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CN108655021A - A kind of online failure evaluation sorter of corn seed based on machine vision - Google Patents

A kind of online failure evaluation sorter of corn seed based on machine vision Download PDF

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Publication number
CN108655021A
CN108655021A CN201810433834.XA CN201810433834A CN108655021A CN 108655021 A CN108655021 A CN 108655021A CN 201810433834 A CN201810433834 A CN 201810433834A CN 108655021 A CN108655021 A CN 108655021A
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seed
stepper motor
sorter
corn seeds
machine vision
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CN108655021B (en
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赵静
崔欣
徐文腾
马伟童
李志铭
杨焕波
鲁文霞
王伟
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Shandong University of Technology
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B07SEPARATING SOLIDS FROM SOLIDS; SORTING
    • B07CPOSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
    • B07C5/00Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
    • B07C5/34Sorting according to other particular properties
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B07SEPARATING SOLIDS FROM SOLIDS; SORTING
    • B07CPOSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
    • B07C5/00Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
    • B07C5/02Measures preceding sorting, e.g. arranging articles in a stream orientating
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B07SEPARATING SOLIDS FROM SOLIDS; SORTING
    • B07CPOSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
    • B07C5/00Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
    • B07C5/36Sorting apparatus characterised by the means used for distribution
    • B07C5/361Processing or control devices therefor, e.g. escort memory
    • B07C5/362Separating or distributor mechanisms
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B07SEPARATING SOLIDS FROM SOLIDS; SORTING
    • B07CPOSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
    • B07C2501/00Sorting according to a characteristic or feature of the articles or material to be sorted
    • B07C2501/0063Using robots

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  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)

Abstract

本发明涉及机器视觉检测技术领域,具体为一种基于机器视觉的玉米种子在线破损识别分类装置。包括喂入装置、输送装置、图像采集装置、分类装置、控制系统、定轴实验台、回收种箱。其特征如下:通过玉米种子在线破损识别分类装置,能够采集动态图像并实现玉米种子在线破损识别动态检测功能,将破损玉米种子与合格玉米种子分离;设计了一种结构简单的转盘式传送机构;设计了一种不合格玉米种子剔除机构,可以准确有效的将不合格玉米种子剔除;设计了一种玉米种子在线破损识别分类控制系统;本发明结构简单、识别分类准确、效率高、效果好。玉米种子的全自动化在线实时检测,可以使农产品检测更加机械化、自动化、智能化。

The invention relates to the technical field of machine vision detection, in particular to a machine vision-based online damage identification and classification device for corn seeds. Including feeding device, conveying device, image acquisition device, classification device, control system, fixed-axis test bench, and recovery seed box. Its features are as follows: through the online damage recognition and classification device of corn seeds, it can collect dynamic images and realize the dynamic detection function of online damage recognition of corn seeds, and separate the damaged corn seeds from qualified corn seeds; a simple structure of the rotary table transmission mechanism is designed; A mechanism for removing unqualified corn seeds is designed, which can accurately and effectively remove unqualified corn seeds; an online damage identification and classification control system for corn seeds is designed; the invention has simple structure, accurate identification and classification, high efficiency and good effect. The fully automated online real-time detection of corn seeds can make the detection of agricultural products more mechanized, automated and intelligent.

Description

一种基于机器视觉的玉米种子在线破损识别分类装置A device for online damage recognition and classification of corn seeds based on machine vision

技术领域technical field

本发明涉及机器视觉检测技术领域,具体为一种基于机器视觉的玉米种子在线破损识别分类装置。The invention relates to the technical field of machine vision detection, in particular to a machine vision-based online damage identification and classification device for corn seeds.

