions in the storage box with defective appearance.

(三),通过第二外观拍照相机1112和第三外观拍照相机1113获取的待检测二极管的轴侧图像并将待检测二极管的轴侧图像传送至控制装置20,控制装置20对待检测二极管的轴侧图像进行预处理,然后将待检测二极管的引脚部分和本体部分分离,以获取待检测二极管的引脚外表面氧化特征、底部破损特征。其次,根据第一外观拍照相机获取的待检测二极管的俯视图像,通过控制装置20对待检测二极管的俯视图像进行预处理,再将待检测二极管的引脚部分和本体部分分离,获取待检测二极管的本体圆柱面破损特征,最后,控制装置20通过控制外观分拣机械手311上安装的第一抓取拍照相机331获取单个二极管的本体图像并传送至控制装置20,控制装置20控制外观分拣机械手311将引脚氧化和本体破损的二极管放入外观不良存放盒321中的相应的分区。(3) The axial side image of the diode to be detected is obtained by the second appearance camera 1112 and the third appearance camera 1113, and the axial side image of the diode to be detected is transmitted to the control device 20, and the control device 20 is the axis of the diode to be detected. The side image is preprocessed, and then the lead part and the body part of the diode to be tested are separated to obtain the oxidation characteristics of the outer surface of the lead and the bottom damage characteristics of the diode to be tested. Secondly, according to the top-view image of the diode to be detected obtained by the first appearance camera, the top-view image of the diode to be detected is preprocessed by the control device 20, and then the pin part and the body part of the diode to be detected are separated to obtain the diode to be detected. The damage characteristics of the cylindrical surface of the body, finally, the control device 20 obtains the body image of a single diode by controlling the first grabbing camera 331 installed on the appearance sorting manipulator 311 and sends it to the control device 20, and the control device 20 controls the appearance sorting manipulator 311 Put the diodes with oxidized pins and damaged bodies into the corresponding partitions in the storage box 321 with poor appearance.

如图9和图10所示,在本发明的一个实施例中,阻值视觉检测单元12包括:正向阻值测试组件121、反向阻值测试组件122、万用表123、第二传感器124、第三传感器125和阻值拍照相机126。其中,正向阻值测试组件121用于测试当电流从正向阻值测试组件的A端流向正向测试组件的B端时待检测二极管的阻值,反向阻值测试组件122用于测试当电流从反向阻值测试组件的B端流向反向阻值测试组件的A端时待检测二极管的阻值,万用表123用于显示待检测二极管的阻值大小,第二传感器124用于检测待检测二极管是否到达正向阻值测试组件,第三传感器125用于检测待检测二极管是否到达反向阻值测试组件,阻值拍照相机126用于获取万用表上的仪表图像。As shown in Figures 9 and 10, in one embodiment of the present invention, the resistance visual detection unit 12 includes: a forward resistance test assembly 121, a reverse resistance test assembly 122, a multimeter 123, a second sensor 124, A third sensor 125 and a resistance camera 126 . Wherein, the forward resistance test component 121 is used for testing the resistance value of the diode to be detected when the current flows from the A terminal of the forward resistance test component to the B terminal of the forward test component, and the reverse resistance test component 122 is used for testing When the current flows from the B end of the reverse resistance test assembly to the A end of the reverse resistance test assembly, the resistance value of the diode to be detected, the multimeter 123 is used to display the resistance value of the diode to be detected, and the second sensor 124 is used to detect Whether the diode to be detected reaches the forward resistance test component, the third sensor 125 is used to detect whether the diode to be detected reaches the reverse resistance test component, and the resistance camera 126 is used to obtain the instrument image on the multimeter.

具体地,如图10所示,第二传感器124可感应待检测二极管是否到达正向阻值测试组件121的正下方,其中,第二传感器124位于正向阻值测试组件121前方。当第二传感器124感应到待检测二极管到达正向阻值测试组件121的正下方时,向控制装置20发送感应信号,此时,控制装置20控制正向阻值测试组件121对待检测二极管进行阻值检测并将待检测二极管的阻值显示在万用表上。第三传感器125可感应待检测二极管是否到达反向阻值测试组件122的正下方,其中,第三传感器125位于反向阻值测试组件122前方。当第三传感器125感应到待检测二极管到达反向阻值测试组件122的正下方时,向控制装置20发送感应信号,此时,控制装置20控制反向阻值测试组件122对待检测二极管进行阻值检测并将待检测二极管的阻值显示在万用表上。阻值拍照相机126获取万用表上的待检测二极管的阻值图像并传送至控制装置20。其中,正、反向阻值测试装置的测试过程时由气缸驱动连杆、连杆带动测试针完成的Z轴与Y轴方向移动的合成运动,即测试针S1能够与X轴方向传动的待检测二极管引脚产生弹性接触,测试到对应的阻值。Specifically, as shown in FIG. 10 , the second sensor 124 can sense whether the diode to be tested is directly below the forward resistance testing component 121 , wherein the second sensor 124 is located in front of the forward resistance testing component 121 . When the second sensor 124 senses that the diode to be detected reaches directly below the forward resistance test assembly 121, it sends an induction signal to the control device 20, and at this time, the control device 20 controls the forward resistance test assembly 121 to block the diode to be detected. Value detection and display the resistance value of the diode to be tested on the multimeter. The third sensor 125 can sense whether the diode to be tested is directly below the reverse resistance testing component 122 , wherein the third sensor 125 is located in front of the reverse resistance testing component 122 . When the third sensor 125 senses that the diode to be detected arrives directly below the reverse resistance value testing assembly 122, it sends an induction signal to the control device 20. At this time, the control device 20 controls the reverse resistance value test assembly 122 to block the diode to be detected. Value detection and display the resistance value of the diode to be tested on the multimeter. The resistance camera 126 captures the resistance image of the diode to be tested on the multimeter and sends it to the control device 20 . Among them, during the test process of the forward and reverse resistance testing device, the cylinder drives the connecting rod, and the connecting rod drives the test needle to complete the combined movement of the Z-axis and the Y-axis direction, that is, the test needle S1 can be transmitted with the X-axis direction. The detection diode pin produces an elastic contact, and the corresponding resistance value is tested.

在本发明的一个实施例中,电性能不良的二极管可包括开路不良、短路不良、印刷不良和电阻不良,且在检测时,可按优先级来进行检测并分拣,其中,开路不良和短路不良为第一优先级,印刷不良为第二优先级,电阻不良为第三优先级。具体地:In one embodiment of the present invention, diodes with poor electrical performance may include poor open circuit, poor short circuit, poor printing and poor resistance, and during detection, they can be detected and sorted according to priority, wherein, poor open circuit and short circuit Bad printing is the first priority, bad printing is the second priority, and bad resistance is the third priority. specifically:

(一),阻值拍照相机126获取待检测二极管的图像,并通过控制装置20对图像进行灰度处理和二值化处理。再获取单个二极管的正向阻值测试组件121测试的阻值图像和反向阻值测试组件122测试的阻值图像,并通过控制装置20分别对单个二极管的两个阻值图像进行阈值分割和形态学处理,可用字符分类器识别出正反向阻值。若控制装置20获取的阻值均为OL,则说明该二极管的本体内部开路,即为开路不良。若控制装置20获取的阻值均为具体数值,说明该二极管的本体内部短路,即为短路不良。(1), the resistance camera 126 acquires an image of the diode to be tested, and the control device 20 performs grayscale processing and binarization processing on the image. Obtain the resistance image tested by the forward resistance value test assembly 121 and the resistance image tested by the reverse resistance value test assembly 122 of a single diode, and perform threshold segmentation and summing on the two resistance images of a single diode by the control device 20 For morphological processing, a character classifier can be used to identify positive and negative resistance values. If the resistance values obtained by the control device 20 are all OL, it means that the internal body of the diode is open, that is, the open circuit is bad. If the resistance values obtained by the control device 20 are all specific values, it means that the internal body of the diode is short-circuited, that is, it is short-circuited.

(二),阻值拍照相机126获取单个二极管的阻值并传送至控制装置20,控制装置20通过控制电性能分拣机械手312上安装的第二抓取拍照相机332获取单个二极管的本体图像并传送至控制装置20,控制装置20对该图像进行预处理并获取单个二极管本体圆柱面的白色条纹特征,便可确定轴向二极管印刷的负极位置以及对应的正极位置。若单个二极管由正向阻值测试组件121测试所得的阻值是具体数值、反向阻值测试组件122所得的阻值是OL,且轴向二极管的印刷极性与正向阻值测试组件121的测试引脚极性不一致时,便可以确定该二极管的极性印刷不良,控制装置20可通过控制电性能分拣机械手312对印刷不良的二极管进行分拣,并放入电性能不良存放盒322中相应的分区。若单个二极管由正向阻值测试组件121测试所得阻值是OL、反向阻值测试组件122所得阻值是具体数值,且单个二极管的印刷极性与反向测试组件122的测试引脚极性不一致时,便可以确定该二极管的极性印刷不良,控制装置20可通过控制电性能分拣机械手312对印刷不良的二极管进行分拣,并放入电性能不良存放盒322中相应的分区。(2), the resistance value photographing camera 126 obtains the resistance value of a single diode and transmits it to the control device 20, and the control device 20 obtains the body image of a single diode by controlling the second capture camera 332 installed on the electrical performance sorting manipulator 312 After the image is transmitted to the control device 20, the control device 20 preprocesses the image and obtains the white stripe characteristics of the cylindrical surface of a single diode body, so as to determine the position of the negative pole and the corresponding positive pole of the axial diode printing. If the resistance value of a single diode tested by the forward resistance test component 121 is a specific value, the resistance value obtained by the reverse resistance test component 122 is OL, and the printed polarity of the axial diode is consistent with the forward resistance test component 121 When the polarities of the test pins are inconsistent, it can be determined that the polarity of the diode is poorly printed. The control device 20 can sort the poorly printed diodes by controlling the electrical performance sorting manipulator 312, and put them into the poor electrical performance storage box 322. corresponding partitions. If a single diode is tested by the forward resistance test assembly 121, the resulting resistance is OL, and the reverse resistance test assembly 122 obtained resistance is a specific value, and the printed polarity of the single diode is the same as the test pin polarity of the reverse test assembly 122. When the polarity is inconsistent, it can be determined that the polarity of the diode is poorly printed. The control device 20 can sort the poorly printed diodes by controlling the electrical performance sorting manipulator 312, and put them into the corresponding partitions in the electrical poor performance storage box 322.

(三),若上述两种情况皆不满足时,控制装置20可将获取的单个二极管的具体阻值和产品给定的阻值进行对比,以判断是否在正常阻值误差范围内,若在正常阻值误差范围内,在说明阻值正常,若不再正常阻值误差范围内,则说明电阻不良。(3), if the above two conditions are not satisfied, the control device 20 can compare the obtained specific resistance value of a single diode with the resistance value given by the product to determine whether it is within the normal resistance error range. If it is within the error range of the normal resistance value, it means that the resistance value is normal. If it is no longer within the error range of the normal resistance value, it means that the resistance is bad.

在本发明的一个实施例中,视觉检测装置10还可包括补光光源,当光线较暗时,补光光源可以一定的角度斜向打光照射待检测二极管以提供补光,从而提高获取的待检测二极管的外观图像和阻值图像的清晰度。In one embodiment of the present invention, the visual detection device 10 may also include a supplementary light source. When the light is relatively dark, the supplementary light source can illuminate the diode to be detected obliquely at a certain angle to provide supplementary light, thereby improving the obtained The clarity of the appearance image and resistance value image of the diode to be tested.

如图11所示,在本发明的一个实施例中,分拣装置包括:分拣机械手31、不良品存放盒32和抓取拍照相机33。其中,分拣机械手31包括外观分拣机械手311和电性能分拣机械手312,分别用于分拣外观不良的二极管和电性能不良的二极管,其中,外观分拣机械手311和电性能分拣机械手312均可为五轴机械手。不良品存放盒32包括外观不良存放盒321和电性能不良存放盒322,其中,外观不良存放盒321有4个分区,分别用于存放字符不良、尺寸不良、本体破损不良和引脚氧化不良的二极管,电性能不良存放盒322有两个分区,分别用于存放电阻不良和极性印刷不良的二极管。抓取拍照相机33分为第一抓取拍照相机331和第二抓取拍照相机332,其中,第一抓取拍照相机331用于当待检测二极管经过外观分拣机械手311时,获取待检测二极管的位置图像并传送至控制装置20,第二抓取拍照相机332用于当待检测二极管经过电性能分拣手312时,获取待检测二极管的的位置图像并传送至控制装置20。As shown in FIG. 11 , in one embodiment of the present invention, the sorting device includes: a sorting manipulator 31 , a defective product storage box 32 and a capture camera 33 . Wherein, the sorting manipulator 31 includes an appearance sorting manipulator 311 and an electrical performance sorting manipulator 312, which are respectively used for sorting diodes with poor appearance and poor electrical performance, wherein the appearance sorting manipulator 311 and the electrical performance sorting manipulator 312 Both can be five-axis manipulators. The defective product storage box 32 includes a poor appearance storage box 321 and a poor electrical performance storage box 322. Among them, the poor appearance storage box 321 has 4 partitions, which are respectively used to store products with bad characters, bad sizes, bad body damage and bad pin oxidation. The storage box 322 for diodes with poor electrical properties has two partitions, which are respectively used to store diodes with poor resistance and poor polarity printing. Grabbing camera 33 is divided into the first grabbing camera 331 and the second grabbing camera 332, wherein the first grabbing camera 331 is used to obtain the diode to be detected when the diode to be detected passes through the appearance sorting manipulator 311 The position image of the diode to be tested is sent to the control device 20, and the second capture camera 332 is used to capture the position image of the diode to be tested and send it to the control device 20 when the diode to be tested passes through the electrical performance sorting hand 312.

具体地,如图12所示,当待检测二极管经过外观分拣机械手311时,由外观分拣机械手311上安装的第一抓取拍照相机331获取待检测二极管的位置图像并传送至控制装置20,控制装置20控制外观分拣机械手311抓取外观不良的二极管并将其放置在外观不良存放盒321中相应的分区。同理,当待检测二极管经过电性能分拣机械手312时,由电性能分拣机械手311上安装的第二抓取拍照相机332获取待检测二极管的位置图像并传送至控制装置20,控制装置20控制电性能分拣机械手312抓取电性能不良的二极管放置在电性能不良存放盒322中相应的分区。Specifically, as shown in FIG. 12 , when the diode to be detected passes through the appearance sorting manipulator 311, the first capture camera 331 installed on the appearance sorting manipulator 311 acquires the position image of the diode to be detected and transmits it to the control device 20 , the control device 20 controls the appearance sorting manipulator 311 to grab the diodes with poor appearance and place them in the corresponding partitions in the storage box 321 with poor appearance. Similarly, when the diode to be detected passes through the electrical performance sorting manipulator 312, the second capture camera 332 installed on the electrical performance sorting manipulator 311 acquires the position image of the diode to be detected and transmits it to the control device 20, and the control device 20 Control the electrical performance sorting manipulator 312 to grab the diodes with poor electrical performance and place them in corresponding partitions in the storage box 322 with poor electrical performance.

根据本发明实施例的基于机器视觉的轴向整流二极管检测与分拣系统,通过视觉检测装置检测待检测二极管是否到达待检测区域并获取待检测二极管的外观图像和阻值传送至控制装置,控制装置判断待检测二极管是否为不良品,并控制分拣装置对不良品进行分拣,由此,能够对轴向整流二级管进行自动化检测与分拣,不仅降低了人工成本,而且能够提高生产效率。According to the machine vision-based axial rectifier diode detection and sorting system of the embodiment of the present invention, the visual detection device detects whether the diode to be detected has reached the area to be detected, and obtains the appearance image and resistance value of the diode to be detected and sends it to the control device. The device judges whether the diode to be detected is a defective product, and controls the sorting device to sort the defective product. Therefore, the axial rectifier diode can be automatically detected and sorted, which not only reduces labor costs, but also improves production. efficiency.