背景技术Background technique

玉米作为我国重要的粮食作物之一,于2012年开始成为我国第一大粮食作物,具有十分重要的战略地位。由于玉米种子在收获、储藏的过程中会因机械啃伤等各种因素产生损伤,直接影响玉米种子的发芽率以及玉米产量,所以玉米种子的播前破损检测必不可少。这一过程可以保证玉米种子发芽率,对玉米的增产具有重要意义。As one of the important food crops in my country, corn has become the largest food crop in my country since 2012 and has a very important strategic position. Because corn seeds will be damaged by various factors such as mechanical damage during harvesting and storage, which directly affects the germination rate of corn seeds and corn yield, so the damage detection of corn seeds before sowing is essential. This process can ensure the germination rate of corn seeds, which is of great significance to the increase of corn yield.

与人工检测技术相比,机器视觉检测技术具有速度快、精度高、重复性好等优点,在农产品品质无损检测领域有广阔的应用。利用机器视觉检测技术代替人工检测,是自动化分级发展的必然趋势。基于机器视觉的谷物外观品质检测技术研究具有较高的理论价值和实际意义。目前国内对基于机器视觉的玉米种子的研究主要集中在玉米种粒的品质鉴定、分级等,且主要集中在静态检测上,并没有出现商业化程度高的用于玉米种子破损检测的仪器设备。利用机器视觉技术对谷物外观的品质进行检测与研究,对提高我国粮食的市场竞争力具有重要意义。Compared with manual inspection technology, machine vision inspection technology has the advantages of fast speed, high precision, and good repeatability, and has broad applications in the field of non-destructive inspection of agricultural product quality. The use of machine vision inspection technology to replace manual inspection is an inevitable trend in the development of automated classification. Research on grain appearance quality detection technology based on machine vision has high theoretical value and practical significance. At present, domestic research on corn seeds based on machine vision mainly focuses on the quality identification and grading of corn seeds, and mainly focuses on static detection, and there is no commercialized equipment for corn seed damage detection. The use of machine vision technology to detect and study the quality of grain appearance is of great significance to improve the market competitiveness of my country's grain.

发明内容Contents of the invention

本发明的目的是提供一种基于机器视觉的玉米种子在线破损识别分类装置,以实现玉米种子的自动化在线检测,将破损的玉米种子从检测的玉米种子中分离出来。The purpose of the present invention is to provide a machine vision-based online damage recognition and classification device for corn seeds, so as to realize automatic online detection of corn seeds and separate damaged corn seeds from detected corn seeds.

一种基于机器视觉的玉米种子在线破损识别分类装置,其主要包括:喂入装置[1]、输送装置[2]、图像采集装置[3]、分类装置[4]、控制系统[5]、定轴实验台[6]、回收种箱[7]。A device for online damage recognition and classification of corn seeds based on machine vision, which mainly includes: feeding device [1], conveying device [2], image acquisition device [3], classification device [4], control system [5], Fixed-axis test bench [6], recovery seed box [7].

所述喂入装置,由指夹式排种器[8]、导种管[11]、红外对射传感器[10]、传动齿轮组[12]、步进电机a及其驱动器[14]、座架[9]、储种箱[13]组成。指夹式排种器垂直安装在座架上,导种管安装在排种器出种口处,红外对射传感器安装在导种管出口两端,传动齿轮组的两个齿轮分别连接步进电机输出轴与指夹式排种器中间轴,配合传动。The feeding device consists of a finger clip seed metering device [8], a seed guide tube [11], an infrared radiation sensor [10], a transmission gear set [12], a stepper motor a and its driver [14], Mount [9], seed storage box [13] form. The finger clip seed metering device is installed vertically on the frame, the seed guide tube is installed at the seed meter outlet, the infrared radiation sensor is installed at both ends of the seed guide tube outlet, and the two gears of the transmission gear set are respectively connected to the stepping motor The output shaft and the intermediate shaft of the finger-clip seed metering device cooperate with the transmission.