对应上述实施例,本发明还提出一种基于机器视觉的轴向整流二极管检测与分拣方法。Corresponding to the above-mentioned embodiments, the present invention also proposes a machine vision-based detection and sorting method for axial rectifier diodes.

如图13所示,本发明实施例的基于机器视觉的轴向整流二极管检测与分拣方法,包括以下步骤:As shown in Figure 13, the machine vision-based axial rectifier diode detection and sorting method of the embodiment of the present invention includes the following steps:

S1,检测待检测二极管是否到达待检测区域,并在待检测二极管到达待检测区域时获取待检测二极管的外观图像和阻值;S1, detecting whether the diode to be detected reaches the area to be detected, and obtaining the appearance image and resistance value of the diode to be detected when the diode to be detected reaches the area to be detected;

在本发明的一个实施例中,待检测区域包括外观检测区域和阻值检测区域,其中,外观检测区域用于检测待检测二极管的外观,阻值检测区域用于检测待检测二极管的阻值。In one embodiment of the present invention, the area to be inspected includes an appearance inspection area and a resistance detection area, wherein the appearance inspection area is used to detect the appearance of the diode to be inspected, and the resistance detection area is used to detect the resistance value of the diode to be inspected.

在本发明的一个实施例中,可使用传送装置用于将待检测二极管传送至待检测区域,传送装置还可包括上料振动盘和卡槽传送单元。其中,上料振动盘用于将无需摆放的待检测二极管在振动传送的过程中摆成沿Y轴方向的水平状态。卡槽传送单元用于将水平状态的待检测二极管传送至视觉检测装置,且卡槽传送单元内侧由滚轮传送模块,其中,卡槽传送单元的卡槽可为塑料材质。In one embodiment of the present invention, a conveying device can be used to convey the diode to be inspected to the area to be inspected, and the conveying device can also include a feeding vibrating plate and a slot conveying unit. Wherein, the feeding vibrating plate is used to place the diodes to be detected that do not need to be placed in a horizontal state along the Y-axis direction during the vibration transmission process. The card slot transfer unit is used to transfer the diode to be detected in the horizontal state to the visual inspection device, and the inside of the card slot transfer unit is conveyed by rollers, wherein the card slot of the card slot transfer unit can be made of plastic material.

具体地,上料振动盘可由振动盘、直线送料器、分料挡板和光电感应模块组成,其中,光电感应模块可由三个光电感应器组成,分别设置在直线送料器的入口处、出料口的入口处、卡槽传送单元的前方底座上,且上料振动盘的出料口可为橡胶材质,使待检测二极管在进入卡槽传送单元前不会被磨损,同时,卡槽传送单元的卡槽也可为橡胶材质,使待检测二极管在滚轮传送模块发生自转时,其引脚不会被卡槽磨损。进一步地,分料挡板由气缸控制,分别设置在直线送料器的入口处右端、出料口的入口处左端和出料口正下方。二极管在振动盘的传送过程中,从无需摆放的状态变成沿Y轴方向的水平状态。在进入直线送料器入口时,光电感应模块能感应到待检测二极管,并将感应信号传递给控制装置,此时控制装置对流经直线送料器入口的待检测二极管进行计数,用以判断流入直线送料器上的二极管是否满载。当控制装置对待检测二极管的计数已达到满载条件时,控制装置会将信号传递给气缸和振动盘,此时,气缸控制分料挡板将振动盘传递的二极管挡住,振动盘也随即停止振动传料。另外,待检测二极管在直线送料器的振动传送下,不断传送至出料口,当出料口有二极管流入时,光电感应模块能感应到二极管,并将感应信号传递给控制装置,控制装置发送信号给气缸使分料挡板挡住后面传送的二极管。二极管流入出料口时不会立即出来,会被正下方的分料挡板挡住,当光电感应系统感应到卡槽传送单元上的卡槽时,光电感应模块将感应信号传递给控制装置,控制装置发送信号给气缸,气缸控制分料挡板缩回并立即复位。此时,待检测二极管滑落至卡槽传送单元上,并传送至滚轮传送模块,当待检测二极管同时在卡槽传送单元和滚轮传送模块上同时被传送时,其在X轴方向上发生的位移长度要保持一致。Specifically, the feeding vibration plate can be composed of a vibrating plate, a linear feeder, a material distribution baffle and a photoelectric sensor module, wherein the photoelectric sensor module can be composed of three photoelectric sensors, which are respectively arranged at the entrance of the linear feeder, the discharge The entrance of the slot, the front base of the card slot transfer unit, and the discharge port of the feeding vibrating plate can be made of rubber, so that the diode to be detected will not be worn before entering the card slot transfer unit. At the same time, the card slot transfer unit The card slot can also be made of rubber, so that the pins of the diode to be detected will not be worn by the card slot when the roller transmission module rotates. Further, the distribution baffle is controlled by the cylinder, and is respectively arranged at the right end of the inlet of the linear feeder, the left end of the inlet of the discharge port and directly below the discharge port. During the transmission process of the vibrating plate, the diode changes from a state that does not need to be placed to a horizontal state along the Y-axis direction. When entering the entrance of the linear feeder, the photoelectric sensor module can sense the diodes to be detected and transmit the induction signal to the control device. At this time, the control device counts the diodes to be detected flowing through the entrance of the linear feeder to judge the incoming linear feeder. Whether the diode on the device is fully loaded. When the counting of the diodes to be detected by the control device has reached the full load condition, the control device will transmit the signal to the cylinder and the vibrating plate. material. In addition, the diode to be detected is continuously transmitted to the discharge port under the vibration transmission of the linear feeder. When the diode flows into the discharge port, the photoelectric sensor module can sense the diode and transmit the induction signal to the control device, and the control device sends The signal is sent to the cylinder to make the distribution baffle block the diodes sent behind. When the diode flows into the discharge port, it will not come out immediately, and will be blocked by the material distribution baffle directly below. When the photoelectric sensor system senses the card slot on the card slot conveying unit, the photoelectric sensor module transmits the sensing signal to the control device to control The device sends a signal to the cylinder, which controls the retraction of the distribution baffle and resets it immediately. At this time, the diode to be detected slides onto the slot transfer unit and is transferred to the roller transfer module. When the diode to be detected is simultaneously transferred on the slot transfer unit and the roller transfer module, its displacement in the X-axis direction Keep the length consistent.

S2,接收待检测二极管的外观图像和阻值,并根据待检测二极管的外观图像和阻值判断待检测二极管是否为不良品;S2, receiving the appearance image and resistance value of the diode to be detected, and judging whether the diode to be detected is a defective product according to the appearance image and resistance value of the diode to be detected;

在本发明的一个实施例中,可使用计算机接收待检测二极管的外观图像和阻值,并对待检测二极管的外观图像进行处理、提取和识别外观特征,用以判断是否存在外观缺陷,并将根据判断结果分拣外观不良的二极管拣。同时,还可接受待检测二极管的阻值图像,识别并处理待检测二极管的阻值数值,以判断待检测二极管的电性能,并根据判断结果对电性能不良的二极管进行分拣。In one embodiment of the present invention, a computer can be used to receive the appearance image and resistance value of the diode to be inspected, and process, extract and identify the appearance features of the appearance image of the diode to be inspected to determine whether there is an appearance defect, and the As a result of the judgment, sort the diodes with poor appearance. At the same time, the resistance image of the diode to be detected can also be accepted, and the resistance value of the diode to be detected can be identified and processed to judge the electrical performance of the diode to be detected, and the diodes with poor electrical performance can be sorted according to the judgment result.