所述输送装置,由传送转盘[14]、传动齿轮组[15]、步进电机b及其驱动器[16]组成。传送转盘安装在定轴实验台上,传送转盘与定轴实验台中间用轴承连接,齿轮组的主动轮安装在步进电机的输出轴上,从动轮粘合在传送转盘上,与传送转盘同心同轴。通过步进电机输出动力,使用齿轮传动降速增扭,带动传送转盘转动。The conveying device is composed of a transmission turntable [14], a transmission gear set [15], a stepping motor b and its driver [16]. The transmission turntable is installed on the fixed-axis test bench, and the middle of the transmission turntable and the fixed-axis test bench is connected by a bearing. The driving wheel of the gear set is installed on the output shaft of the stepping motor, and the driven wheel is bonded to the transmission turntable, concentric with the transmission turntable coaxial. The power is output through the stepping motor, and the gear transmission is used to reduce the speed and increase the torque, so as to drive the transmission turntable to rotate.

所述图像采集装置,由LED环形光源[17]、相机[18]、连接螺杆[19]组成。LED环形光源安装在相机镜头上,并与相机光轴同轴,相机光轴与输送装置的传动转盘垂直,连接螺杆将相机固定在定轴实验台上。The image acquisition device is composed of an LED ring light source [17], a camera [18], and a connecting screw [19]. The LED ring light source is installed on the camera lens and is coaxial with the camera optical axis, the camera optical axis is perpendicular to the transmission turntable of the conveying device, and the connecting screw fixes the camera on the fixed-axis test bench.

所述分类装置,所述分类装置分为两个机构,破损种子剔除机构[20]和合格种子回收机构[21],具体由落种凹槽[22]、开合底盖[23]、合页、磁铁、步进电机c[24]、拨杆、连接螺杆[25]组成。在输送装置的传送转盘上均分开8个圆形孔洞,每两个相邻孔洞的圆心间夹角为45°将落种凹槽粘合在传送转盘孔洞的下侧,合页的两侧分别于落种凹槽和开合底盖相连接,开合底盖通过合页安装在落种凹槽的下侧。2块磁铁分别安装在开合底盖开口端与落种凹槽的底端开槽处,与合页的夹角为180°,拨杆与步进电机的输出轴相连接,步进电机通过连接螺杆和连接在定轴实验台的定轴上。The classification device, the classification device is divided into two mechanisms, a damaged seed removal mechanism [20] and a qualified seed recovery mechanism [21], specifically composed of a seed drop groove [22], an open and close bottom cover [23], a closed Page, magnet, stepper motor c[24], driving lever, connecting screw rod[25] form. On the transfer turntable of the conveying device, 8 circular holes are separated, and the angle between the centers of every two adjacent holes is 45°. The seed drop groove is connected with the opening and closing bottom cover, and the opening and closing bottom cover is installed on the lower side of the seed dropping groove through a hinge. The two magnets are respectively installed at the opening end of the opening and closing bottom cover and the slot at the bottom of the seed drop groove, and the angle with the hinge is 180°. The lever is connected with the output shaft of the stepping motor, and the stepping motor passes through The connecting screw is connected to the fixed axis of the fixed axis test bench.

所述控制系统包括:计算机、单片机、图像采集与处理系统、步进电机驱动硬件部分、动力控制系统软件部分、图像检测判决结果实时传输给动力控制系统。The control system includes: a computer, a single-chip microcomputer, an image acquisition and processing system, a stepping motor drive hardware part, a power control system software part, and image detection and judgment results are transmitted to the power control system in real time.

所述定轴实验台为轴径10mm重量2.5kg的实验台。The fixed-axis test bench is a test bench with a shaft diameter of 10 mm and a weight of 2.5 kg.

所述回收种箱包含合格种子回收种箱和破损玉米种子回收种箱,分别置于破损种子剔除位置的开合底盖下方和合格种子统一回收位置的开合底盖下方。The recovery seed box includes a recovery seed box for qualified seeds and a recovery seed box for damaged corn seeds, which are respectively placed under the open and close bottom cover at the position where damaged seeds are removed and under the open and close bottom cover at the unified recovery position for qualified seeds.

本发明的有益效果是:The beneficial effects of the present invention are:

(1)本发明基于机器视觉检测技术,针对玉米种子在生长、收获、贮藏等过程中因各种因素造成的破损的问题进行设计,能有效的将破损的玉米种子从检测的玉米种子中分离出来,达到玉米种子精选的目的。(2)能实现玉米种子的全自动化在线实时检测,脱离人工,使农产品检测更加机械化、自动化、智能化。(1) The present invention is based on machine vision detection technology, and is designed for the problem of damage to corn seeds caused by various factors in the process of growth, harvesting, storage, etc., and can effectively separate the damaged corn seeds from the detected corn seeds Come out to achieve the purpose of corn seed selection. (2) It can realize the fully automatic online real-time detection of corn seeds, without manual labor, and make the detection of agricultural products more mechanized, automated and intelligent.

附图说明Description of drawings

图1是一种基于机器视觉的玉米种子在线破损识别分类装置的结构示意图。Fig. 1 is a schematic structural diagram of an online damage recognition and classification device for corn seeds based on machine vision.

图2是一种基于机器视觉的玉米种子在线破损识别分类装置的喂入装置。Figure 2 is a feeding device of an online damage recognition and classification device for corn seeds based on machine vision.

图3是一种基于机器视觉的玉米种子在线破损识别分类装置的输送装置。Fig. 3 is a conveying device of an online damage recognition and classification device for corn seeds based on machine vision.

图4是一种基于机器视觉的玉米种子在线破损识别分类装置的图像采集装置。Fig. 4 is an image acquisition device of an online damage recognition and classification device for corn seeds based on machine vision.

图5是一种基于机器视觉的玉米种子在线破损识别分类装置的分类装置。Fig. 5 is a classification device of an online damage recognition and classification device for corn seeds based on machine vision.

具体实施方式Detailed ways

下面结合附图给出的实施例对本发明做进一步的详细说明。The present invention will be described in further detail below in conjunction with the embodiments given by the accompanying drawings.

参照图1,一种基于机器视觉的玉米种子在线破损识别分类装置,主要包括喂入装置[1]、输送装置[2]、图像采集装置[3]、分类装置[4]、控制系统[5]、定轴实验台[6]、回收种箱[7]。Referring to Fig. 1, an online damage recognition and classification device for corn seeds based on machine vision mainly includes a feeding device [1], a conveying device [2], an image acquisition device [3], a classification device [4], and a control system [5] ], axis-fixed test bench [6], recovery seed box [7].

参照图2,一种基于机器视觉的玉米种子在线破损识别分类装置的喂入装置,主要包括指夹式排种器[8]、导种管[11]、红外对射传感器[10]、传动齿轮组[12]、步进电机a及其驱动器[14]、座架[9]、储种箱[13]。Referring to Figure 2, a machine vision-based feeding device for online damage identification and classification of corn seeds mainly includes a finger-clip seed metering device [8], a seed introduction tube [11], an infrared beam sensor [10], a transmission Gear set [12], stepper motor a and its driver [14], seat frame [9], seed storage box [13].

参照图3,一种基于机器视觉的玉米种子在线破损识别分类装置的输送装置。主要包括:传送转盘[14]、传动齿轮组[15]、步进电机b及其驱动器[16]。Referring to FIG. 3 , a machine vision-based conveying device for on-line damage recognition and classification of corn seeds. It mainly includes: transmission turntable [14], transmission gear set [15], stepper motor b and its driver [16].

参照图4,一种基于机器视觉的玉米种子在线破损识别分类装置的图像采集装置,主要包括:LED环形光源[17]、相机[18]、连接螺杆[19]。Referring to Fig. 4, an image acquisition device of an online damage recognition and classification device for corn seeds based on machine vision mainly includes: LED ring light source [17], camera [18], and connecting screw [19].

参照图5,一种基于机器视觉的玉米种子在线破损识别分类装置的分类装置,主要包括:破损种子剔除机构[20]和合格种子回收机构[21]两个机构,具体由落种凹槽[22]、开合底盖[23]、合页、磁铁、步进电机c[24]、拨杆、连接螺杆[25]组成。Referring to Fig. 5, a sorting device based on a machine vision-based on-line damage recognition and sorting device for corn seeds mainly includes two mechanisms: a damaged seed removal mechanism [20] and a qualified seed recovery mechanism [21], specifically composed of a seed drop groove [ 22], opening and closing bottom cover [23], hinge, magnet, stepper motor c [24], driving lever, connecting screw rod [25] form.