在本发明的一个实施例中,可使用外观拍照相机组获取待检测二极管的外观图像,具体地,外观拍照想机组包括第一外观拍照相机、第二外观拍照相机和第三外观拍照相机,分别用于获取待检测二极管的第一图像、第二图像和第三图像,并将上述图像传送至控制装置,其中,待检测二极管的第一图像为待检测二极管的本体外表面和引脚图像、待检测二极管的第二图像为待检测二极管的本体底部图像和后方引脚图像、待检测二极管的第三图像为待检测二极管的本体底部图像和前方引脚图像。第一传感器用于检测待检测二极管是否到达外观视觉检测单元。当第一传感器感应到待检测二极管被传送到外观视觉检测区域时,将感应信号传送至控制装置,控制装置控制外观拍照相机组对待检测二极管进行外观拍照。第一外观拍照相机位于待检测二极管的正上方,用以获取待检测二极管的本体外表面和引脚图像,并将该图像传送至控制装置。第二外观拍照相机位于待检测二极管的右后方,可以一定角度斜向对待检测二极管,以获取待检测二极管的本体底部图像和后方引脚图像,并将该图像传送至控制装置。第三外观拍照相机位于待检测二极管的左前方,可以一定角度斜向对待检测二极管,以获取待检测二极管的本体底部图像和前方引脚图像,并将该图像传送至控制装置。In one embodiment of the present invention, the appearance image of the diode to be detected can be obtained by using the appearance photographing camera group, specifically, the appearance photographing idea group includes a first appearance photographing camera, a second appearance photographing camera and a third appearance photographing camera, respectively It is used to obtain the first image, the second image and the third image of the diode to be tested, and transmit the above images to the control device, wherein the first image of the diode to be tested is the outer surface of the diode to be tested and the lead image, The second image of the diode to be tested is the image of the bottom of the body of the diode to be tested and the image of the rear pins, and the third image of the diode to be tested is the image of the bottom of the body of the diode to be tested and the image of the front pins. The first sensor is used to detect whether the diode to be detected reaches the appearance visual detection unit. When the first sensor senses that the diode to be detected is delivered to the visual appearance detection area, the sensing signal is sent to the control device, and the control device controls the appearance photographing camera group to take pictures of the appearance of the diode to be detected. The first appearance camera is located directly above the diode to be tested, and is used to acquire images of the outer surface of the diode to be tested and pins, and transmit the images to the control device. The second appearance camera is located at the right rear of the diode to be tested, and can obliquely tilt the diode to be tested at a certain angle to obtain the bottom image of the body and the rear pin image of the diode to be tested, and transmit the images to the control device. The third appearance camera is located in the left front of the diode to be tested, and can obliquely tilt the diode to be tested at a certain angle to obtain the bottom image of the body and the front pin image of the diode to be tested, and transmit the images to the control device.

在本发明的一个实施例中,外观不良的二极管可包括字符不良、尺寸不良、引脚氧化和本体破损,且在检测时,可按优先级来进行检测并分拣,其中,字符识别为第一优先级,尺寸测量为第二优先级,引脚氧化和本体破损为第三优先级。具体地:In one embodiment of the present invention, diodes with poor appearance can include bad characters, bad dimensions, pin oxidation and body damage, and during detection, they can be detected and sorted according to priority, wherein character recognition is the first First priority, size measurement is the second priority, pin oxidation and body damage are the third priority. specifically:

(一),通过第一外观拍照相机获取待检测二极管的俯视图像,并将获取的图像传送至控制装置,控制装置首先对待检测二极管的俯视图像进行图像拼接以获取单个二极管360°的全景图像。其次,控制装置对单个二极管360°的全景图像进行灰度处理、阈值分割和形态学处理,获取待检测二极管本体的字符区域,可用字符分类器识别出字符,将识别出的字符与产品给定的字符进行对比。最后,按顺序识别出的字符与产品给定的字符进行对比,若两者是正序或反序对应的关系,则说明该待检测二极管字符不存在问题,若两者的顺序对应不上,则说明该待检测二极管的字符区域存在问题,并将对比结果反馈给控制装置,控制装置通过控制外观分拣机械手将字符存在问题的二极管进行分拣,并放入外观不良存放盒中对应的分区。(1) Obtain a bird’s-eye view image of the diode to be inspected by the first appearance camera, and transmit the acquired image to the control device. The control device first performs image stitching on the bird’s-eye view image of the diode to be inspected to obtain a 360° panoramic image of a single diode. Secondly, the control device performs grayscale processing, threshold segmentation and morphological processing on the 360° panoramic image of a single diode, obtains the character area of the diode body to be detected, and can use the character classifier to identify the characters, and the recognized characters and the given product characters for comparison. Finally, compare the characters recognized in sequence with the characters given by the product. If the two are in a positive sequence or reverse sequence, it means that there is no problem with the diode character to be detected. If the order of the two does not correspond, then It shows that there is a problem in the character area of the diode to be detected, and the comparison result is fed back to the control device. The control device sorts the diode with the character problem by controlling the appearance sorting robot, and puts it into the corresponding partition in the storage box with bad appearance.

(二),通过第一外观拍照相机获取待检测二极管的俯视图像,控制装置20对待检测二极管的俯视图像进行灰度处理,并由阈值分割出待检测二极管的引脚部分和本体部分,并对引脚部分和本体部分拟合出最小矩形区域,然后测量出该拟合矩形的长、宽的尺寸。假设同一个二极管由第一外观拍照相机获取到n张图像,引脚部分拟合出矩形长度为y1到yn、宽度为x1到xn,引脚的标准长度为y、标准直径为x,引脚的长度误差为Q、直径误差为P,那么对引脚的判断依据为:(|y1-y|+…+|yn-y|)/n<Q且(|x1-x|+…+|xn-x|)/n<P。若满足该判断依据,则说明待检测二极管的引脚尺寸正常,否则,则说明待检测二极管的引脚尺寸不良。其中,本体部分的判断依据与引脚部分的判断依据相同。控制装置通过控制外观分拣机械手对尺寸不良的二极管进行分拣,并放入外观不良存放盒中的相应分区。(2) Obtain the bird's-eye view image of the diode to be detected by the first appearance camera, the control device 20 performs grayscale processing on the bird's-eye view image of the diode to be detected, and divide the pin part and the body part of the diode to be detected by the threshold, and The pin part and the body part are fitted to form a minimum rectangular area, and then the length and width of the fitted rectangle are measured. Assuming that the same diode is captured by the first appearance camera to capture n images, the pin part fits out a rectangle with a length from y1 to yn and a width from x1 to xn, the standard length of the pin is y, the standard diameter is x, and the pin The length error is Q and the diameter error is P, then the basis for judging the pin is: (|y1-y|+…+|yn-y|)/n<Q and (|x1-x|+…+| xn-x|)/n<P. If the judgment basis is met, it means that the pin size of the diode to be tested is normal; otherwise, it means that the pin size of the diode to be tested is not good. Wherein, the judgment basis of the body part is the same as that of the pin part. The control device sorts the diodes with bad size by controlling the appearance sorting manipulator, and puts them into the corresponding partitions in the storage box with bad appearance.

(三),通过第二外观拍照相机和第三外观拍照相机获取的待检测二极管的轴侧图像并将待检测二极管的轴侧图像传送至控制装置,控制装置对待检测二极管的轴侧图像进行预处理,然后将待检测二极管的引脚部分和本体部分分离,以获取待检测二极管的引脚外表面氧化特征、底部破损特征。其次,根据第一外观拍照相机获取的待检测二极管的俯视图像,通过控制装置对待检测二极管的俯视图像进行预处理,再将待检测二极管的引脚部分和本体部分分离,获取待检测二极管的本体圆柱面破损特征,最后,控制装置通过控制外观分拣机械手上安装的第一抓取拍照相机获取单个二极管的本体图像并传送至控制装置,控制装置控制外观分拣机械手将引脚氧化和本体破损的二极管放入外观不良存放盒中的相应的分区。(3) The axial side image of the diode to be detected is obtained by the second appearance camera and the third appearance camera, and the axial side image of the diode to be detected is transmitted to the control device, and the control device performs a preview of the axial side image of the diode to be detected processing, and then separate the pin part and the body part of the diode to be detected, so as to obtain the oxidation characteristics of the outer surface of the pins of the diode to be detected, and the characteristics of the bottom damage. Secondly, according to the top view image of the diode to be detected obtained by the first appearance camera, the control device performs preprocessing on the top view image of the diode to be detected, and then separates the pin part and the body part of the diode to be detected to obtain the body of the diode to be detected Cylindrical surface damage characteristics. Finally, the control device obtains the body image of a single diode by controlling the first grabbing camera installed on the appearance sorting manipulator and sends it to the control device. The control device controls the appearance sorting manipulator to oxidize the pins and damage the body Place the diodes in the corresponding partitions in the ugly storage box.