工作时:喂入部分的步进电机a带动排种器进行周期性间歇单粒排种,步进电机b带动传送转盘进行顺时针间歇运动,两个运动保持同步,保证单粒的玉米种子能通过导种管平稳下落到落种凹槽中,玉米种子通过导种管时触发红外对射传感器发生外部中断,将信号传给上位机,步进电机b带动传送转盘转动45°将玉米种子输送到图像采集装置,上位机控制相机采集玉米种子图像,并将采集的图像输送回上位机,上位机对玉米种子的合格性做出判断之后,若玉米种子判定为破损,则上位机控制步进电机c带动拨杆旋转90°,将开合底盖打开,使破损玉米种子落到下方回收种箱中,从而完成破损玉米种子的剔除动作。合格的玉米将会随传送转盘旋转180°,到合格种子回收机构,由固定拨杆将开合底盖打开,合格种子落到下方的合格种子回收种箱中,传送转盘继续顺时针旋转90°到下一个固定拨杆位置,由拨杆将经过的打开状态的开合底盖统一关闭。传送转盘继续顺时针转动进入下一个检测周期。When working: the stepping motor a of the feeding part drives the seed metering device to perform periodic intermittent single-grain seeding, and the stepping motor b drives the transmission turntable to perform clockwise intermittent movement, and the two movements are kept synchronous to ensure that the single corn seed can Through the seed guide tube, it falls smoothly into the seed drop groove. When the corn seeds pass through the seed guide tube, the infrared sensor is triggered to cause an external interruption, and the signal is transmitted to the host computer. The stepping motor b drives the transmission turntable to rotate 45° to transport the corn seeds. to the image acquisition device, the host computer controls the camera to collect images of corn seeds, and sends the collected images back to the host computer. After the host computer judges the eligibility of the corn seeds, if the corn seeds are judged to be damaged, the host computer controls the stepping The motor c drives the driving lever to rotate 90°, and the opening and closing bottom cover is opened, so that the damaged corn seeds fall into the recovery seed box below, thereby completing the removal action of the damaged corn seeds. Qualified corn will rotate 180° with the transfer turntable, and when it arrives at the qualified seed recovery mechanism, the bottom cover will be opened by the fixed lever, and the qualified seeds will fall into the qualified seed recovery seed box below, and the transfer turntable will continue to rotate 90° clockwise When the next fixed driving lever position is reached, the opening and closing bottom covers in the open state passed by the driving lever are uniformly closed. The transfer turntable continues to rotate clockwise to enter the next detection cycle.

Claims (5)