在本发明的一个实施例中,可通过正向阻值测试组件、反向阻值测试组件、万用表、第二传感器、第三传感器和阻值拍照相机获取待检测二极管的阻值。其中,正向阻值测试组件用于测试当电流从正向阻值测试组件的A端流向正向测试组件的B端时待检测二极管的阻值,反向阻值测试组件用于测试当电流从反向阻值测试组件的B端流向反向阻值测试组件的A端时待检测二极管的阻值,万用表用于显示待检测二极管的阻值大小,第二传感器用于检测待检测二极管是否到达正向阻值测试组件,第三传感器用于检测待检测二极管是否到达反向阻值测试组件,阻值拍照相机用于获取万用表上的仪表图像。In one embodiment of the present invention, the resistance value of the diode to be tested can be acquired through a forward resistance test component, a reverse resistance test component, a multimeter, a second sensor, a third sensor and a resistance camera. Among them, the forward resistance test component is used to test the resistance value of the diode to be detected when the current flows from the A terminal of the forward resistance test component to the B terminal of the forward test component, and the reverse resistance test component is used to test when the current The resistance value of the diode to be detected when flowing from the B terminal of the reverse resistance test component to the A terminal of the reverse resistance test component, the multimeter is used to display the resistance value of the diode to be detected, and the second sensor is used to detect whether the diode to be detected is Arriving at the forward resistance test component, the third sensor is used to detect whether the diode to be tested has reached the reverse resistance test component, and the resistance camera is used to obtain the meter image on the multimeter.

具体地,第二传感器可感应待检测二极管是否到达正向阻值测试组件的正下方,其中,第二传感器位于正向阻值测试组件前方。当第二传感器感应到待检测二极管到达正向阻值测试组件的正下方时,向控制装置发送感应信号,此时,控制装置控制正向阻值测试组件对待检测二极管进行阻值检测并将待检测二极管的阻值显示在万用表上。第三传感器可感应待检测二极管是否到达反向阻值测试组件的正下方,其中,第三传感器位于反向阻值测试组件前方。当第三传感器感应到待检测二极管到达反向阻值测试组件的正下方时,向控制装置发送感应信号,此时,控制装置控制反向阻值测试组件对待检测二极管进行阻值检测并将待检测二极管的阻值显示在万用表上。阻值拍照相机获取万用表上的待检测二极管的阻值图像并传送至控制装置。其中,正、反向阻值测试装置的测试过程时由气缸驱动连杆、连杆带动测试针完成的Z轴与Y轴方向移动的合成运动,即测试针S1能够与X轴方向传动的待检测二极管引脚产生弹性接触,测试到对应的阻值。Specifically, the second sensor can sense whether the diode to be tested is directly below the forward resistance testing component, wherein the second sensor is located in front of the forward resistance testing component. When the second sensor senses that the diode to be detected is directly below the forward resistance test component, it sends an induction signal to the control device. At this time, the control device controls the forward resistance test component to detect the resistance of the diode to be detected and The resistance of the sense diode is displayed on the multimeter. The third sensor can sense whether the diode to be tested is directly below the reverse resistance testing component, wherein the third sensor is located in front of the reverse resistance testing component. When the third sensor senses that the diode to be detected arrives directly below the reverse resistance test component, it sends an induction signal to the control device. At this time, the control device controls the reverse resistance test component to perform resistance detection on the diode to be detected and The resistance of the sense diode is displayed on the multimeter. The resistance value photographing camera obtains the resistance value image of the diode to be tested on the multimeter and transmits it to the control device. Among them, during the test process of the forward and reverse resistance testing device, the cylinder drives the connecting rod, and the connecting rod drives the test needle to complete the combined movement of the Z-axis and the Y-axis direction, that is, the test needle S1 can be transmitted with the X-axis direction. The detection diode pin produces an elastic contact, and the corresponding resistance value is tested.

在本发明的一个实施例中,电性能不良的二极管可包括开路不良、短路不良、印刷不良和电阻不良,且在检测时,可按优先级来进行检测并分拣,其中,开路不良和短路不良为第一优先级,印刷不良为第二优先级,电阻不良为第三优先级。具体地:In one embodiment of the present invention, diodes with poor electrical performance may include poor open circuit, poor short circuit, poor printing and poor resistance, and during detection, they can be detected and sorted according to priority, wherein, poor open circuit and short circuit Bad printing is the first priority, bad printing is the second priority, and bad resistance is the third priority. specifically:

(一),阻值拍照相机获取待检测二极管的图像,并通过控制装置对图像进行灰度处理和二值化处理。再获取单个二极管的正向阻值测试组件测试的阻值图像和反向阻值测试组件测试的阻值图像,并通过控制装置分别对单个二极管的两个阻值图像进行阈值分割和形态学处理,可用字符分类器识别出正反向阻值。若控制装置获取的阻值均为OL,则说明该二极管的本体内部开路,即为开路不良。若控制装置获取的阻值均为具体数值,说明该二极管的本体内部短路,即为短路不良。(1), the resistance value camera acquires the image of the diode to be detected, and performs grayscale processing and binarization processing on the image through the control device. Then obtain the resistance image of the forward resistance test component test and the resistance image of the reverse resistance test component test of a single diode, and perform threshold segmentation and morphological processing on the two resistance images of a single diode through the control device , the character classifier can be used to identify the positive and negative resistance values. If the resistance values obtained by the control device are all OL, it means that the internal body of the diode is open, that is, the open circuit is bad. If the resistance values obtained by the control device are all specific values, it means that the internal body of the diode is short-circuited, that is, the short circuit is defective.

(二),阻值拍照相机获取单个二极管的阻值并传送至控制装置,控制装置通过控制电性能分拣机械手上安装的第二抓取拍照相机获取单个二极管的本体图像并传送至控制装置,控制装置对该图像进行预处理并获取单个二极管本体圆柱面的白色条纹特征,便可确定轴向二极管印刷的负极位置以及对应的正极位置。若单个二极管由正向阻值测试组件测试所得的阻值是具体数值、反向阻值测试组件所得的阻值是OL,且轴向二极管的印刷极性与正向阻值测试组件的测试引脚极性不一致时,便可以确定该二极管的极性印刷不良,控制装置可通过控制电性能分拣机械手对印刷不良的二极管进行分拣,并放入电性能不良存放盒中相应的分区;若单个二极管由正向阻值测试组件测试所得阻值是OL、反向阻值测试组件所得阻值是具体数值,且单个二极管的印刷极性与反向阻值测试组件的测试引脚极性不一致时,便可以确定该二极管的极性印刷不良,控制装置可通过控制电性能分拣机械手对印刷不良的二极管进行分拣,并放入电性能不良存放盒中相应的分区。(2) The resistance value camera obtains the resistance value of a single diode and transmits it to the control device, and the control device acquires the body image of a single diode by controlling the second capture camera installed on the electrical performance sorting manipulator and transmits it to the control device, The control device preprocesses the image and obtains the white stripe characteristics of the cylindrical surface of a single diode body, so as to determine the position of the cathode printed on the axial diode and the corresponding position of the anode. If the resistance value of a single diode tested by the forward resistance test component is a specific value, the resistance value obtained by the reverse resistance test component is OL, and the printed polarity of the axial diode is consistent with the test leads of the forward resistance test component. When the polarity of the pins is inconsistent, it can be determined that the polarity of the diode is poorly printed, and the control device can sort the poorly printed diodes by controlling the electrical performance sorting manipulator, and put them into the corresponding partition in the storage box with poor electrical performance; The resistance value of a single diode tested by the forward resistance test component is OL, and the resistance value obtained by the reverse resistance test component is a specific value, and the printed polarity of a single diode is inconsistent with the polarity of the test pin of the reverse resistance test component , it can be determined that the polarity of the diode is poorly printed, and the control device can sort the poorly printed diodes by controlling the electrical performance sorting manipulator, and put them into the corresponding partitions in the storage box with poor electrical performance.

(三),若上述两种情况皆不满足时,控制装置可将获取的单个二极管的具体阻值和产品给定的阻值进行对比,以判断是否在正常阻值误差范围内,若在正常阻值误差范围内,说明阻值正常,若不在正常阻值误差范围内,则说明电阻不良。(3) If none of the above two conditions are satisfied, the control device can compare the obtained specific resistance value of a single diode with the given resistance value of the product to determine whether it is within the normal resistance error range. If it is within the error range of the resistance value, it means that the resistance value is normal. If it is not within the error range of the normal resistance value, it means that the resistance is bad.

在本发明的一个实施例中,视觉检测装置还可包括补光光源,当光线较暗时,补光光源可以一定的角度斜向打光照射待检测二极管以提供补光,从而提高获取的待检测二极管的外观图像和阻值图像的清晰度。In one embodiment of the present invention, the visual detection device may also include a supplementary light source. When the light is relatively dark, the supplementary light source can illuminate the diode to be detected obliquely at a certain angle to provide supplementary light, thereby improving the obtained waiting time. Check the clarity of the appearance image and resistance image of the diode.

S3,对不良品进行分拣。S3, sorting the defective products.

在本发明的一个实施例中,可使用分拣机械手对不良品进行分拣并放入不良品存放盒。其中,分拣机械手包括外观分拣机械手和电性能分拣机械手,分别用于分拣外观不良的二极管和电性能不良的二极管,其中,外观分拣机械手和电性能分拣机械手均可为五轴机械手。不良品存放盒包括外观不良存放盒和电性能不良存放盒,其中,外观不良存放盒有4个分区,分别用于存放字符不良、尺寸不良、本体破损不良和引脚氧化不良的二极管,电性能不良存放盒有两个分区,分别用于存放电阻不良和极性印刷不良的二极管。抓取拍照相机分为第一抓取拍照相机和第二抓取拍照相机,其中,第一抓取拍照相机用于当待检测二极管经过外观分拣机械手时,获取待检测二极管的位置图像并传送至控制装置,第二抓取拍照相机用于当待检测二极管经过电性能分拣手时,获取待检测二极管的的位置图像并传送至控制装置。In one embodiment of the present invention, a sorting manipulator can be used to sort the defective products and put them into the defective product storage box. Among them, the sorting manipulator includes the appearance sorting manipulator and the electrical performance sorting manipulator, which are used to sort the diodes with poor appearance and the diodes with poor electrical performance respectively. Among them, the appearance sorting manipulator and the electrical performance sorting manipulator can be five-axis manipulator. Defective product storage boxes include storage boxes with poor appearance and poor electrical performance. Among them, the storage box with poor appearance has 4 partitions, which are used to store diodes with bad characters, bad size, bad body damage and poor oxidation of pins. The bad storage box has two partitions, which are used to store diodes with bad resistance and bad polarity printing respectively. The grabbing camera is divided into a first grabbing camera and a second grabbing camera, wherein the first grabbing camera is used to acquire and transmit the position image of the diode to be detected when the diode to be detected passes through the appearance sorting manipulator. To the control device, the second capture camera is used to acquire the position image of the diode to be tested and transmit it to the control device when the diode to be tested passes through the electrical property sorting hand.

具体地,当待检测二极管经过外观分拣机械手时,由外观分拣机械手上安装的第一抓取拍照相机获取待检测二极管的位置图像并传送至控制装置,控制装置控制外观分拣机械手抓取外观不良的二极管并将其放置在外观不良存放盒中相应的分区。同理,当待检测二极管经过电性能分拣机械手时,由电性能分拣机械手上安装的第二抓取拍照相机获取待检测二极管的位置图像并传送至控制装置,控制装置控制电性能分拣机械手抓取电性能不良的二极管放置在电性能不良存放盒中相应的分区。Specifically, when the diode to be detected passes through the appearance sorting manipulator, the position image of the diode to be detected is captured by the first capture camera installed on the appearance sorting manipulator and sent to the control device, and the control device controls the appearance sorting manipulator to grab Remove defective diodes and place them in the corresponding section of the defective storage box. Similarly, when the diode to be detected passes through the electrical performance sorting manipulator, the second grabbing camera installed on the electrical performance sorting manipulator acquires the position image of the diode to be detected and sends it to the control device, which controls the electrical performance sorting The manipulator grabs the diode with poor electrical performance and places it in the corresponding partition in the storage box with poor electrical performance.

根据本发明实施例的基于机器视觉的轴向整流二极管检测与分拣系统,通过检测待检测二极管是否到达待检测区域并获取待检测二极管的外观图像和阻值传送至控制装置,控制装置判断待检测二极管是否为不良品,并控制分拣装置对不良品进行分拣,由此,能够对轴向整流二级管进行自动化检测与分拣,不仅降低了人工成本,而且能够提高生产效率。According to the machine vision-based axial rectifier diode detection and sorting system of the embodiment of the present invention, by detecting whether the diode to be detected has reached the area to be detected and obtaining the appearance image and resistance value of the diode to be detected and sending it to the control device, the control device judges whether the diode to be detected has reached the area to be detected. Detect whether the diode is a defective product, and control the sorting device to sort the defective product, so that the axial rectifier diode can be automatically detected and sorted, which not only reduces labor costs, but also improves production efficiency.

在本发明的描述中,术语“第一”、“第二”仅用于描述目的,而不能理解为指示或暗示相对重要性或者隐含指明所指示的技术特征的数量。由此,限定有“第一”、“第二”的特征可以明示或者隐含地包括一个或者更多个该特征。“多个”的含义是两个或两个以上,除非另有明确具体的限定。In the description of the present invention, the terms "first" and "second" are only used for descriptive purposes, and cannot be understood as indicating or implying relative importance or implicitly specifying the quantity of indicated technical features. Thus, a feature defined as "first" and "second" may explicitly or implicitly include one or more of these features. "Plurality" means two or more, unless otherwise clearly and specifically defined.

在本发明中,除非另有明确的规定和限定,术语“安装”、“相连”、“连接”、“固定”等术语应做广义理解,例如,可以是固定连接,也可以是可拆卸连接,或成一体;可以是机械连接,也可以是电连接;可以是直接相连,也可以通过中间媒介间接相连,可以是两个元件内部的连通或两个元件的相互作用关系。对于本领域的普通技术人员而言,可以根据具体情况理解上述术语在本发明中的具体含义。In the present invention, unless otherwise clearly specified and limited, terms such as "installation", "connection", "connection" and "fixation" should be understood in a broad sense, for example, it can be a fixed connection or a detachable connection , or integrated; it can be mechanically connected or electrically connected; it can be directly connected or indirectly connected through an intermediary, and it can be the internal communication of two components or the interaction relationship between two components. Those of ordinary skill in the art can understand the specific meanings of the above terms in the present invention according to specific situations.

在本发明中,除非另有明确的规定和限定,第一特征在第二特征“上”或“下”可以是第一和第二特征直接接触,或第一和第二特征通过中间媒介间接接触。而且,第一特征在第二特征“之上”、“上方”和“上面”可是第一特征在第二特征正上方或斜上方,或仅仅表示第一特征水平高度高于第二特征。第一特征在第二特征“之下”、“下方”和“下面”可以是第一特征在第二特征正下方或斜下方,或仅仅表示第一特征水平高度小于第二特征。In the present invention, unless otherwise clearly specified and limited, the first feature may be in direct contact with the first feature or the first and second feature may be in direct contact with the second feature through an intermediary. touch. Moreover, "above", "above" and "above" the first feature on the second feature may mean that the first feature is directly above or obliquely above the second feature, or simply means that the first feature is higher in level than the second feature. "Below", "beneath" and "beneath" the first feature may mean that the first feature is directly below or obliquely below the second feature, or simply means that the first feature is less horizontally than the second feature.