1. a kind of online failure evaluation sorter of corn seed based on machine vision, it is characterized in that:Including feeding unit [1], conveying device [2], image collecting device [3], sorter [4], control system [5], dead axle experimental bench [6], recycling kind Case [7];
The feeding unit, by finger-clipping type seed metering device [8], grain conductor [11], infrared emission sensor [10], driving gear set [12], stepper motor a and its driving [14], mounting [9], seed-storage box [13] composition;Finger-clipping type seed metering device is vertically mounted on mounting On, grain conductor goes out mounted on feed mechanism for seed at kind of mouth, and infrared emission sensor is mounted on grain conductor and exports both ends, driving gear set Driving wheel connects stepper motor output shaft, and driven wheel connects finger-clipping type seed metering device jackshaft, the cooperation transmission of two gears;Its feature It is:Detect whether that seed process, gear set cooperation complete stepper motor and drive finger-clipping type seed metering device with infrared emission sensor Rotate seeding;
The conveying device is made of transmission turntable [14], driving gear set [15], stepper motor b and its driver [16];Its It is characterized in:It transmits turntable to be mounted on dead axle experimental bench, transmits and connected by bearing among turntable and dead axle experimental bench, gear set Driving wheel be mounted on stepper motor output shaft on, driven wheel be mounted on transmission turntable on, with transmission turntable concentric co-axial;It is logical Stepper motor output power is crossed, using gear drive reduction of speed torque, transmission turntable rotation is driven, to realize the defeated of corn seed It send;Mode of movement is rotation conveying;
Described image harvester is made of LED annular light sources [17], camera [18], connecting screw [19];LED annular light sources On camera lens, and it is coaxial with camera optical axis, and camera is fixed on dead axle experimental bench by connecting screw, makes camera optical axis It is vertical with the driving turntable of conveying device;It is characterized in that:LED annular light sources use yellow light, connecting screw to use screw thread with camera Connection, connecting screw are connect with the dead axle of dead axle experimental bench with cross clamp;
The sorter is divided into Liang Ge mechanisms, damaged seed rejecting mechanism [20] and certified seed recovering mechanism [21], specifically It is made of planting groove [22], folding bottom cover [23], hinge, stepper motor c [24], driving lever, connecting screw [25], magnet;Its It is characterized in that:8 circular holes are separated on the transmission turntable of conveying device, angle is between the center of circle of each two adjacent holes 45 °, planting groove is bonded in the downside of transmission turntable hole, the both sides of hinge are connected with planting groove and folding bottom cover respectively It connects, folding bottom cover is mounted on the downside of planting groove by hinge;2 blocks of magnet are separately mounted to folding bottom cover gab end and planting At the bottom end fluting of groove, the angle with hinge is 180 °, and driving lever is connected with the output shaft of stepper motor, and stepper motor passes through Connecting screw and cross clamp are connected on the dead axle of dead axle experimental bench;The installation angle of feeding unit and image collecting device is 45 °, the installation angle of image collecting device and sorter is 90 °, the damaged seed rejecting mechanism of sorter with qualified kind The driving lever installation angle of uncapping of sub- recovering mechanism is 90 °, the installation of the uncap driving lever and closure driving lever of certified seed recovering mechanism Angle is 90 °;
The control system its be mainly characterized by:With microcontroller to a kind of online failure evaluation of the corn seed based on machine vision Sorter is controlled;(1)Slave computer receives corn seed and passes through information, is transmitted to host computer, and host computer sends out signal, the next Machine controls image collecting device and shoots corn seed image;(2)The image of shooting is transmitted to host computer by slave computer, and host computer judges Whether corn seed is qualified, and sends court verdict to slave computer;(3)It is the next if testing result is broken corn seed The stepper motor c that the damaged seed of machine control rejects part drives driving lever to be rotated by 90 °, and damaged seed is rejected to the folding bottom cover of part It opens, damaged seed is fallen.
2. the online failure evaluation sorter of a kind of corn seed based on machine vision according to claim 1, It is characterized in that stepper motor b drives finger-clipping type seed metering device to carry out intermittent movement, stepper motor a drives conveying device to carry out interval fortune Dynamic, two intermittent movements synchronize, and the intermittent time according to detection process time length, determines ranging from 1-3s.
3. the online failure evaluation sorter of the according to claim a kind of corn seed based on machine vision, feature It is, mode of movement is that stepper motor drives driving gear set rotatably to be conveyed.
4. the online failure evaluation sorter of a kind of corn seed based on machine vision according to claim 1, special Sign is that sorter includes that damaged seed rejecting mechanism and certified seed recovering mechanism, rejecting mechanism are driven by stepper motor c Driving lever is rotated by 90 °, and opens folding bottom cover, broken corn seed is made to fall;The driving lever of uncapping of certified seed recovering mechanism will open and close Bottom cover is opened, and so that qualified corn seed is fallen in lower section recycling plants case, the closure driving lever of certified seed recovering mechanism will fall jade The folding bottom cover of rice seed closes, in being moved into next circle.
5. the online failure evaluation sorter of the according to claim a kind of corn seed based on machine vision, feature It is, when control system receives damaged seed signal, by controlling the rotation angle of stepper motor c to execute broken corn kind Sub- rejecting action.
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