在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本发明的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不必针对相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任一个或多个实施例或示例中以合适的方式结合。此外,在不相互矛盾的情况下,本领域的技术人员可以将本说明书中描述的不同实施例或示例以及不同实施例或示例的特征进行结合和组合。In the description of this specification, descriptions referring to the terms "one embodiment", "some embodiments", "example", "specific examples", or "some examples" mean that specific features described in connection with the embodiment or example , structure, material or characteristic is included in at least one embodiment or example of the present invention. In this specification, the schematic representations of the above terms are not necessarily directed to the same embodiment or example. Furthermore, the described specific features, structures, materials or characteristics may be combined in any suitable manner in any one or more embodiments or examples. In addition, those skilled in the art can combine and combine different embodiments or examples and features of different embodiments or examples described in this specification without conflicting with each other.

流程图中或在此以其他方式描述的任何过程或方法描述可以被理解为,表示包括一个或更多个用于实现特定逻辑功能或过程的步骤的可执行指令的代码的模块、片段或部分,并且本发明的优选实施方式的范围包括另外的实现,其中可以不按所示出或讨论的顺序,包括根据所涉及的功能按基本同时的方式或按相反的顺序,来执行功能,这应被本发明的实施例所属技术领域的技术人员所理解。Any process or method descriptions in flowcharts or otherwise described herein may be understood to represent modules, segments or portions of code comprising one or more executable instructions for implementing specific logical functions or steps of the process , and the scope of preferred embodiments of the invention includes alternative implementations in which functions may be performed out of the order shown or discussed, including substantially concurrently or in reverse order depending on the functions involved, which shall It is understood by those skilled in the art to which the embodiments of the present invention pertain.

在流程图中表示或在此以其他方式描述的逻辑和/或步骤,例如,可以被认为是用于实现逻辑功能的可执行指令的定序列表,可以具体实现在任何计算机可读介质中,以供指令执行系统、装置或设备(如基于计算机的系统、包括处理器的系统或其他可以从指令执行系统、装置或设备取指令并执行指令的系统)使用,或结合这些指令执行系统、装置或设备而使用。就本说明书而言,“计算机可读介质”可以是任何可以包含、存储、通信、传播或传输程序以供指令执行系统、装置或设备或结合这些指令执行系统、装置或设备而使用的装置。计算机可读介质的更具体的示例(非穷尽性列表)包括以下:具有一个或多个布线的电连接部(电子装置),便携式计算机盘盒(磁装置),随机存取存储器(RAM),只读存储器(ROM),可擦除可编辑只读存储器(EPROM或闪速存储器),光纤装置,以及便携式光盘只读存储器(CDROM)。另外,计算机可读介质甚至可以是可在其上打印所述程序的纸或其他合适的介质,因为可以例如通过对纸或其他介质进行光学扫描,接着进行编辑、解译或必要时以其他合适方式进行处理来以电子方式获得所述程序,然后将其存储在计算机存储器中。The logic and/or steps represented in the flowcharts or otherwise described herein, for example, can be considered as a sequenced listing of executable instructions for implementing logical functions, can be embodied in any computer-readable medium, For use with instruction execution systems, devices, or devices (such as computer-based systems, systems including processors, or other systems that can fetch instructions from instruction execution systems, devices, or devices and execute instructions), or in conjunction with these instruction execution systems, devices or equipment for use. For the purposes of this specification, a "computer-readable medium" may be any device that can contain, store, communicate, propagate or transmit a program for use in or in conjunction with an instruction execution system, device or device. More specific examples (non-exhaustive list) of computer-readable media include the following: electrical connection with one or more wires (electronic device), portable computer disk case (magnetic device), random access memory (RAM), Read Only Memory (ROM), Erasable and Editable Read Only Memory (EPROM or Flash Memory), Fiber Optic Devices, and Portable Compact Disc Read Only Memory (CDROM). In addition, the computer-readable medium may even be paper or other suitable medium on which the program can be printed, since the program can be read, for example, by optically scanning the paper or other medium, followed by editing, interpretation or other suitable processing if necessary. The program is processed electronically and stored in computer memory.

应当理解,本发明的各部分可以用硬件、软件、固件或它们的组合来实现。在上述实施方式中,多个步骤或方法可以用存储在存储器中且由合适的指令执行系统执行的软件或固件来实现。例如,如果用硬件来实现,和在另一实施方式中一样,可用本领域公知的下列技术中的任一项或他们的组合来实现:具有用于对数据信号实现逻辑功能的逻辑门电路的离散逻辑电路,具有合适的组合逻辑门电路的专用集成电路,可编程门阵列(PGA),现场可编程门阵列(FPGA)等。It should be understood that various parts of the present invention can be realized by hardware, software, firmware or their combination. In the above described embodiments, various steps or methods may be implemented by software or firmware stored in memory and executed by a suitable instruction execution system. For example, if implemented in hardware, as in another embodiment, it can be implemented by any one or combination of the following techniques known in the art: Discrete logic circuits, ASICs with suitable combinational logic gates, Programmable Gate Arrays (PGAs), Field Programmable Gate Arrays (FPGAs), etc.

本技术领域的普通技术人员可以理解实现上述实施例方法携带的全部或部分步骤是可以通过程序来指令相关的硬件完成,所述的程序可以存储于一种计算机可读存储介质中,该程序在执行时,包括方法实施例的步骤之一或其组合。Those of ordinary skill in the art can understand that all or part of the steps carried by the methods of the above embodiments can be completed by instructing related hardware through a program, and the program can be stored in a computer-readable storage medium. During execution, one or a combination of the steps of the method embodiments is included.

此外,在本发明各个实施例中的各功能单元可以集成在一个处理模块中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个模块中。上述集成的模块既可以采用硬件的形式实现,也可以采用软件功能模块的形式实现。所述集成的模块如果以软件功能模块的形式实现并作为独立的产品销售或使用时,也可以存储在一个计算机可读取存储介质中。In addition, each functional unit in each embodiment of the present invention may be integrated into one processing module, each unit may exist separately physically, or two or more units may be integrated into one module. The above-mentioned integrated modules can be implemented in the form of hardware or in the form of software function modules. If the integrated modules are realized in the form of software function modules and sold or used as independent products, they can also be stored in a computer-readable storage medium.

尽管上面已经示出和描述了本发明的实施例,可以理解的是,上述实施例是示例性的,不能理解为对本发明的限制,本领域的普通技术人员在本发明的范围内可以对上述实施例进行变化、修改、替换和变型。Although the embodiments of the present invention have been shown and described above, it can be understood that the above embodiments are exemplary and should not be construed as limiting the present invention, those skilled in the art can make the above-mentioned The embodiments are subject to changes, modifications, substitutions and variations.

Claims (10)

1. An axial rectifier diode detects and letter sorting system based on machine vision, its characterized in that includes:
the visual detection device is used for detecting whether the diode to be detected reaches the area to be detected or not and acquiring the appearance image and the resistance value of the diode to be detected when the diode to be detected reaches the area to be detected;
the control device is connected with the visual detection device and used for receiving the appearance image and the resistance value of the diode to be detected and judging whether the diode to be detected is a defective product or not according to the appearance image and the resistance value of the diode to be detected;
and the sorting device is connected with the control device and is used for sorting the defective products.
2. The machine-vision-based axial rectifier diode detection and sorting system of claim 1, further comprising:
and the conveying device is connected with the control device and is used for conveying the diode to be detected to the area to be detected.
3. The machine-vision based axial rectifier diode detection and sorting system of claim 2, wherein said conveyor comprises:
the feeding vibration disc is used for swinging the diodes to be detected which are placed out of order into a horizontal state along the Y-axis direction in the vibration conveying process;
the clamping groove conveying unit is used for conveying the diode to be detected in the horizontal state to the visual detection device, and a roller conveying module is arranged on the inner side of the clamping groove conveying unit.
4. The machine-vision-based axial rectifier diode detection and sorting system of claim 3 wherein said feed vibratory pan comprises: vibration dish, sharp feeder, branch material baffle and photoelectric sensor.
5. The machine-vision-based axial rectifier diode detection and sorting system of claim 1, wherein the to-be-detected regions include an appearance detection region and a resistance detection region.
6. The machine-vision-based axial rectifier diode detection and sorting system of claim 1, wherein the vision inspection device comprises:
the appearance visual detection unit is used for detecting whether the diode to be detected reaches the appearance detection area or not, collecting images of a body and a pin of the diode to be detected when the diode to be detected reaches the appearance detection area and transmitting the images to the control device, wherein the appearance detection area is positioned under the appearance visual detection unit;
the resistance value visual detection unit is used for detecting whether the diode to be detected reaches the resistance value detection area or not, collecting the positive and negative resistance values of the diode to be detected when the diode to be detected reaches the resistance value detection area and transmitting the positive and negative resistance values to the control device, wherein the resistance value detection area is located right below the resistance value visual detection unit.
7. The machine-vision based axial rectifier diode detection and sorting system of claim 6, wherein said visual appearance detection unit comprises:
the appearance photographing camera set comprises a first appearance photographing camera, a second appearance photographing camera and a third appearance photographing camera, and is respectively used for acquiring a first image of the diode to be detected, a second image of the diode to be detected and a third image of the diode to be detected, wherein the first image is an outer surface and a pin image of the body of the diode to be detected, the second image is a bottom image and a rear pin image of the body of the diode to be detected, and the third image is a bottom image and a front pin image of the body of the diode to be detected;
a first sensor for detecting whether the diode to be detected reaches the visual appearance detecting unit.
8. The machine vision based axial rectifier diode detection and sorting system of claim 6 wherein said resistance value visual detection unit comprises:
the forward resistance testing component is used for testing the resistance of the diode to be detected when current flows from the end A of the forward resistance testing component to the end B of the forward resistance testing component;
the reverse resistance value testing component is used for testing the resistance value of the diode to be detected when current flows from the end B of the reverse resistance value testing component to the end A of the reverse resistance value testing component;
the universal meter is used for displaying the resistance value of the diode to be detected;
the second sensor is used for detecting whether the diode to be detected reaches the forward resistance value testing component or not;
the third sensor is used for detecting whether the diode to be detected reaches the reverse resistance value testing component or not;
and the resistance value photographing camera is used for acquiring an instrument image on the universal meter.
9. The machine-vision-based axially commutated diode detection and sorting system according to claim 1, wherein the sorting apparatus comprises:
the sorting manipulator is divided into an appearance sorting manipulator and an electrical property sorting manipulator, wherein the appearance sorting manipulator is used for sorting diodes with poor appearance, and the electrical property sorting manipulator is used for sorting diodes with poor electrical property;
the defective product storage box is divided into a defective appearance storage box and a defective electrical property storage box, wherein the defective appearance storage box is used for storing diodes with poor characters, poor sizes, poor body breakage and poor pin oxidation, and the defective electrical property storage box is used for storing diodes with poor resistance and poor polarity printing.
The grabbing and photographing camera is divided into a first grabbing and photographing camera and a second grabbing and photographing camera, wherein the first grabbing and photographing camera is used for acquiring position images of the diode to be detected and transmitting the position images to the control device when the diode to be detected passes through the appearance sorting manipulator, and the second grabbing and photographing camera is used for acquiring position images of the diode to be detected and transmitting the position images to the control device when the diode to be detected passes through the electrical property sorting manipulator.
10. A machine vision-based axial rectifier diode detection and sorting method is characterized by comprising the following steps:
detecting whether a diode to be detected reaches a region to be detected, and acquiring an appearance image and a resistance value of the diode to be detected when the diode to be detected reaches the region to be detected;
receiving the appearance image and the resistance value of the diode to be detected, and judging whether the diode to be detected is a defective product or not according to the appearance image and the resistance value of the diode to be detected;
and sorting the defective products.
CN202211503019.9A 2022-11-28 2022-11-28 Axial rectifier diode detection and sorting system and method based on machine vision Pending CN115770735A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202211503019.9A CN115770735A (en) 2022-11-28 2022-11-28 Axial rectifier diode detection and sorting system and method based on machine vision

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202211503019.9A CN115770735A (en) 2022-11-28 2022-11-28 Axial rectifier diode detection and sorting system and method based on machine vision

Publications (1)

Publication Number Publication Date
CN115770735A true CN115770735A (en) 2023-03-10

Family

ID=85390413

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202211503019.9A Pending CN115770735A (en) 2022-11-28 2022-11-28 Axial rectifier diode detection and sorting system and method based on machine vision

Country Status (1)

Country Link
CN (1) CN115770735A (en)

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108971013A (en) * 2018-08-31 2018-12-11 江苏创源电子有限公司 A kind of fuse test equipment
CN109201508A (en) * 2018-10-12 2019-01-15 何晓贝 Sealed seed source activity automatic sorting device
CN209097594U (en) * 2018-07-12 2019-07-12 太仓市晨启电子精密机械有限公司 Electrical testing and appearance detect all-in-one machine after a kind of diode forming
CN214235130U (en) * 2020-11-27 2021-09-21 深圳市吉利通电子有限公司 Nondestructive testing device for multilayer ceramic capacitor
CN114130712A (en) * 2021-11-23 2022-03-04 深圳市堃联技术有限公司 Function test's carborundum diode check out test set
CN114210593A (en) * 2021-12-09 2022-03-22 蒲丰(海宁)智能装备有限公司 Spherical fruit vegetables sorting device
CN217385714U (en) * 2022-04-26 2022-09-06 江苏顺烨电子有限公司 Charging module output diode fault detection equipment

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN209097594U (en) * 2018-07-12 2019-07-12 太仓市晨启电子精密机械有限公司 Electrical testing and appearance detect all-in-one machine after a kind of diode forming
CN108971013A (en) * 2018-08-31 2018-12-11 江苏创源电子有限公司 A kind of fuse test equipment
CN109201508A (en) * 2018-10-12 2019-01-15 何晓贝 Sealed seed source activity automatic sorting device
CN214235130U (en) * 2020-11-27 2021-09-21 深圳市吉利通电子有限公司 Nondestructive testing device for multilayer ceramic capacitor
CN114130712A (en) * 2021-11-23 2022-03-04 深圳市堃联技术有限公司 Function test's carborundum diode check out test set
CN114210593A (en) * 2021-12-09 2022-03-22 蒲丰(海宁)智能装备有限公司 Spherical fruit vegetables sorting device
CN217385714U (en) * 2022-04-26 2022-09-06 江苏顺烨电子有限公司 Charging module output diode fault detection equipment

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
周祖德: "《基于网络环境的智能控制》", vol. 1, 31 January 2004, 国防工业出版社, pages: 275 - 276 *

Similar Documents

Publication Publication Date Title
CN110246122A (en) Small size bearing quality determining method, apparatus and system based on machine vision
CN102226739B (en) Apparatus and method for detecting tapered roller bearing rolling element upside-down mounting and missing mounting
CN201218723Y (en) Optoelectronic non-contact type image detection apparatus
CN111656883B (en) Learning completion model generation system and method for component image recognition
US7545972B2 (en) Test tube type discrimination apparatus
CN202974886U (en) Machine-vision-based tank body seam defect detection system
CN103630544B (en) A kind of vision on-line detecting system
CN114345741A (en) Efficient visual detection method and system
CN103983426B (en) The detection of a kind of defect of optical fiber based on machine vision and sorting technique
CN1485616A (en) Equipment and method for non-destructive automatic detection and grading of poultry egg quality
CN110333242A (en) A kind of detection method and its system of PET bottle quality
CN104483320A (en) Digitized defect detection device and detection method of industrial denitration catalyst
CN113030095B (en) A polarizer appearance defect detection system
CN103785622A (en) Machine-vision-based part sorting device and method
CN208928634U (en) A kind of sorting cigarette equipment
CN114527075A (en) Mask defect detection device and method
JP2010025566A (en) Foreign matter detection device of material for electrode
CN115770735A (en) Axial rectifier diode detection and sorting system and method based on machine vision
CN114359155A (en) Film laminating method and system
CN209680591U (en) A capacitive character detection device based on intelligent vision
CN107741430A (en) A Compact Structural Lens Inspection System Based on Contact Image Sensor
CN107121063A (en) The method for detecting workpiece
CN208432555U (en) A kind of unit type printing product automatic checkout equipment
CN111398294A (en) A system and detection method for straw particle defect detection based on machine vision
US20180176549A1 (en) Multi-view-angle image capturing device and multi-view-angle image inspection apparatus using the same

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination