CN101273688A - Flexible picking device and method for citrus picking robot - Google Patents
Flexible picking device and method for citrus picking robot Download PDFInfo
- Publication number
- CN101273688A CN101273688A CNA2008100247649A CN200810024764A CN101273688A CN 101273688 A CN101273688 A CN 101273688A CN A2008100247649 A CNA2008100247649 A CN A2008100247649A CN 200810024764 A CN200810024764 A CN 200810024764A CN 101273688 A CN101273688 A CN 101273688A
- Authority
- CN
- China
- Prior art keywords
- fruit
- picking
- end effector
- motor
- joint
- 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.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 12
- 235000020971 citrus fruits Nutrition 0.000 title abstract description 25
- 241000207199 Citrus Species 0.000 title description 20
- 235000013399 edible fruits Nutrition 0.000 claims abstract description 100
- 239000012636 effector Substances 0.000 claims abstract description 29
- 230000033001 locomotion Effects 0.000 claims abstract description 15
- 238000003306 harvesting Methods 0.000 claims description 7
- 210000003857 wrist joint Anatomy 0.000 claims description 6
- 210000001503 joint Anatomy 0.000 claims description 5
- 244000060701 Kaempferia pandurata Species 0.000 claims description 3
- 235000016390 Uvaria chamae Nutrition 0.000 claims description 3
- 238000001514 detection method Methods 0.000 claims description 3
- 230000007613 environmental effect Effects 0.000 claims description 3
- 210000000323 shoulder joint Anatomy 0.000 claims description 3
- 210000002310 elbow joint Anatomy 0.000 claims description 2
- 238000000605 extraction Methods 0.000 claims description 2
- 210000000245 forearm Anatomy 0.000 claims description 2
- 230000001681 protective effect Effects 0.000 claims description 2
- 241000675108 Citrus tangerina Species 0.000 claims 3
- 238000010521 absorption reaction Methods 0.000 claims 2
- 230000004888 barrier function Effects 0.000 claims 2
- NBIIXXVUZAFLBC-UHFFFAOYSA-N Phosphoric acid Chemical compound OP(O)(O)=O NBIIXXVUZAFLBC-UHFFFAOYSA-N 0.000 claims 1
- 230000000877 morphologic effect Effects 0.000 claims 1
- NJPPVKZQTLUDBO-UHFFFAOYSA-N novaluron Chemical compound C1=C(Cl)C(OC(F)(F)C(OC(F)(F)F)F)=CC=C1NC(=O)NC(=O)C1=C(F)C=CC=C1F NJPPVKZQTLUDBO-UHFFFAOYSA-N 0.000 claims 1
- 230000000007 visual effect Effects 0.000 claims 1
- 210000000078 claw Anatomy 0.000 abstract description 7
- 230000036413 temperature sense Effects 0.000 abstract description 3
- 239000003638 chemical reducing agent Substances 0.000 description 7
- 238000000926 separation method Methods 0.000 description 5
- 238000010586 diagram Methods 0.000 description 4
- 238000004364 calculation method Methods 0.000 description 3
- 238000001179 sorption measurement Methods 0.000 description 3
- 238000005516 engineering process Methods 0.000 description 2
- 238000007781 pre-processing Methods 0.000 description 2
- 241001391944 Commicarpus scandens Species 0.000 description 1
- 235000007688 Lycopersicon esculentum Nutrition 0.000 description 1
- 240000003768 Solanum lycopersicum Species 0.000 description 1
- 230000001133 acceleration Effects 0.000 description 1
- 230000032683 aging Effects 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 230000018109 developmental process Effects 0.000 description 1
- 230000009977 dual effect Effects 0.000 description 1
- 230000005057 finger movement Effects 0.000 description 1
- 230000004927 fusion Effects 0.000 description 1
- 230000005484 gravity Effects 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000013138 pruning Methods 0.000 description 1
- 238000011897 real-time detection Methods 0.000 description 1
- 230000005070 ripening Effects 0.000 description 1
- 238000006748 scratching Methods 0.000 description 1
- 230000002393 scratching effect Effects 0.000 description 1
- 230000011218 segmentation Effects 0.000 description 1
Images
Landscapes
- Harvesting Machines For Specific Crops (AREA)
- Manipulator (AREA)
Abstract
本发明涉及一种针对柑橘类球形水果采摘方法和装置,将力觉、温觉、视觉、距离等多传感器信息融合,及时反馈信息以实现执行部件对水果的柔性采摘。所述柔性采摘装置,由果实采摘硬件装置和软件控制系统两部分组成,果实采摘硬件装置由计算机视觉系统、工控系统、机械手臂、末端执行器组成;其利用立体视觉系统检测和识别可采摘的成熟水果;在世界坐标下,计算出果实的具体位置,将得到的果实位置信息和障碍物位置信息进行特征提取,在虚拟环境下建立三维模型得到机器人运动路径后,由工控机系统控制机械臂和手爪抵达指定位置;最后,控制末端执行器伸出吸盘吸住并牵引水果,而后用手爪固定水果,再由切割装置旋转到指定位置,切断果梗。
The invention relates to a method and device for picking spherical citrus fruits, which integrates multi-sensor information such as force sense, temperature sense, vision, distance, etc., and feeds back information in time to realize the flexible picking of fruits by executive components. The flexible picking device is composed of a fruit picking hardware device and a software control system. The fruit picking hardware device is composed of a computer vision system, an industrial control system, a mechanical arm, and an end effector; it uses a stereo vision system to detect and identify pickable Ripe fruit; in the world coordinates, calculate the specific position of the fruit, extract the features of the obtained fruit position information and obstacle position information, build a 3D model in the virtual environment to obtain the robot movement path, and then control the mechanical arm by the industrial computer system and the claws reach the designated position; finally, control the end effector to stretch out the suction cup to suck and pull the fruit, then fix the fruit with the claws, and then the cutting device rotates to the designated position to cut off the fruit stem.
Description
技术领域 technical field
本发明涉及一种针对柑橘类球形水果采摘方法和装置,将力觉、温觉、视觉、距离等多传感器信息融合,及时反馈信息以实现执行部件对水果的柔性采摘。The invention relates to a method and device for picking spherical citrus fruits, which integrates multi-sensor information such as force sense, temperature sense, vision, distance, etc., and feeds back information in time to realize the flexible picking of fruits by executive components.
背景技术 Background technique
在水果生产作业中,果实采摘约占整个作业量的33~50%。由于采摘作业的复杂性,采摘自动化程度仍然很低。目前,农业劳动力将逐渐向社会其它产业转移,世界各国面临着人口老龄化问题,劳动力资源不足将逐渐变为现实,水果收获机器人作为农业机械的重要分支,能够降低人劳动强度,提高劳动生产率和产品质量,保证果实适时采收,具有很大发展潜力。In fruit production operations, fruit picking accounts for about 33-50% of the entire workload. Due to the complexity of picking operations, picking automation is still low. At present, the agricultural labor force will gradually transfer to other industries in the society. Countries around the world are facing the problem of population aging, and the shortage of labor resources will gradually become a reality. As an important branch of agricultural machinery, fruit harvesting robots can reduce human labor intensity, improve labor productivity and Product quality ensures that the fruit is harvested in a timely manner, and has great development potential.
人工柑橘采摘时,采用“复剪法”采果,第一剪离果蒂1cm附近处剪下,再齐果蒂剪第二剪,要求果蒂平整,萼片完整。由于同一树的果实成熟期不同,因此在采摘时不能损伤未成熟果以及枝叶。When picking citrus by hand, adopt the "multi-pruning method" to pick the fruit. The first cut is to cut off the fruit pedicle 1cm away, and then the second cut is made to make the fruit pedicle even. The fruit pedicle is required to be flat and the sepals are complete. Since the ripening period of the fruit of the same tree is different, the immature fruit and branches and leaves should not be damaged when picking.
柑橘采摘机器人系统中,末端执行器设计是难点,要求能准确抓取水果,实现果、树分离,如何切断柑橘短而坚硬的果梗是果、树分离的关键。日本学者研究了一种夏橙收获机器人,该装置由橡胶手指抓住水果,汽缸驱动剪刀剪断果梗。如果末端执行器和水果之间枝叶等障碍物,橡胶手指靠近水果时会过早弯曲,无法抓取水果,即使抓住果实,当果梗不在剪切范围也无法剪断,这种装置手爪过于笨重,影响机器人整体结构。美国研究人员研制的柑橘采摘机器人,其末端执行器有一个圆弧刀片,可以快速转动180度,切断果梗,由于柑橘果梗坚硬,如果刀片不够锋厉,一次切割难以切断,这种设计很容易伤及果实,据报导采摘时造成44%的水果损伤,可见这种装置缺乏柔性。经美国专利检索,Fruit Picker(5428947),Citrus Harvesting Machine(5666795),Dual Pressure Release Assembly For A Fruit HarvestingMachine(6006507),Continuously Advancing Fruit Harvesting Machine(US 6263652 B1)等专利,主要利用移动机械将梳状的果实采摘臂伸入果树,当手臂收回时安装在采摘臂上的钩子钩住果梗,并将其折断,实现果、树分离。这是一种单纯的收获机械,既不考虑果实成熟期,也不判断钩住的是否为果梗,因此极易损伤果实和果树。其他柑橘类水果采摘装置大多是为方便人工采摘而设计,如Fruit Picking Apparatus(US 6182431 B1)等,国内相关柑橘采摘装置的专利也是主要为人工采摘设计。In the citrus picking robot system, the design of the end effector is a difficult point. It is required to accurately grasp the fruit and realize the separation of the fruit and the tree. How to cut off the short and hard fruit stem of the citrus is the key to the separation of the fruit and the tree. Japanese scholars have studied a summer orange harvesting robot. The device grasps the fruit with rubber fingers, and the cylinder drives the scissors to cut off the stems. If there are obstacles such as branches and leaves between the end effector and the fruit, the rubber fingers will bend prematurely when they are close to the fruit, and the fruit cannot be grasped. Bulky, affecting the overall structure of the robot. The citrus picking robot developed by American researchers has an arc-shaped blade at the end effector, which can quickly rotate 180 degrees to cut off the stalk. Because the citrus stalk is hard, if the blade is not sharp enough, it is difficult to cut it in one cut. This design is very difficult. It is easy to injure the fruit, and it is reported that 44% of the fruit is damaged when picking, which shows that this device lacks flexibility. After US patent search, Fruit Picker (5428947), Citrus Harvesting Machine (5666795), Dual Pressure Release Assembly For A Fruit Harvesting Machine (6006507), Continuously Advancing Fruit Harvesting Machine (US 6263652 mainly uses comb-shaped mobile B1) and other patents. The fruit picking arm extends into the fruit tree. When the arm is retracted, the hook installed on the picking arm hooks the fruit stem and breaks it to realize the separation of fruit and tree. This is a simple harvesting machine, which neither considers the maturity period of the fruit nor judges whether the hook is a fruit stem, so it is very easy to damage the fruit and the fruit tree. Other citrus fruit picking devices are mostly designed to facilitate manual picking, such as Fruit Picking Apparatus (US 6182431 B1), etc. The patents of domestic related citrus picking devices are also mainly designed for manual picking.
发明内容 Contents of the invention
鉴于现有装置和方法存在的缺陷,本发明的目的是提供一种柑橘采摘机器人的柔性采摘装置和方法。In view of the defects in the existing devices and methods, the object of the present invention is to provide a flexible picking device and method for a citrus picking robot.
本发明的技术方案如下:Technical scheme of the present invention is as follows:
本发明所述柑橘采摘机器人的柔性采摘装置由两部分组成:果实采摘硬件装置和软件控制系统。The flexible picking device of the citrus picking robot of the present invention consists of two parts: a fruit picking hardware device and a software control system.
果实采摘硬件装置由计算机视觉系统、工控系统、机械手臂、末端执行器几部分组成。The fruit picking hardware device is composed of computer vision system, industrial control system, robotic arm and end effector.
末端执行器部分包括:真空吸附装置、手爪和切割装置。The end effector part includes: vacuum suction device, gripper and cutting device.
1)机械手臂:完成将末端执行器送到指定位置的工作。如图1所示,机械臂由5个自由度旋转关节组成,机械臂包括底座(1)、腰关节(2)、肩部(3)、肩关节(4)、大臂(5)、肘关节(6)、小臂(7)、腕关节(8、9)、末端执行器安装架(10)、末端执行器(11)。其中腕关节有2个自由度,可以实现转动(8)和上下摆动(9)。每个关节都由齿轮(16)、齿型带(17)、编码盘(18)、减速器(19)、电机(20)和电机驱动器(21)连接组成。1) Robotic arm: complete the work of sending the end effector to the designated position. As shown in Figure 1, the robotic arm consists of 5 degrees of freedom rotating joints. The robotic arm includes a base (1), a waist joint (2), a shoulder (3), a shoulder joint (4), a large arm (5), an elbow Joint (6), forearm (7), wrist joint (8, 9), end effector mounting frame (10), end effector (11). Wherein the wrist joint has two degrees of freedom, which can realize rotation (8) and swing up and down (9). Each joint is composed of a gear (16), a toothed belt (17), a code disc (18), a speed reducer (19), a motor (20) and a motor driver (21).
2)视觉系统:主要实现非结构性工作环境的信号采集,完成目标和背景分割,果实成熟度判定和定位功能,如图1所示。主要硬件为安装在机械臂基座上的双目立体视觉系统(12),通过USB接口与主计算机(13)相连,实现环境信息的采集。自行编制的计算机软件完成成熟果实识别、定位,障碍物识别,规划机器人运动路径。2) Vision system: It mainly realizes the signal acquisition of non-structural working environment, completes the target and background segmentation, fruit maturity judgment and positioning functions, as shown in Figure 1. The main hardware is a binocular stereo vision system (12) installed on the base of the mechanical arm, which is connected with a host computer (13) through a USB interface to realize the collection of environmental information. The self-compiled computer software completes the identification and positioning of mature fruits, the identification of obstacles, and the planning of the robot's movement path.
3)工控系统:实现各部件的运动控制。如图1所示,包括工控机(14),内插多个运动控制卡(15)用于控制机械臂各关节(2,4,6,8,9)和末端执行器(11)运动。3) Industrial control system: realize the motion control of each component. As shown in Fig. 1, it includes an industrial computer (14), and a plurality of motion control cards (15) are interpolated to control the movement of the joints (2, 4, 6, 8, 9) of the mechanical arm and the end effector (11).
4)真空吸附装置:实现吸附和牵引水果的功能。如图2所示,该装置末端是橡胶吸盘(30),安装在吸盘导杆(47)上,吸盘导杆固定在吸盘支架(48)上,吸盘支架和螺杆(49)相连,螺杆末端和吸盘电机(27)连接,电机驱动实现吸盘的前后运动,电机固定在末端执行器安装架(10)上。水果采摘时,吸盘伸出,并驱动真空泵(29)抽真空,当吸盘吸住水果时,吸盘内的压力传感器(31)检测到真空度发生突变控制吸盘回收,可以牵引出树枝中的水果,便于采摘。4) Vacuum adsorption device: realize the function of absorbing and pulling fruits. As shown in Figure 2, this device end is rubber sucker (30), is installed on the sucker guide rod (47), and the sucker guide rod is fixed on the sucker support (48), and the sucker support links to each other with screw rod (49), and screw rod end and The suction cup motor (27) is connected, and the motor drives to realize the forward and backward movement of the suction cup, and the motor is fixed on the end effector mounting frame (10). When fruit is picked, the sucker stretches out and drives the vacuum pump (29) to vacuumize. When the sucker sucks the fruit, the pressure sensor (31) in the sucker detects a sudden change in the degree of vacuum and controls the sucker to recover, which can pull out the fruit in the branch. Easy to pick.
5)手爪:完成水果抓取和固定功能。如图2所示,主要由3个两关节手指(23)构成,安装在手掌(22)上,指根(44)、指尖(43)的关节驱动由指根驱动器(46)和指尖驱动器(24)驱动,实现手指的开合、伸缩功能。指根驱动器(46)由角度传感器(50)检测指根转动角度,电机(56)、电机驱动器(57)、减速器(58)直接和指根相连控制指根(44)运动;指尖驱动器(46)由角度传感器(59)检测指尖转动角度,电机(54)、电机驱动器(55)、减速器(53)连接驱动轮(52),带动指尖驱动带(51)控制指尖(43)运动。每个指尖安装了接近传感器(40)防止手指与障碍物碰撞。每个手指内侧装有力觉传感器(41)和温觉传感器(42)用于实时检测手指握力大小,并检测抓取物的温度。手掌(22)内装有超声传感器(25),用于检测抓取对象的距离。5) Claw: Complete the function of fruit grabbing and fixing. As shown in Figure 2, it is mainly composed of 3 two-joint fingers (23), installed on the palm (22), and the joint drive of the root of the finger (44) and the fingertip (43) is driven by the root of the finger driver (46) and the fingertip. The driver (24) is driven to realize the opening and closing and stretching functions of the fingers. Root of finger driver (46) detects root of finger rotation angle by angle sensor (50), and motor (56), motor driver (57), speed reducer (58) are directly connected with root of finger to control finger root (44) motion; (46) detect fingertip rotation angle by angle sensor (59), motor (54), motor driver (55), speed reducer (53) connect driving wheel (52), drive fingertip driving belt (51) control fingertip ( 43) Exercise. Each fingertip is equipped with a proximity sensor (40) to prevent the finger from colliding with obstacles. A force sensor (41) and a temperature sensor (42) are installed on the inner side of each finger for real-time detection of the grip strength of the finger and the temperature of the grasped object. Ultrasonic sensor (25) is housed in the palm (22), is used for detecting the distance of grasping object.
6)切割装置:用于切断柑橘坚硬的果梗实现果、树分离。如图2所示,切割装置的支架(32)固定在手掌(22)上,由旋转装置(33)(同指根驱动器(45)结构)驱动刀片架(34)正反旋转。刀片架上安装电机(36)、皮带轮(35),通过皮带(37)带动刀片(38)飞速旋转切割果梗。刀片上方有防护罩(39),避免切到周围枝叶。由于刀片是在高速旋转下切割果梗,因此对手爪的抓紧力度要求较小。6) Cutting device: used to cut off the hard stalks of citrus to separate the fruit from the tree. As shown in Figure 2, the support (32) of the cutting device is fixed on the palm (22), and the blade holder (34) is driven to rotate positively and negatively by the rotating device (33) (the same finger root driver (45) structure). Motor (36), belt pulley (35) are installed on the blade holder, drives blade (38) to rotate and cut fruit stem at a high speed by belt (37). Protective cover (39) is arranged above the blade to avoid cutting surrounding branches and leaves. Because the blade cuts the fruit stem under high-speed rotation, the gripping force of the claw is less required.
软件控制系统主要包括:立体视觉标定,目标信息获取识别、定位,机械手路径规划,机械臂和末端执行器控制等模块,如图3所示。The software control system mainly includes: stereo vision calibration, target information acquisition and identification, positioning, manipulator path planning, manipulator arm and end effector control and other modules, as shown in Figure 3.
1)立体视觉标定模块:由于双目立体视觉中的两个摄像头基线可以变化,镜头可以调整,在检测前需要对系统进行标定,以获得精确的摄像头内部参数和外部参数,从而计算出柑橘和摄像头之间准确的三维信息,保证机器人手爪的定位精度。1) Stereo vision calibration module: Since the baselines of the two cameras in binocular stereo vision can be changed and the lenses can be adjusted, the system needs to be calibrated before detection to obtain accurate internal and external parameters of the camera, so as to calculate the citrus and Accurate three-dimensional information between the cameras ensures the positioning accuracy of the robot's gripper.
2)目标信息获取、识别定位模块:采用各种算法,如图像预处理去除图像采集噪声、修正光线对图像质量的影响,在特征提取方面,利用图像形状特征、颜色特征去除自然场景下无用背景,提取果实信息和障碍物信息,实现成熟果实的识别、定位以及障碍物三维位置计算。2) Target information acquisition, recognition and positioning module: use various algorithms, such as image preprocessing to remove image acquisition noise, correct the impact of light on image quality, and in terms of feature extraction, use image shape features and color features to remove useless backgrounds in natural scenes , extract fruit information and obstacle information, and realize the identification and positioning of ripe fruit and the calculation of three-dimensional position of obstacles.
3)机器人路径规划模块:利用包围盒技术在位姿空间搜索能避开障碍物的自由空间;通过概率地图算法(PRM),规划出一条机械臂能躲开障碍物,将手爪无碰撞移动到成熟水果的运动路径;对规划路径进行平滑处理,避免机械臂运动速度和方向发生突变,损坏电机。3) Robot path planning module: Use the bounding box technology to search the free space that can avoid obstacles in the pose space; through the probability map algorithm (PRM), plan a robotic arm that can avoid obstacles and move the claw without collision The movement path to the ripe fruit; the planned path is smoothed to avoid sudden changes in the speed and direction of the mechanical arm movement and damage to the motor.
4)机械臂和手爪控制模块:根据路径规划得到的自由路径,控制机械臂和末端执行器按指定的运动轨迹运动。当末端执行器抵达指定位置后,控制真空吸附装置伸缩、吸住并牵引果实,控制手指按规定程序抓紧果实,并控制果梗切割装置旋转并切割果梗,完成采摘。4) Manipulator and gripper control module: According to the free path obtained by path planning, control the manipulator and end effector to move according to the specified trajectory. When the end effector reaches the designated position, control the vacuum adsorption device to stretch, suck and pull the fruit, control the fingers to grasp the fruit according to the prescribed procedure, and control the fruit stem cutting device to rotate and cut the fruit stem to complete the picking.
本发明所述的柑橘采摘方法技术方案为:Citrus picking method technical scheme of the present invention is:
首先,利用立体视觉系统检测和识别可采摘的成熟水果。主要利用成熟柑橘和枝叶之间的颜色和形态差异识别目标、障碍物等信息;接着在世界坐标下,计算出果实的具体位置,判断障碍物位置是否影响水果采摘。First, a stereo vision system is used to detect and identify ripe fruit that is ready for picking. Mainly use the color and shape difference between mature citrus and branches and leaves to identify information such as targets and obstacles; then in the world coordinates, calculate the specific position of the fruit, and determine whether the position of the obstacle affects fruit picking.
将得到的果实位置信息和障碍物位置信息进行特征提取,在虚拟环境下建立三维模型,利用基于概率地图算法(PRM)进行机器人路径规划计算,得到无碰撞路径。得到机器人运动路径后,由工控机系统控制机械臂和手爪抵达指定位置。The obtained fruit position information and obstacle position information are extracted, and a three-dimensional model is established in a virtual environment, and the robot path planning calculation based on the probability map algorithm (PRM) is used to obtain a collision-free path. After obtaining the motion path of the robot, the industrial computer system controls the mechanical arm and the gripper to reach the designated position.
最后,控制末端执行器伸出吸盘吸住并牵引水果,而后用手爪固定水果,再由切割装置旋转到指定位置,切断果梗。Finally, control the end effector to stretch out the suction cup to suck and pull the fruit, then fix the fruit with the claws, and then rotate to the designated position by the cutting device to cut off the fruit stem.
本发明的优点是可根据力觉、温觉、视觉、距离等多传感信息融合,实时感知环境信息,引导机器人末端执行器在合适位置实现果、树分离的。The advantage of the present invention is that it can sense environmental information in real time based on the fusion of multi-sensing information such as force sense, temperature sense, vision, distance, etc., and guide the end effector of the robot to realize the separation of fruit and tree at a suitable position.
附图说明 Description of drawings
图1柑橘采摘机器装置结构示意图Figure 1 Schematic diagram of the structure of the citrus picking machine
1-机械臂底座,2-腰关节(包括:16-齿轮,17-齿型带,18-编码盘,19-减速器,20-电机21-电机驱动器,),3-肩部,4-肩关节(结构同腰关节),5-大臂,6-肘关节(结构同腰关节),7-小臂,8-旋转腕关节(结构同腰关节),9-摆动腕关节(结构同腰关节),10-末端执行器安装架,11-末端执行器,12-立体视觉系统,13-主计算机,14-工控机,15-运动控制卡。1-arm base, 2-waist joint (including: 16-gear, 17-toothed belt, 18-code disc, 19-reducer, 20-motor, 21-motor driver), 3-shoulder, 4- Shoulder joint (same structure as waist joint), 5-big arm, 6-elbow joint (same structure as waist joint), 7-little arm, 8-rotation wrist joint (same structure as waist joint), 9-swing wrist joint (same structure as waist joint) waist joint), 10-end effector mounting frame, 11-end effector, 12-stereo vision system, 13-main computer, 14-industrial computer, 15-motion control card.
图2机械臂关节示意图Figure 2 Schematic diagram of robotic arm joints
16-齿轮、17-齿型带、18-编码盘、19-减速器、20-电机、21-电机驱动器16-gear, 17-toothed belt, 18-code disc, 19-reducer, 20-motor, 21-motor driver
图3末端执行器结构示意图Figure 3 Schematic diagram of the end effector structure
图3(1)主视图Figure 3(1) Front view
图3(2)侧视图Figure 3(2) side view
图3(3)两关节手指总成示意图Figure 3 (3) Schematic diagram of two-joint finger assembly
22-手掌,23-两关节手指总成,24-真空吸附装置总成,25-超声测距装置总成,26-切割装置总成,10-末端执行器安装支架,27-吸盘电机,28-真空泵软管,29-真空泵,30-橡胶吸盘,31-气压传感器,32-切割装置支架,33-刀片架旋转装置,34-刀片架,35-皮带轮,36-电机,37-皮带,38-刀片,39-刀片防护罩,40-接近传感器,41-力觉传感器,42-温觉传感器,43-指尖,44-指根,45-指根驱动器(包括:50-角度传感器,56-电机,57-驱动器,58-减速器),46-指尖驱动器(包括:51-指尖驱动带,52-驱动轮,53-减速器,54-电机,55-电机驱动器,59-角度传感器),47-吸盘导杆,48-吸盘支架,49-螺杆22-palm, 23-two-joint finger assembly, 24-vacuum adsorption device assembly, 25-ultrasonic ranging device assembly, 26-cutting device assembly, 10-end effector mounting bracket, 27-suction cup motor, 28 -vacuum pump hose, 29-vacuum pump, 30-rubber suction cup, 31-air pressure sensor, 32-cutting device bracket, 33-blade holder rotation device, 34-blade holder, 35-pulley, 36-motor, 37-belt, 38 -Blade, 39-Blade Guard, 40-Proximity Sensor, 41-Force Sensor, 42-Temperature Sensor, 43-Fingertip, 44-Finger Root, 45-Finger Root Drive (Including: 50-Angle Sensor, 56 -motor, 57-driver, 58-reducer), 46-fingertip driver (including: 51-fingertip drive belt, 52-drive wheel, 53-reducer, 54-motor, 55-motor driver, 59-angle sensor), 47-suction cup guide rod, 48-suction cup bracket, 49-screw
图4柑橘采摘机器人软件控制模块Figure 4 Citrus picking robot software control module
具体实施方式Detailed ways
本发明的柑橘柔性采摘方法和装置,在球形果实采摘方面具有普遍适用性。采用三指两关节结构,可以稳妥地抓住球形水果,手指内侧的力反馈系统,可以根据需要实施不同的抓紧力,适合薄皮水果和易破水果的采摘。本发明的关键难点在于柑橘有坚硬的果梗,必须采用锋利的刀锯才能实现果、树分离,一般的刀片很难一次切断。如果采摘其它果梗易断水果,如西红柿,则可以拆除刀锯。The flexible citrus picking method and device of the present invention have universal applicability in picking spherical fruits. The three-finger two-joint structure can securely grasp spherical fruits, and the force feedback system on the inside of the fingers can implement different gripping forces according to needs, which is suitable for picking thin-skinned and fragile fruits. The key difficulty of the present invention is that citrus has a hard fruit stem, and a sharp knife saw must be used to realize the separation of fruit and tree, and it is difficult to cut off once with a general blade. If you pick other fruits with easy-to-break fruit stems, such as tomatoes, you can remove the knife and saw.
本发明根据柑橘的生长状况和大小不同,设计的手爪最大张开直径9cm,可以容纳大多数柑橘类水果。由于重力作用,柑橘一般挂在树枝上,有些被树叶遮挡。通过立体视觉系统可以测量到裸露在外柑橘的具体位置。According to the different growth conditions and sizes of citrus fruits, the maximum opening diameter of the designed claws of the present invention is 9 cm, which can accommodate most citrus fruits. Due to gravity, the citrus generally hangs from the branches, some are shaded by the foliage. The specific position of the exposed citrus can be measured by the stereo vision system.
在图像采集前,需要对立体视觉系统的内部参数,如焦距、镜头畸变系数进行标定,并对外部参数也进行标定,得到两摄像头基线距离,摄像机在世界坐标中的位置。为进一步定位计算提供精确参数。Before image acquisition, it is necessary to calibrate the internal parameters of the stereo vision system, such as focal length and lens distortion coefficient, and also calibrate the external parameters to obtain the baseline distance between the two cameras and the position of the camera in world coordinates. Provide precise parameters for further positioning calculations.
机器人进行采摘操作时,首先由双目立体视觉系统拍摄两幅图像,经过自行开发的软件进行图像预处理,提取目标的颜色和形态特征,用Hough变换和最小外界矩形技术分割重叠水果,并对提取目标进行基于特征的立体匹配,匹配时采用各种约束条件,如极线约束、唯一性约束、保序性约束,确保匹配的唯一性,得到果实和障碍物的三维信息。果实定位后,将障碍物信息和目标信息向虚拟空间转换,并在位姿空间进行路径规划,搜索自由路径。为保证机械臂运动平滑,还必须对行走路径进行平滑处理,减少电机转动时的反转、急停和急加速等现象。When the robot performs picking operations, two images are first taken by the binocular stereo vision system, and the image preprocessing is carried out by self-developed software to extract the color and shape features of the target, and the overlapping fruits are segmented by Hough transform and minimum external rectangle technology, and the Objects are extracted for feature-based stereo matching, and various constraints are used during matching, such as epipolar constraints, unique constraints, and order-preserving constraints to ensure the uniqueness of matching and obtain 3D information of fruits and obstacles. After the fruit is positioned, the obstacle information and target information are converted to the virtual space, and path planning is performed in the pose space to search for a free path. In order to ensure the smooth movement of the robot arm, the walking path must also be smoothed to reduce the phenomenon of reverse rotation, emergency stop and rapid acceleration when the motor is rotating.
当末端执行器抵达指定位置后,真空泵开始抽真空,并启动吸盘的驱动电机,伸出吸盘吸住果实,吸盘伸出距离大小由手掌内的测距传感器获得。当果实被吸住时吸盘管道内真空度会急剧上升,当真空度达到一定阈值时,吸盘驱动电机反转,吸盘牵引果实向掌心回缩同时启动手指驱动电机,手指将按照指定路径抓紧并固定水果,如果手指运动过程中有障碍物,指尖的接近传感器会发出信号,终止手指伸出;手指内测的力觉传感器可以实时检测到抓紧力大小,以避免抓伤水果或抓紧力不够导致水果脱落的事件发生。手指包住水果后,吸盘和三个手指形成4个支点固定住水果,并调整与掌心的位置。当抵达规定位置后才会启动切割刀片支架向掌心移动,并启动旋转刀片工作,当刀片遇到果梗时,刀片驱动电机负荷增加开始切割果梗,当负荷消失时表明果梗被切断采摘结束。如果遇到果实大小超出设计范围时,则无法启动切割装置,有效保护机械手的手指和水果不受割伤。采摘结束后,刀片回到起始位置,采摘果实被放入指定位置,手指回到初始状态。When the end effector reaches the designated position, the vacuum pump starts to evacuate, and starts the driving motor of the suction cup, and extends the suction cup to suck the fruit. The distance of the suction cup is obtained by the distance measuring sensor in the palm. When the fruit is sucked, the vacuum degree in the suction cup pipeline will rise sharply. When the vacuum degree reaches a certain threshold, the suction cup drive motor will reverse, and the suction cup will pull the fruit back to the palm and start the finger drive motor at the same time. The fingers will grasp and fix according to the specified path. For fruit, if there is an obstacle in the process of finger movement, the proximity sensor on the fingertip will send a signal to stop the finger extension; the force sensor on the inside of the finger can detect the grasping force in real time, so as to avoid scratching the fruit or causing insufficient grasping force. The event of fruit falling off occurs. After the fingers wrap the fruit, the suction cup and the three fingers form four fulcrums to fix the fruit and adjust the position with the palm. When it reaches the specified position, the cutting blade bracket will start to move towards the palm, and the rotating blade will start to work. When the blade meets the fruit stem, the load of the blade driving motor will increase and start cutting the fruit stem. When the load disappears, it means that the fruit stem has been cut off and the picking is over. . If the size of the fruit exceeds the design range, the cutting device cannot be activated, effectively protecting the fingers and fruits of the manipulator from being cut. After picking, the blade returns to the starting position, the picked fruit is put into the designated position, and the fingers return to the initial state.
Claims (2)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN200810024764A CN100591202C (en) | 2008-05-05 | 2008-05-05 | Flexible picking device and method for citrus picking robot |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN200810024764A CN100591202C (en) | 2008-05-05 | 2008-05-05 | Flexible picking device and method for citrus picking robot |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN101273688A true CN101273688A (en) | 2008-10-01 |
| CN100591202C CN100591202C (en) | 2010-02-24 |
Family
ID=39993889
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN200810024764A Expired - Fee Related CN100591202C (en) | 2008-05-05 | 2008-05-05 | Flexible picking device and method for citrus picking robot |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN100591202C (en) |
Cited By (166)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101804520A (en) * | 2010-04-13 | 2010-08-18 | 武汉法利莱切割系统工程有限责任公司 | Pre-position device for weakening airbag panel with laser |
| CN101869941A (en) * | 2009-04-21 | 2010-10-27 | 本特勒尔机械制造有限公司 | Be used for apparatus and method to the member punching |
| CN102138385A (en) * | 2011-02-15 | 2011-08-03 | 无锡市华鹰移动照明有限公司 | Mechanical arm of palm fruit picking machine |
| CN102165880A (en) * | 2011-01-19 | 2011-08-31 | 南京农业大学 | Automatic-navigation crawler-type mobile fruit picking robot and fruit picking method |
| CN102189546A (en) * | 2011-05-26 | 2011-09-21 | 江苏科技大学 | Multifunctional mechanical arm for planet exploration vehicle |
| CN102187766A (en) * | 2011-04-28 | 2011-09-21 | 北京农业智能装备技术研究中心 | Fruit picking end effector and fruit picking method |
| CN101739030B (en) * | 2009-12-18 | 2011-12-14 | 重庆大学 | Spray robot control system |
| CN102318473A (en) * | 2011-05-31 | 2012-01-18 | 中国农业大学 | Melon and fruit picking device and picking method thereof |
| CN102441888A (en) * | 2011-09-24 | 2012-05-09 | 侯帅 | Glass carrying manipulator |
| CN102528804A (en) * | 2012-02-06 | 2012-07-04 | 北京联合大学 | Control system of five-freedom-degree mechanical arm |
| CN102550216A (en) * | 2011-12-15 | 2012-07-11 | 河南理工大学 | End effector of intelligent harvesting robot |
| CN102554921A (en) * | 2012-02-06 | 2012-07-11 | 北京联合大学 | Numerical-control manipulator with five degrees of freedom |
| CN102550217A (en) * | 2011-12-15 | 2012-07-11 | 河南理工大学 | End effector of novel harvesting robot and flexibility control method thereof |
| CN102577748A (en) * | 2012-03-02 | 2012-07-18 | 绍兴文理学院 | Torreya grandis nut picker |
| CN102662399A (en) * | 2012-05-09 | 2012-09-12 | 江苏科技大学 | Method for optimizing path for fruit picking robot facing towards multiple targets |
| CN102742977A (en) * | 2012-07-02 | 2012-10-24 | 东莞职业技术学院 | Glue path control method based on image processing |
| CN101706968B (en) * | 2009-12-10 | 2012-11-07 | 江苏大学 | Image-based method for reconstructing three-dimensional models of fruit tree limbs |
| CN102785242A (en) * | 2012-08-27 | 2012-11-21 | 江苏嘉盛光伏科技有限公司 | Manipulator |
| CN102967484A (en) * | 2012-10-31 | 2013-03-13 | 东南大学 | Asteroid rock sampling mechanical arm device |
| CN102986372A (en) * | 2012-09-28 | 2013-03-27 | 浙江工业大学 | Picking object recognizing, classifying and space positioning device and picking object recognizing, classifying and space positioning method based on panoramic stereoscopic vision |
| CN103039196A (en) * | 2012-09-26 | 2013-04-17 | 广西大学 | Fruit detection and picking integrated device based on single chip microcomputer |
| CN103144094A (en) * | 2013-03-25 | 2013-06-12 | 河南理工大学 | Gripping robot for irregular object |
| CN103169144A (en) * | 2013-01-18 | 2013-06-26 | 济南数能电子有限公司 | Intelligent assembling and disassembling device for bulk curing barn tobacco rod or tobacco clamp |
| CN103226693A (en) * | 2013-03-21 | 2013-07-31 | 浙江工业大学 | Identification and space positioning device and method for fished targets based on omni directional vision |
| CN103481296A (en) * | 2013-09-10 | 2014-01-01 | 西北农林科技大学 | Automatic fruit picking robot for hillsides |
| CN103716399A (en) * | 2013-12-30 | 2014-04-09 | 上海交通大学 | Remote interaction fruit picking cooperative asynchronous control system and method based on wireless network |
| CN103749094A (en) * | 2013-12-16 | 2014-04-30 | 西北农林科技大学 | Picking robot and picking method for kiwi fruits |
| CN103802107A (en) * | 2013-12-30 | 2014-05-21 | 苏州亚安智能科技有限公司 | Method for achieving industrial mechanical arm with vision |
| CN103817707A (en) * | 2012-11-19 | 2014-05-28 | 株式会社安川电机 | Robot device |
| CN103947380A (en) * | 2014-04-18 | 2014-07-30 | 金陵科技学院 | Double-arm fruit picking robot and fruit picking method |
| CN103963058A (en) * | 2014-04-30 | 2014-08-06 | 重庆环视科技有限公司 | Mechanical arm grasping control system and method based on multi-azimuth visual positioning |
| CN103995478A (en) * | 2014-05-30 | 2014-08-20 | 山东建筑大学 | Modularized hydraulic mechanical arm experimental platform and method based on interaction of virtual and reality |
| CN104057447A (en) * | 2013-03-18 | 2014-09-24 | 株式会社安川电机 | Robot Picking System And Method Of Manufacturing Workpiece |
| CN104067781A (en) * | 2014-06-16 | 2014-10-01 | 华南农业大学 | Virtual robot and real robot integration based picking system and method |
| CN104260094A (en) * | 2014-09-16 | 2015-01-07 | 深圳市佳晨科技有限公司 | Robot fault processing system and robot fault processing method |
| CN104275695A (en) * | 2013-07-04 | 2015-01-14 | 上海高威科电气技术有限公司 | Flexible industrial robot |
| CN104429359A (en) * | 2014-12-15 | 2015-03-25 | 广西大学 | Negative pressure and torsion spring joint-active fruit picker |
| CN104541775A (en) * | 2015-01-24 | 2015-04-29 | 无锡桑尼安科技有限公司 | Intelligent Fruit Tree Picking System |
| CN104584779A (en) * | 2015-01-23 | 2015-05-06 | 桂林电子科技大学 | Apple maturity automatic detection and picking robot based on binocular vision |
| CN104584780A (en) * | 2015-01-23 | 2015-05-06 | 桂林电子科技大学 | Flexible manipulator for detecting fruit maturity and harvesting |
| CN104626150A (en) * | 2014-12-29 | 2015-05-20 | 苏州亚安智能科技有限公司 | High-accuracy-identification-function-integrated mechanical arm |
| CN104626170A (en) * | 2014-12-29 | 2015-05-20 | 苏州亚安智能科技有限公司 | Method for achieving mechanical arm integrating high-precision recognition function |
| CN104626142A (en) * | 2014-12-24 | 2015-05-20 | 镇江市计量检定测试中心 | Method for automatically locating and moving binocular vision mechanical arm for weight testing |
| CN104704990A (en) * | 2015-04-08 | 2015-06-17 | 吴春光 | A kind of electronic automatic picking method of pomegranate tree |
| CN104723327A (en) * | 2013-12-20 | 2015-06-24 | 广西大学 | Five-degree-of-freedom non-offset vertical multi-joint type electric mechanical arm |
| CN104742118A (en) * | 2015-03-19 | 2015-07-01 | 刘庆芳 | Multi-functional hydraulic mechanical arm |
| CN104885706A (en) * | 2015-05-21 | 2015-09-09 | 江南大学 | End effector structure of fruit and vegetable picking robot |
| CN105425828A (en) * | 2015-11-11 | 2016-03-23 | 山东建筑大学 | Robot anti-impact double-arm coordination control system based on sensor fusion technology |
| CN105437215A (en) * | 2015-12-21 | 2016-03-30 | 单家正 | Planar parallel robot |
| CN105522584A (en) * | 2016-01-28 | 2016-04-27 | 先驱智能机械(深圳)有限公司 | Control method, control device and flexible manipulator system |
| CN105538332A (en) * | 2016-01-13 | 2016-05-04 | 贵州慧联科技有限公司 | Grasping device and method capable of simultaneously grasping many cartons of heteromorphic cigarettes |
| CN105563487A (en) * | 2016-02-17 | 2016-05-11 | 太仓中科信息技术研究院 | Camera robot offline programming method based on Maya |
| WO2016070412A1 (en) * | 2014-11-07 | 2016-05-12 | Abb Technology Ltd | An integrated gripper and a robot |
| CN105856231A (en) * | 2016-01-25 | 2016-08-17 | 广东工业大学 | Movement control method for six-shaft industrial robot of specific structure |
| CN106272375A (en) * | 2016-08-31 | 2017-01-04 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106272376A (en) * | 2016-08-31 | 2017-01-04 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106272373A (en) * | 2016-08-31 | 2017-01-04 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106363618A (en) * | 2016-08-29 | 2017-02-01 | 河海大学常州校区 | Picking mechanical hand |
| CN106504605A (en) * | 2016-10-21 | 2017-03-15 | 东南大学 | Simulation control system for force feedback teleoperation training of space station manipulator |
| CN106576604A (en) * | 2016-12-06 | 2017-04-26 | 南昌大学 | Fruit and vegetable picking grabber |
| CN106612948A (en) * | 2016-11-21 | 2017-05-10 | 镇江市胜得机械制造有限责任公司 | Multi-direction-adjustable fruit picking mechanism of fruit picking machine |
| CN106695784A (en) * | 2016-12-02 | 2017-05-24 | 中国东方电气集团有限公司 | Visual control system for robot |
| CN106826747A (en) * | 2016-12-27 | 2017-06-13 | 华东交通大学 | A kind of fruit picking robot based on machine vision |
| CN106818040A (en) * | 2017-03-05 | 2017-06-13 | 张保银 | A kind of cucumber picking robot |
| CN106856823A (en) * | 2017-03-24 | 2017-06-20 | 桂林电子科技大学 | Picking robot with maturity detection and tally function |
| CN106954426A (en) * | 2017-03-23 | 2017-07-18 | 江苏大学 | A kind of robot based on close shot depth transducer approaches positioning picking method in real time |
| CN107020628A (en) * | 2016-06-13 | 2017-08-08 | 广东顺德天太机器人技术有限公司 | A kind of industrial robot |
| CN107223408A (en) * | 2017-07-06 | 2017-10-03 | 合肥工业大学 | A kind of fruit picking robot and operating method with force sensing function |
| CN107309876A (en) * | 2017-07-14 | 2017-11-03 | 广西师范大学 | The control method of manipulator harvesting |
| CN107479454A (en) * | 2017-10-13 | 2017-12-15 | 山西农业大学 | A kind of comb-threshing-type calcium fruit field harvester control circuit |
| CN107736124A (en) * | 2017-10-12 | 2018-02-27 | 谷新运 | Flexible tomato picking end effector and corresponding picking mechanism and method |
| CN107750643A (en) * | 2017-10-25 | 2018-03-06 | 重庆工商大学 | The vision system of strawberry picking robot |
| CN107787681A (en) * | 2017-10-17 | 2018-03-13 | 江苏大学 | Robot system and implementation method of a kind of grape cluster fruit quickly without the harvesting that comes off |
| CN108064561A (en) * | 2018-01-29 | 2018-05-25 | 骆通运 | A kind of apple automation picker and method |
| CN108076831A (en) * | 2017-12-29 | 2018-05-29 | 重庆大学 | A kind of adaptive double screening hydraulic control pickers |
| CN108326884A (en) * | 2018-04-28 | 2018-07-27 | 哈尔滨若朋机器人有限责任公司 | A kind of manipulator and control method |
| CN108326829A (en) * | 2018-03-22 | 2018-07-27 | 天津大学 | A force-position independent control linear flexible actuator |
| CN108405377A (en) * | 2018-05-24 | 2018-08-17 | 干鑫驰 | A kind of multi-functional vegetable and fruit sorting device |
| CN108513797A (en) * | 2018-04-27 | 2018-09-11 | 芜湖华诚农业技术有限公司 | An intelligent picking machine for picking tomatoes |
| CN108527307A (en) * | 2018-04-18 | 2018-09-14 | 赵子宁 | A kind of eggplant picking robot based on image recognition |
| CN108541458A (en) * | 2018-03-21 | 2018-09-18 | 华南理工大学 | A kind of Robot Fuzzy picking method |
| CN108545459A (en) * | 2018-03-23 | 2018-09-18 | 广州纬纶信息科技有限公司 | A kind of automation blanking system, method and computer readable storage medium |
| CN108551882A (en) * | 2018-01-17 | 2018-09-21 | 吕梁学院 | A kind of tower leaf vegetables plantation picking robot |
| CN108575317A (en) * | 2017-12-27 | 2018-09-28 | 杭州电子科技大学 | A kind of fruit picking equipment |
| CN108575295A (en) * | 2018-01-19 | 2018-09-28 | 江苏大学 | A kind of lightweight fruit picking robot mechanical arm |
| CN108684316A (en) * | 2018-04-16 | 2018-10-23 | 南通大学 | A kind of picker |
| WO2018192907A1 (en) * | 2017-04-19 | 2018-10-25 | Schunk Gmbh & Co. Kg Spann- Und Greiftechnik | Linear, gripping, clamping, rotary or swivelling device, method for operating a device of this type, and unit for evaluating a device of this type |
| CN108772840A (en) * | 2018-07-02 | 2018-11-09 | 常州普旺科技有限公司 | A kind of adaptive sorting system and method based on computer vision and machine learning |
| CN108789471A (en) * | 2018-06-25 | 2018-11-13 | 顺德职业技术学院 | A method of it is quickly inhaled using sucker and puts steel ball |
| CN108811719A (en) * | 2018-06-13 | 2018-11-16 | 张雪燕 | A kind of Cone picking device that work efficiency is high |
| CN108901362A (en) * | 2018-08-15 | 2018-11-30 | 湖南师范大学 | A kind of mung bean picking robot |
| CN109048923A (en) * | 2018-10-21 | 2018-12-21 | 西北农林科技大学 | A kind of fruit sorting machine people's control system |
| CN109105001A (en) * | 2018-10-18 | 2019-01-01 | 石河子大学 | A kind of bergamot pear terminal executor of picking robot and picking method |
| CN109123718A (en) * | 2018-09-23 | 2019-01-04 | 宁波高智科技咨询服务有限公司 | A kind of adjustable fruit object laser mark printing device |
| CN109156161A (en) * | 2018-08-31 | 2019-01-08 | 靖西海越农业有限公司 | A kind of fertile mandarin orange picking robot of intelligence |
| CN109168529A (en) * | 2018-08-31 | 2019-01-11 | 靖西海越农业有限公司 | A kind of fertilising, irrigation and the picking integral system of fertile mandarin orange plantation |
| CN109566099A (en) * | 2019-01-09 | 2019-04-05 | 温州商学院 | A kind of picking robot |
| WO2019075719A1 (en) * | 2017-10-20 | 2019-04-25 | 深圳华大智造科技有限公司 | Ultrasonic detection device, ultrasonic control device, ultrasonic system and ultrasonic imaging method |
| CN109699301A (en) * | 2019-02-22 | 2019-05-03 | 四川农业大学 | A kind of intelligent citrus picking machine and citrus picking method |
| CN109739133A (en) * | 2019-01-08 | 2019-05-10 | 太原工业学院 | Tomato picking robot system based on radar positioning and its control method |
| CN109757219A (en) * | 2019-03-11 | 2019-05-17 | 潍坊学院 | A system and method for picking based on vision |
| CN109784204A (en) * | 2018-12-25 | 2019-05-21 | 江苏大学 | A kind of main carpopodium identification of stacking string class fruit for parallel robot and extracting method |
| CN109937704A (en) * | 2019-03-14 | 2019-06-28 | 岭南师范学院 | A picking device with variable angle positioning |
| CN109983510A (en) * | 2016-11-24 | 2019-07-05 | 国立大学法人京都大学 | Robot control system, machine control system, robot control method, machine control method, and recording medium |
| CN110193844A (en) * | 2019-07-05 | 2019-09-03 | 湖北天华智能装备股份有限公司 | Transfer robot quick-changing type grip manipulator |
| CN110271006A (en) * | 2019-07-19 | 2019-09-24 | 北京农业智能装备技术研究中心 | Mechanical arm visual guide method and device |
| CN110278774A (en) * | 2019-07-15 | 2019-09-27 | 徐州盛斗士生物科技有限公司 | Separating trolley is harvested without ginseng seed is splashed based on the selection of reverse intermediary's principle fixation and recognition |
| CN110315542A (en) * | 2019-07-27 | 2019-10-11 | 南京市晨枭软件技术有限公司 | A kind of Multi-axis motion control method of industrial robot |
| CN110537419A (en) * | 2019-09-04 | 2019-12-06 | 南京林业大学 | A self-propelled self-balancing picking robot |
| CN110605725A (en) * | 2019-09-26 | 2019-12-24 | 国网河南省电力公司濮阳供电公司 | A six-degree-of-freedom high-branch grasping manipulator |
| CN110614622A (en) * | 2019-10-22 | 2019-12-27 | 山东大学 | Intelligent fruit picking robot and implementation method thereof |
| CN110622697A (en) * | 2019-09-30 | 2019-12-31 | 南京林业大学 | Vibration harvesting device for blueberries |
| CN110744555A (en) * | 2019-09-19 | 2020-02-04 | 南京航空航天大学 | Combination arm and robot and method for plant picking |
| CN110972718A (en) * | 2019-11-27 | 2020-04-10 | 中国科学院长春光学精密机械与物理研究所 | Flexible picking robot |
| WO2020154473A1 (en) * | 2019-01-24 | 2020-07-30 | Ceres Innovation, Llc | Harvester with robotic gripping capabilities |
| CN111579280A (en) * | 2020-05-25 | 2020-08-25 | 内蒙古自治区农牧业科学院 | A device and method for collecting native grass seeds in natural grassland |
| CN111684924A (en) * | 2020-06-23 | 2020-09-22 | 王孟超 | Strawberry picking robot based on raspberry group |
| CN111745672A (en) * | 2020-06-28 | 2020-10-09 | 江苏工程职业技术学院 | Grabbing robot and control method thereof |
| CN111771565A (en) * | 2020-07-30 | 2020-10-16 | 和县绿源蔬菜种植有限责任公司 | High-quality and high-efficiency cultivation equipment for solanaceous vegetables |
| CN112154778A (en) * | 2020-10-28 | 2021-01-01 | 唐山学院 | Intelligent fruit picking operation vehicle |
| CN112265009A (en) * | 2020-09-11 | 2021-01-26 | 燕山大学 | A variable-stiffness multi-directional grasping robot based on a folding plate mechanism |
| CN112379243A (en) * | 2020-11-02 | 2021-02-19 | 上海无线电设备研究所 | Automatic feeding, discharging and plugging system and method for normal-temperature test of circuit board |
| CN112385398A (en) * | 2020-10-22 | 2021-02-23 | 成都大学 | High-precision positioning method for automatic picking agricultural machine |
| CN112485140A (en) * | 2020-11-06 | 2021-03-12 | 浙江大学 | Fruit hardness sensor integrated on flexible finger |
| CN112616444A (en) * | 2021-01-29 | 2021-04-09 | 河南工程学院 | Agricultural cone picking robot with good picking quality |
| CN112640650A (en) * | 2020-12-12 | 2021-04-13 | 西北农林科技大学 | Negative pressure-based tomato picking machine and working method thereof |
| CN112973049A (en) * | 2021-02-24 | 2021-06-18 | 三峡大学 | Tennis ball picking robot based on visual sensor and tennis ball picking method |
| CN113207436A (en) * | 2021-06-26 | 2021-08-06 | 四川农业大学 | Propelling type fixed-point citrus fruit-driving picking device |
| CN113238001A (en) * | 2021-05-06 | 2021-08-10 | 新疆农业科学院农业机械化研究所 | Plant growth monitoring system |
| CN113313708A (en) * | 2021-06-30 | 2021-08-27 | 安徽工程大学 | Fruit detection method and system based on deep neural network |
| CN113395896A (en) * | 2019-01-31 | 2021-09-14 | 株式会社久保田 | Working device |
| CN113655900A (en) * | 2021-08-20 | 2021-11-16 | 合肥移瑞通信技术有限公司 | Computer operating device and system |
| CN113753563A (en) * | 2021-09-02 | 2021-12-07 | 张莉 | Commodity circulation transportation process prevents goods collision system |
| CN114097504A (en) * | 2021-11-29 | 2022-03-01 | 张建维 | A multifunctional fruit tree management device |
| CN114271103A (en) * | 2022-01-25 | 2022-04-05 | 杭州津禾生物科技有限公司 | A vegetable and fruit picking robot system and structure based on artificial intelligence recognition |
| CN114408270A (en) * | 2022-01-24 | 2022-04-29 | 中国农业大学 | Manipulator, packaging machine and method for fruit maturity graded packaging |
| CN114407069A (en) * | 2022-02-18 | 2022-04-29 | 苏州钧舵机器人有限公司 | Linear rotation movement clamping jaw and control method |
| CN114431147A (en) * | 2022-02-25 | 2022-05-06 | 华北电力大学(保定) | Double-arm cutting device and double-arm cutting method applied to butterfly orchid seedling cutting |
| CN114600640A (en) * | 2022-02-18 | 2022-06-10 | 湖北汽车工业学院 | Distributed four-wheel electric drive and all-round steering intelligent fruit picking platform |
| CN114630739A (en) * | 2019-10-02 | 2022-06-14 | 丰田研究所股份有限公司 | System and method for determining pose of object held by flexible end effector |
| CN114667845A (en) * | 2022-03-31 | 2022-06-28 | 广东科学技术职业学院 | A picking robot and control method for automatic obstacle avoidance based on machine vision |
| CN114698624A (en) * | 2022-04-27 | 2022-07-05 | 中垦种业股份有限公司 | Efficient weeding method for paddy field |
| CN114815693A (en) * | 2022-04-27 | 2022-07-29 | 佛山科学技术学院 | A fruit picking robot based on bionic design and its picking control method |
| CN114885661A (en) * | 2022-05-09 | 2022-08-12 | 五邑大学 | Chinese yam harvesting device, method and storage medium |
| CN115091480A (en) * | 2022-07-05 | 2022-09-23 | 东南大学 | Semi-autonomous cutting and dismantling method of water stop needle for repairing underwater cracks in tunnels |
| CN115119613A (en) * | 2022-07-29 | 2022-09-30 | 南京农业大学 | Green asparagus harvesting robot based on machine vision and harvesting method |
| CN115191233A (en) * | 2022-07-15 | 2022-10-18 | 江苏大学 | A multi-arm high-speed picking robot for trellis kiwifruit and its operation method |
| CN115250745A (en) * | 2022-08-05 | 2022-11-01 | 华南农业大学 | Full-automatic fruit picking robot and picking method based on vision technology |
| CN115316129A (en) * | 2022-08-12 | 2022-11-11 | 华南农业大学 | Self-adaptive bionic picking device based on binocular vision recognition and cluster fruit picking method |
| CN115462242A (en) * | 2022-09-19 | 2022-12-13 | 江苏信息职业技术学院 | Actuating mechanism of agricultural picking robot |
| CN115519534A (en) * | 2022-06-28 | 2022-12-27 | 广东梅隆科技股份有限公司 | Automatic feeding device is used in belt pulley production |
| CN115812434A (en) * | 2021-09-17 | 2023-03-21 | 西北农林科技大学 | Polar coordinate type fruit picking robot |
| CN115968651A (en) * | 2022-12-26 | 2023-04-18 | 中国农业大学烟台研究院 | An expandable apple picking device and picking method thereof |
| CN116000923A (en) * | 2022-12-26 | 2023-04-25 | 江苏科技大学 | FPGA deployment system and method for robot six-degree-of-freedom visual target detection DETR model |
| CN116267231A (en) * | 2023-04-12 | 2023-06-23 | 广西大学 | A multi-degree-of-freedom robotic arm for automatic fruit-picking smart car |
| CN116267229A (en) * | 2023-03-31 | 2023-06-23 | 吕梁学院 | Fruit picking and sorting integrated machine |
| CN116616045A (en) * | 2023-06-07 | 2023-08-22 | 山东农业工程学院 | A kind of picking method and picking system based on plant growth |
| CN116686547A (en) * | 2023-07-11 | 2023-09-05 | 合肥工业大学智能制造技术研究院 | Vegetable and fruit picking robot system based on machine vision and artificial intelligence |
| CN116724760A (en) * | 2023-07-05 | 2023-09-12 | 黑龙江八一农垦大学 | An automated citrus picking robot |
| CN116767879A (en) * | 2023-07-03 | 2023-09-19 | 山东钢铁集团日照有限公司 | Anti-collision control method for cantilever device of stacker-reclaimer based on image recognition |
| CN116965236A (en) * | 2023-04-28 | 2023-10-31 | 中国农业大学 | Small watermelon picking robot and picking method based on greenhouse three-dimensional cultivation mode |
| CN117694106A (en) * | 2023-12-27 | 2024-03-15 | 北京声智科技有限公司 | Intelligent picking robot and intelligent fruit and vegetable picking method |
| CN117901146A (en) * | 2024-03-20 | 2024-04-19 | 广东海洋大学 | A salvage mechanical arm |
| CN118033188A (en) * | 2024-02-09 | 2024-05-14 | 北京新雨华祺科技有限公司 | Electronic component test moves system of carrying based on arm cooperation |
| CN118176932A (en) * | 2024-02-28 | 2024-06-14 | 北京市农林科学院智能装备技术研究中心 | Picking method of broken type picking manipulator and broken type picking manipulator |
| CN118252025A (en) * | 2024-05-10 | 2024-06-28 | 西北农林科技大学 | An intelligent double-arm grape picking device |
Families Citing this family (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102282972A (en) * | 2011-07-11 | 2011-12-21 | 浙江理工大学 | Under-actuated end effector with sensing function |
| CN102282973A (en) * | 2011-07-11 | 2011-12-21 | 浙江理工大学 | Multi-finger under-actuated end effector with sensing function |
| FR3143264B1 (en) * | 2022-12-14 | 2024-12-20 | Commissariat Energie Atomique | Method for controlling a device for automatically harvesting plant elements of interest |
| GB2640749A (en) * | 2024-05-03 | 2025-11-05 | Fieldwork Robotics Ltd | Robotic arm and picking platform |
Family Cites Families (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JPS5931614A (en) * | 1982-08-11 | 1984-02-20 | 株式会社クボタ | fruit harvesting equipment |
| FR2588719B1 (en) * | 1985-10-17 | 1993-06-18 | Kubota Ltd | AUTOMATIC FRUIT HARVESTING APPARATUS |
-
2008
- 2008-05-05 CN CN200810024764A patent/CN100591202C/en not_active Expired - Fee Related
Cited By (221)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101869941A (en) * | 2009-04-21 | 2010-10-27 | 本特勒尔机械制造有限公司 | Be used for apparatus and method to the member punching |
| CN101706968B (en) * | 2009-12-10 | 2012-11-07 | 江苏大学 | Image-based method for reconstructing three-dimensional models of fruit tree limbs |
| CN101739030B (en) * | 2009-12-18 | 2011-12-14 | 重庆大学 | Spray robot control system |
| CN101804520A (en) * | 2010-04-13 | 2010-08-18 | 武汉法利莱切割系统工程有限责任公司 | Pre-position device for weakening airbag panel with laser |
| CN101804520B (en) * | 2010-04-13 | 2012-09-26 | 武汉法利莱切割系统工程有限责任公司 | Pre-position device for weakening airbag panel with laser |
| CN102165880A (en) * | 2011-01-19 | 2011-08-31 | 南京农业大学 | Automatic-navigation crawler-type mobile fruit picking robot and fruit picking method |
| CN102138385A (en) * | 2011-02-15 | 2011-08-03 | 无锡市华鹰移动照明有限公司 | Mechanical arm of palm fruit picking machine |
| CN102138385B (en) * | 2011-02-15 | 2012-10-10 | 无锡市华鹰移动照明有限公司 | Mechanical arm of palm fruit picking machine |
| CN102187766A (en) * | 2011-04-28 | 2011-09-21 | 北京农业智能装备技术研究中心 | Fruit picking end effector and fruit picking method |
| CN102189546A (en) * | 2011-05-26 | 2011-09-21 | 江苏科技大学 | Multifunctional mechanical arm for planet exploration vehicle |
| CN102318473A (en) * | 2011-05-31 | 2012-01-18 | 中国农业大学 | Melon and fruit picking device and picking method thereof |
| CN102441888A (en) * | 2011-09-24 | 2012-05-09 | 侯帅 | Glass carrying manipulator |
| CN102550217A (en) * | 2011-12-15 | 2012-07-11 | 河南理工大学 | End effector of novel harvesting robot and flexibility control method thereof |
| CN102550216A (en) * | 2011-12-15 | 2012-07-11 | 河南理工大学 | End effector of intelligent harvesting robot |
| CN102554921A (en) * | 2012-02-06 | 2012-07-11 | 北京联合大学 | Numerical-control manipulator with five degrees of freedom |
| CN102528804A (en) * | 2012-02-06 | 2012-07-04 | 北京联合大学 | Control system of five-freedom-degree mechanical arm |
| CN102577748A (en) * | 2012-03-02 | 2012-07-18 | 绍兴文理学院 | Torreya grandis nut picker |
| CN102662399A (en) * | 2012-05-09 | 2012-09-12 | 江苏科技大学 | Method for optimizing path for fruit picking robot facing towards multiple targets |
| CN102742977A (en) * | 2012-07-02 | 2012-10-24 | 东莞职业技术学院 | Glue path control method based on image processing |
| CN102785242A (en) * | 2012-08-27 | 2012-11-21 | 江苏嘉盛光伏科技有限公司 | Manipulator |
| CN103039196A (en) * | 2012-09-26 | 2013-04-17 | 广西大学 | Fruit detection and picking integrated device based on single chip microcomputer |
| CN102986372A (en) * | 2012-09-28 | 2013-03-27 | 浙江工业大学 | Picking object recognizing, classifying and space positioning device and picking object recognizing, classifying and space positioning method based on panoramic stereoscopic vision |
| CN102986372B (en) * | 2012-09-28 | 2015-08-05 | 浙江工业大学 | Based on the identification of the harvesting object of full-view stereo vision, classification and space positioning apparatus and method |
| CN102967484A (en) * | 2012-10-31 | 2013-03-13 | 东南大学 | Asteroid rock sampling mechanical arm device |
| US9272415B2 (en) | 2012-11-19 | 2016-03-01 | Kabushiki Kaisha Yaskawa Denki | Robot device |
| CN103817707B (en) * | 2012-11-19 | 2016-05-11 | 株式会社安川电机 | Robot device |
| CN103817707A (en) * | 2012-11-19 | 2014-05-28 | 株式会社安川电机 | Robot device |
| CN103169144A (en) * | 2013-01-18 | 2013-06-26 | 济南数能电子有限公司 | Intelligent assembling and disassembling device for bulk curing barn tobacco rod or tobacco clamp |
| US9149932B2 (en) | 2013-03-18 | 2015-10-06 | Kabushiki Kaisha Yaskawa Denki | Robot picking system, control device, and method of manufacturing a workpiece |
| CN104057447A (en) * | 2013-03-18 | 2014-09-24 | 株式会社安川电机 | Robot Picking System And Method Of Manufacturing Workpiece |
| CN103226693A (en) * | 2013-03-21 | 2013-07-31 | 浙江工业大学 | Identification and space positioning device and method for fished targets based on omni directional vision |
| CN103226693B (en) * | 2013-03-21 | 2016-05-25 | 浙江工业大学 | The identification of fishing for object based on full-view stereo vision and space positioning apparatus and method |
| CN103144094A (en) * | 2013-03-25 | 2013-06-12 | 河南理工大学 | Gripping robot for irregular object |
| CN104275695A (en) * | 2013-07-04 | 2015-01-14 | 上海高威科电气技术有限公司 | Flexible industrial robot |
| CN103481296A (en) * | 2013-09-10 | 2014-01-01 | 西北农林科技大学 | Automatic fruit picking robot for hillsides |
| CN103749094A (en) * | 2013-12-16 | 2014-04-30 | 西北农林科技大学 | Picking robot and picking method for kiwi fruits |
| CN104723327A (en) * | 2013-12-20 | 2015-06-24 | 广西大学 | Five-degree-of-freedom non-offset vertical multi-joint type electric mechanical arm |
| CN103802107A (en) * | 2013-12-30 | 2014-05-21 | 苏州亚安智能科技有限公司 | Method for achieving industrial mechanical arm with vision |
| CN103716399B (en) * | 2013-12-30 | 2016-08-17 | 上海交通大学 | Remote interaction picking fruit based on wireless network works in coordination with asynchronous control system and method |
| CN103716399A (en) * | 2013-12-30 | 2014-04-09 | 上海交通大学 | Remote interaction fruit picking cooperative asynchronous control system and method based on wireless network |
| CN103947380B (en) * | 2014-04-18 | 2015-11-11 | 金陵科技学院 | A kind of both arms fruit picking robot and fruit picking method |
| CN103947380A (en) * | 2014-04-18 | 2014-07-30 | 金陵科技学院 | Double-arm fruit picking robot and fruit picking method |
| CN103963058B (en) * | 2014-04-30 | 2016-01-06 | 重庆环视高科技有限公司 | Mechanical arm based on multi-directional vision location captures control system and method |
| CN103963058A (en) * | 2014-04-30 | 2014-08-06 | 重庆环视科技有限公司 | Mechanical arm grasping control system and method based on multi-azimuth visual positioning |
| CN103995478A (en) * | 2014-05-30 | 2014-08-20 | 山东建筑大学 | Modularized hydraulic mechanical arm experimental platform and method based on interaction of virtual and reality |
| CN103995478B (en) * | 2014-05-30 | 2016-05-18 | 山东建筑大学 | Modular Press Machine tool arm experiment porch and method based on virtual reality interaction |
| CN104067781B (en) * | 2014-06-16 | 2016-05-18 | 华南农业大学 | Based on virtual robot and integrated picker system and the method for real machine people |
| CN104067781A (en) * | 2014-06-16 | 2014-10-01 | 华南农业大学 | Virtual robot and real robot integration based picking system and method |
| CN104260094B (en) * | 2014-09-16 | 2016-09-14 | 深圳市佳晨科技有限公司 | A kind of robot fault processing system and robot fault processing method |
| CN104260094A (en) * | 2014-09-16 | 2015-01-07 | 深圳市佳晨科技有限公司 | Robot fault processing system and robot fault processing method |
| WO2016070412A1 (en) * | 2014-11-07 | 2016-05-12 | Abb Technology Ltd | An integrated gripper and a robot |
| CN104429359B (en) * | 2014-12-15 | 2016-04-06 | 广西大学 | A kind of negative pressure and the symphyogenetic picking fruit device of torsion spring |
| CN104429359A (en) * | 2014-12-15 | 2015-03-25 | 广西大学 | Negative pressure and torsion spring joint-active fruit picker |
| CN104626142A (en) * | 2014-12-24 | 2015-05-20 | 镇江市计量检定测试中心 | Method for automatically locating and moving binocular vision mechanical arm for weight testing |
| CN104626150A (en) * | 2014-12-29 | 2015-05-20 | 苏州亚安智能科技有限公司 | High-accuracy-identification-function-integrated mechanical arm |
| CN104626170A (en) * | 2014-12-29 | 2015-05-20 | 苏州亚安智能科技有限公司 | Method for achieving mechanical arm integrating high-precision recognition function |
| CN104584779A (en) * | 2015-01-23 | 2015-05-06 | 桂林电子科技大学 | Apple maturity automatic detection and picking robot based on binocular vision |
| CN104584780A (en) * | 2015-01-23 | 2015-05-06 | 桂林电子科技大学 | Flexible manipulator for detecting fruit maturity and harvesting |
| CN105027835A (en) * | 2015-01-24 | 2015-11-11 | 无锡桑尼安科技有限公司 | Intelligent fruit tree picking system |
| CN104541775A (en) * | 2015-01-24 | 2015-04-29 | 无锡桑尼安科技有限公司 | Intelligent Fruit Tree Picking System |
| CN105210559A (en) * | 2015-01-24 | 2016-01-06 | 无锡桑尼安科技有限公司 | Intelligent picking fruit system |
| CN104742118A (en) * | 2015-03-19 | 2015-07-01 | 刘庆芳 | Multi-functional hydraulic mechanical arm |
| CN104704990A (en) * | 2015-04-08 | 2015-06-17 | 吴春光 | A kind of electronic automatic picking method of pomegranate tree |
| CN104704990B (en) * | 2015-04-08 | 2016-09-14 | 南通市广益机电有限责任公司 | A kind of electronic automatic picking method of pomegranate tree |
| CN104885706A (en) * | 2015-05-21 | 2015-09-09 | 江南大学 | End effector structure of fruit and vegetable picking robot |
| CN105425828A (en) * | 2015-11-11 | 2016-03-23 | 山东建筑大学 | Robot anti-impact double-arm coordination control system based on sensor fusion technology |
| CN105437215A (en) * | 2015-12-21 | 2016-03-30 | 单家正 | Planar parallel robot |
| CN105538332A (en) * | 2016-01-13 | 2016-05-04 | 贵州慧联科技有限公司 | Grasping device and method capable of simultaneously grasping many cartons of heteromorphic cigarettes |
| CN105538332B (en) * | 2016-01-13 | 2018-12-28 | 贵州慧联科技有限公司 | A kind of grabbing device that can grab a plurality of special-shaped cigarette simultaneously and grasping means |
| CN105856231B (en) * | 2016-01-25 | 2018-04-10 | 广东工业大学 | A kind of motion control method of particular configuration six-shaft industrial robot |
| CN105856231A (en) * | 2016-01-25 | 2016-08-17 | 广东工业大学 | Movement control method for six-shaft industrial robot of specific structure |
| CN105522584A (en) * | 2016-01-28 | 2016-04-27 | 先驱智能机械(深圳)有限公司 | Control method, control device and flexible manipulator system |
| CN105563487A (en) * | 2016-02-17 | 2016-05-11 | 太仓中科信息技术研究院 | Camera robot offline programming method based on Maya |
| CN107020628A (en) * | 2016-06-13 | 2017-08-08 | 广东顺德天太机器人技术有限公司 | A kind of industrial robot |
| CN106363618A (en) * | 2016-08-29 | 2017-02-01 | 河海大学常州校区 | Picking mechanical hand |
| CN106272373A (en) * | 2016-08-31 | 2017-01-04 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106272376A (en) * | 2016-08-31 | 2017-01-04 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106272375A (en) * | 2016-08-31 | 2017-01-04 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106272376B (en) * | 2016-08-31 | 2019-04-23 | 珠海格力智能装备有限公司 | Robot and arm structure thereof |
| CN106272373B (en) * | 2016-08-31 | 2019-09-03 | 珠海格力电器股份有限公司 | Robot and arm structure thereof |
| CN106272375B (en) * | 2016-08-31 | 2019-09-03 | 珠海格力电器股份有限公司 | Robot and arm structure thereof |
| CN106504605A (en) * | 2016-10-21 | 2017-03-15 | 东南大学 | Simulation control system for force feedback teleoperation training of space station manipulator |
| CN106612948A (en) * | 2016-11-21 | 2017-05-10 | 镇江市胜得机械制造有限责任公司 | Multi-direction-adjustable fruit picking mechanism of fruit picking machine |
| CN109983510A (en) * | 2016-11-24 | 2019-07-05 | 国立大学法人京都大学 | Robot control system, machine control system, robot control method, machine control method, and recording medium |
| CN106695784A (en) * | 2016-12-02 | 2017-05-24 | 中国东方电气集团有限公司 | Visual control system for robot |
| CN106576604A (en) * | 2016-12-06 | 2017-04-26 | 南昌大学 | Fruit and vegetable picking grabber |
| CN106826747A (en) * | 2016-12-27 | 2017-06-13 | 华东交通大学 | A kind of fruit picking robot based on machine vision |
| CN106818040A (en) * | 2017-03-05 | 2017-06-13 | 张保银 | A kind of cucumber picking robot |
| CN106954426A (en) * | 2017-03-23 | 2017-07-18 | 江苏大学 | A kind of robot based on close shot depth transducer approaches positioning picking method in real time |
| CN106856823A (en) * | 2017-03-24 | 2017-06-20 | 桂林电子科技大学 | Picking robot with maturity detection and tally function |
| DE202018006092U1 (en) | 2017-04-19 | 2019-03-12 | Schunk Gmbh & Co. Kg Spann- Und Greiftechnik | Linear, gripping, tensioning, rotating or pivoting device and device for evaluating such a device |
| WO2018192907A1 (en) * | 2017-04-19 | 2018-10-25 | Schunk Gmbh & Co. Kg Spann- Und Greiftechnik | Linear, gripping, clamping, rotary or swivelling device, method for operating a device of this type, and unit for evaluating a device of this type |
| US12263603B2 (en) | 2017-04-19 | 2025-04-01 | Schunk Gmbh & Co. Kg Spann-Und Greiftechnik | Linear, gripping, clamping, rotary or swiveling device, method for operating a device of this type, and unit for evaluating a device of this type |
| CN107223408B (en) * | 2017-07-06 | 2020-06-09 | 合肥工业大学 | A fruit picking robot with force perception function and its operation method |
| CN107223408A (en) * | 2017-07-06 | 2017-10-03 | 合肥工业大学 | A kind of fruit picking robot and operating method with force sensing function |
| CN107309876B (en) * | 2017-07-14 | 2021-04-13 | 广西师范大学 | Control method of picking by manipulator |
| CN107309876A (en) * | 2017-07-14 | 2017-11-03 | 广西师范大学 | The control method of manipulator harvesting |
| CN107736124A (en) * | 2017-10-12 | 2018-02-27 | 谷新运 | Flexible tomato picking end effector and corresponding picking mechanism and method |
| CN107479454A (en) * | 2017-10-13 | 2017-12-15 | 山西农业大学 | A kind of comb-threshing-type calcium fruit field harvester control circuit |
| CN107787681A (en) * | 2017-10-17 | 2018-03-13 | 江苏大学 | Robot system and implementation method of a kind of grape cluster fruit quickly without the harvesting that comes off |
| WO2019075719A1 (en) * | 2017-10-20 | 2019-04-25 | 深圳华大智造科技有限公司 | Ultrasonic detection device, ultrasonic control device, ultrasonic system and ultrasonic imaging method |
| CN107750643A (en) * | 2017-10-25 | 2018-03-06 | 重庆工商大学 | The vision system of strawberry picking robot |
| CN108575317A (en) * | 2017-12-27 | 2018-09-28 | 杭州电子科技大学 | A kind of fruit picking equipment |
| CN108076831A (en) * | 2017-12-29 | 2018-05-29 | 重庆大学 | A kind of adaptive double screening hydraulic control pickers |
| CN108551882A (en) * | 2018-01-17 | 2018-09-21 | 吕梁学院 | A kind of tower leaf vegetables plantation picking robot |
| CN108575295A (en) * | 2018-01-19 | 2018-09-28 | 江苏大学 | A kind of lightweight fruit picking robot mechanical arm |
| CN108064561A (en) * | 2018-01-29 | 2018-05-25 | 骆通运 | A kind of apple automation picker and method |
| CN108064561B (en) * | 2018-01-29 | 2020-07-14 | 骆通运 | Automatic apple picking device and method |
| CN108541458A (en) * | 2018-03-21 | 2018-09-18 | 华南理工大学 | A kind of Robot Fuzzy picking method |
| CN108326829A (en) * | 2018-03-22 | 2018-07-27 | 天津大学 | A force-position independent control linear flexible actuator |
| CN108545459A (en) * | 2018-03-23 | 2018-09-18 | 广州纬纶信息科技有限公司 | A kind of automation blanking system, method and computer readable storage medium |
| CN108545459B (en) * | 2018-03-23 | 2024-04-16 | 广州纬纶信息科技有限公司 | Automatic blanking system, method and computer readable storage medium |
| CN108684316A (en) * | 2018-04-16 | 2018-10-23 | 南通大学 | A kind of picker |
| CN108527307A (en) * | 2018-04-18 | 2018-09-14 | 赵子宁 | A kind of eggplant picking robot based on image recognition |
| CN108513797A (en) * | 2018-04-27 | 2018-09-11 | 芜湖华诚农业技术有限公司 | An intelligent picking machine for picking tomatoes |
| CN108513797B (en) * | 2018-04-27 | 2021-01-29 | 旌德县瀚海星云智能化技术研发有限公司 | Intelligent picking machine for picking tomatoes |
| CN108326884A (en) * | 2018-04-28 | 2018-07-27 | 哈尔滨若朋机器人有限责任公司 | A kind of manipulator and control method |
| CN108405377B (en) * | 2018-05-24 | 2020-10-23 | 温州焕宏纺织品有限公司 | Multi-functional vegetables fruit letter sorting equipment |
| CN108405377A (en) * | 2018-05-24 | 2018-08-17 | 干鑫驰 | A kind of multi-functional vegetable and fruit sorting device |
| CN108811719A (en) * | 2018-06-13 | 2018-11-16 | 张雪燕 | A kind of Cone picking device that work efficiency is high |
| CN108789471A (en) * | 2018-06-25 | 2018-11-13 | 顺德职业技术学院 | A method of it is quickly inhaled using sucker and puts steel ball |
| CN108772840A (en) * | 2018-07-02 | 2018-11-09 | 常州普旺科技有限公司 | A kind of adaptive sorting system and method based on computer vision and machine learning |
| CN108901362B (en) * | 2018-08-15 | 2023-10-27 | 湖南师范大学 | Mung bean picking robot |
| CN108901362A (en) * | 2018-08-15 | 2018-11-30 | 湖南师范大学 | A kind of mung bean picking robot |
| CN109168529A (en) * | 2018-08-31 | 2019-01-11 | 靖西海越农业有限公司 | A kind of fertilising, irrigation and the picking integral system of fertile mandarin orange plantation |
| CN109156161A (en) * | 2018-08-31 | 2019-01-08 | 靖西海越农业有限公司 | A kind of fertile mandarin orange picking robot of intelligence |
| CN109123718A (en) * | 2018-09-23 | 2019-01-04 | 宁波高智科技咨询服务有限公司 | A kind of adjustable fruit object laser mark printing device |
| CN109105001A (en) * | 2018-10-18 | 2019-01-01 | 石河子大学 | A kind of bergamot pear terminal executor of picking robot and picking method |
| CN109105001B (en) * | 2018-10-18 | 2024-01-30 | 石河子大学 | End effector of bergamot pear picking robot and picking method |
| CN109048923A (en) * | 2018-10-21 | 2018-12-21 | 西北农林科技大学 | A kind of fruit sorting machine people's control system |
| CN109784204A (en) * | 2018-12-25 | 2019-05-21 | 江苏大学 | A kind of main carpopodium identification of stacking string class fruit for parallel robot and extracting method |
| CN109739133A (en) * | 2019-01-08 | 2019-05-10 | 太原工业学院 | Tomato picking robot system based on radar positioning and its control method |
| CN109566099A (en) * | 2019-01-09 | 2019-04-05 | 温州商学院 | A kind of picking robot |
| WO2020154473A1 (en) * | 2019-01-24 | 2020-07-30 | Ceres Innovation, Llc | Harvester with robotic gripping capabilities |
| US12029166B2 (en) | 2019-01-24 | 2024-07-09 | Ceres Innovation, Llc | Harvester with automated targeting capabilities |
| CN113395896B (en) * | 2019-01-31 | 2024-02-23 | 株式会社久保田 | Working device |
| CN113395896A (en) * | 2019-01-31 | 2021-09-14 | 株式会社久保田 | Working device |
| CN109699301A (en) * | 2019-02-22 | 2019-05-03 | 四川农业大学 | A kind of intelligent citrus picking machine and citrus picking method |
| CN109757219A (en) * | 2019-03-11 | 2019-05-17 | 潍坊学院 | A system and method for picking based on vision |
| CN109937704A (en) * | 2019-03-14 | 2019-06-28 | 岭南师范学院 | A picking device with variable angle positioning |
| CN110193844A (en) * | 2019-07-05 | 2019-09-03 | 湖北天华智能装备股份有限公司 | Transfer robot quick-changing type grip manipulator |
| CN110278774B (en) * | 2019-07-15 | 2021-02-09 | 徐州盛斗士生物科技有限公司 | Non-splashing ginseng seed harvesting and separating vehicle based on reverse mediation principle positioning, identification and selection |
| CN110278774A (en) * | 2019-07-15 | 2019-09-27 | 徐州盛斗士生物科技有限公司 | Separating trolley is harvested without ginseng seed is splashed based on the selection of reverse intermediary's principle fixation and recognition |
| CN110271006A (en) * | 2019-07-19 | 2019-09-24 | 北京农业智能装备技术研究中心 | Mechanical arm visual guide method and device |
| CN110315542A (en) * | 2019-07-27 | 2019-10-11 | 南京市晨枭软件技术有限公司 | A kind of Multi-axis motion control method of industrial robot |
| CN110537419B (en) * | 2019-09-04 | 2024-10-15 | 南京林业大学 | Self-propelled self-balancing picking robot |
| CN110537419A (en) * | 2019-09-04 | 2019-12-06 | 南京林业大学 | A self-propelled self-balancing picking robot |
| CN110744555B (en) * | 2019-09-19 | 2022-05-24 | 南京航空航天大学 | Combined arm for plant picking, robot and method |
| CN110744555A (en) * | 2019-09-19 | 2020-02-04 | 南京航空航天大学 | Combination arm and robot and method for plant picking |
| CN110605725A (en) * | 2019-09-26 | 2019-12-24 | 国网河南省电力公司濮阳供电公司 | A six-degree-of-freedom high-branch grasping manipulator |
| CN110622697A (en) * | 2019-09-30 | 2019-12-31 | 南京林业大学 | Vibration harvesting device for blueberries |
| CN110622697B (en) * | 2019-09-30 | 2024-05-03 | 南京林业大学 | Blueberry vibration harvesting device |
| CN114630739A (en) * | 2019-10-02 | 2022-06-14 | 丰田研究所股份有限公司 | System and method for determining pose of object held by flexible end effector |
| CN114630739B (en) * | 2019-10-02 | 2023-07-18 | 丰田研究所股份有限公司 | Systems and methods for determining the pose of an object held by a flexible end effector |
| CN110614622A (en) * | 2019-10-22 | 2019-12-27 | 山东大学 | Intelligent fruit picking robot and implementation method thereof |
| CN110972718A (en) * | 2019-11-27 | 2020-04-10 | 中国科学院长春光学精密机械与物理研究所 | Flexible picking robot |
| CN111579280A (en) * | 2020-05-25 | 2020-08-25 | 内蒙古自治区农牧业科学院 | A device and method for collecting native grass seeds in natural grassland |
| CN111684924A (en) * | 2020-06-23 | 2020-09-22 | 王孟超 | Strawberry picking robot based on raspberry group |
| CN111745672A (en) * | 2020-06-28 | 2020-10-09 | 江苏工程职业技术学院 | Grabbing robot and control method thereof |
| CN111771565A (en) * | 2020-07-30 | 2020-10-16 | 和县绿源蔬菜种植有限责任公司 | High-quality and high-efficiency cultivation equipment for solanaceous vegetables |
| CN112265009A (en) * | 2020-09-11 | 2021-01-26 | 燕山大学 | A variable-stiffness multi-directional grasping robot based on a folding plate mechanism |
| CN112265009B (en) * | 2020-09-11 | 2021-09-14 | 燕山大学 | Variable-rigidity multidirectional grabbing robot based on folding plate mechanism |
| CN112385398A (en) * | 2020-10-22 | 2021-02-23 | 成都大学 | High-precision positioning method for automatic picking agricultural machine |
| CN112154778A (en) * | 2020-10-28 | 2021-01-01 | 唐山学院 | Intelligent fruit picking operation vehicle |
| CN112379243A (en) * | 2020-11-02 | 2021-02-19 | 上海无线电设备研究所 | Automatic feeding, discharging and plugging system and method for normal-temperature test of circuit board |
| CN112485140A (en) * | 2020-11-06 | 2021-03-12 | 浙江大学 | Fruit hardness sensor integrated on flexible finger |
| CN112640650A (en) * | 2020-12-12 | 2021-04-13 | 西北农林科技大学 | Negative pressure-based tomato picking machine and working method thereof |
| CN112616444A (en) * | 2021-01-29 | 2021-04-09 | 河南工程学院 | Agricultural cone picking robot with good picking quality |
| CN112973049A (en) * | 2021-02-24 | 2021-06-18 | 三峡大学 | Tennis ball picking robot based on visual sensor and tennis ball picking method |
| CN113238001A (en) * | 2021-05-06 | 2021-08-10 | 新疆农业科学院农业机械化研究所 | Plant growth monitoring system |
| CN113207436A (en) * | 2021-06-26 | 2021-08-06 | 四川农业大学 | Propelling type fixed-point citrus fruit-driving picking device |
| CN113313708A (en) * | 2021-06-30 | 2021-08-27 | 安徽工程大学 | Fruit detection method and system based on deep neural network |
| CN113655900A (en) * | 2021-08-20 | 2021-11-16 | 合肥移瑞通信技术有限公司 | Computer operating device and system |
| CN113753563A (en) * | 2021-09-02 | 2021-12-07 | 张莉 | Commodity circulation transportation process prevents goods collision system |
| CN115812434A (en) * | 2021-09-17 | 2023-03-21 | 西北农林科技大学 | Polar coordinate type fruit picking robot |
| CN114097504A (en) * | 2021-11-29 | 2022-03-01 | 张建维 | A multifunctional fruit tree management device |
| CN114408270A (en) * | 2022-01-24 | 2022-04-29 | 中国农业大学 | Manipulator, packaging machine and method for fruit maturity graded packaging |
| CN114271103A (en) * | 2022-01-25 | 2022-04-05 | 杭州津禾生物科技有限公司 | A vegetable and fruit picking robot system and structure based on artificial intelligence recognition |
| CN114600640B (en) * | 2022-02-18 | 2023-05-26 | 湖北汽车工业学院 | Distributed four-wheel electric drive and all-round intelligent fruit picking platform that turns to |
| CN114600640A (en) * | 2022-02-18 | 2022-06-10 | 湖北汽车工业学院 | Distributed four-wheel electric drive and all-round steering intelligent fruit picking platform |
| CN114407069A (en) * | 2022-02-18 | 2022-04-29 | 苏州钧舵机器人有限公司 | Linear rotation movement clamping jaw and control method |
| CN114431147A (en) * | 2022-02-25 | 2022-05-06 | 华北电力大学(保定) | Double-arm cutting device and double-arm cutting method applied to butterfly orchid seedling cutting |
| CN114431147B (en) * | 2022-02-25 | 2023-01-13 | 华北电力大学(保定) | Double-arm cutting device and double-arm cutting method applied to butterfly orchid seedling cutting |
| CN114667845A (en) * | 2022-03-31 | 2022-06-28 | 广东科学技术职业学院 | A picking robot and control method for automatic obstacle avoidance based on machine vision |
| CN114815693B (en) * | 2022-04-27 | 2025-04-18 | 佛山大学 | A fruit picking robot based on bionic design and its picking control method |
| CN114815693A (en) * | 2022-04-27 | 2022-07-29 | 佛山科学技术学院 | A fruit picking robot based on bionic design and its picking control method |
| CN114698624A (en) * | 2022-04-27 | 2022-07-05 | 中垦种业股份有限公司 | Efficient weeding method for paddy field |
| CN114698624B (en) * | 2022-04-27 | 2023-05-16 | 中垦种业股份有限公司 | Efficient weeding method for paddy field |
| CN114885661A (en) * | 2022-05-09 | 2022-08-12 | 五邑大学 | Chinese yam harvesting device, method and storage medium |
| CN115519534A (en) * | 2022-06-28 | 2022-12-27 | 广东梅隆科技股份有限公司 | Automatic feeding device is used in belt pulley production |
| CN115091480B (en) * | 2022-07-05 | 2025-06-13 | 东南大学 | Semi-autonomous cutting and removal method of water-stop needle for underwater crack repair in tunnel |
| CN115091480A (en) * | 2022-07-05 | 2022-09-23 | 东南大学 | Semi-autonomous cutting and dismantling method of water stop needle for repairing underwater cracks in tunnels |
| CN115191233B (en) * | 2022-07-15 | 2024-03-19 | 江苏大学 | Multi-arm high-speed picking robot for trellis kiwi fruits and operation method thereof |
| CN115191233A (en) * | 2022-07-15 | 2022-10-18 | 江苏大学 | A multi-arm high-speed picking robot for trellis kiwifruit and its operation method |
| CN115119613B (en) * | 2022-07-29 | 2023-07-21 | 南京农业大学 | A green asparagus harvesting robot and harvesting method based on machine vision |
| CN115119613A (en) * | 2022-07-29 | 2022-09-30 | 南京农业大学 | Green asparagus harvesting robot based on machine vision and harvesting method |
| CN115250745A (en) * | 2022-08-05 | 2022-11-01 | 华南农业大学 | Full-automatic fruit picking robot and picking method based on vision technology |
| CN115250745B (en) * | 2022-08-05 | 2024-03-12 | 华南农业大学 | A fully automatic fruit picking robot and picking method based on vision technology |
| CN115316129B (en) * | 2022-08-12 | 2024-03-12 | 华南农业大学 | Adaptive bionic picking device and bunch fruit picking method based on binocular vision recognition |
| CN115316129A (en) * | 2022-08-12 | 2022-11-11 | 华南农业大学 | Self-adaptive bionic picking device based on binocular vision recognition and cluster fruit picking method |
| CN115462242A (en) * | 2022-09-19 | 2022-12-13 | 江苏信息职业技术学院 | Actuating mechanism of agricultural picking robot |
| CN116000923B (en) * | 2022-12-26 | 2025-03-28 | 江苏科技大学 | A FPGA deployment system and method for a robot's six-degree-of-freedom visual target detection DETR model |
| CN115968651A (en) * | 2022-12-26 | 2023-04-18 | 中国农业大学烟台研究院 | An expandable apple picking device and picking method thereof |
| CN116000923A (en) * | 2022-12-26 | 2023-04-25 | 江苏科技大学 | FPGA deployment system and method for robot six-degree-of-freedom visual target detection DETR model |
| CN115968651B (en) * | 2022-12-26 | 2025-02-28 | 中国农业大学烟台研究院 | Expandable apple picking device and picking method thereof |
| CN116267229A (en) * | 2023-03-31 | 2023-06-23 | 吕梁学院 | Fruit picking and sorting integrated machine |
| CN116267231B (en) * | 2023-04-12 | 2025-05-06 | 广西大学 | An automatic fruit picking intelligent vehicle with a multi-degree-of-freedom robotic arm |
| CN116267231A (en) * | 2023-04-12 | 2023-06-23 | 广西大学 | A multi-degree-of-freedom robotic arm for automatic fruit-picking smart car |
| CN116965236A (en) * | 2023-04-28 | 2023-10-31 | 中国农业大学 | Small watermelon picking robot and picking method based on greenhouse three-dimensional cultivation mode |
| CN116616045B (en) * | 2023-06-07 | 2023-11-24 | 山东农业工程学院 | Picking method and picking system based on plant growth |
| CN116616045A (en) * | 2023-06-07 | 2023-08-22 | 山东农业工程学院 | A kind of picking method and picking system based on plant growth |
| CN116767879A (en) * | 2023-07-03 | 2023-09-19 | 山东钢铁集团日照有限公司 | Anti-collision control method for cantilever device of stacker-reclaimer based on image recognition |
| CN116724760A (en) * | 2023-07-05 | 2023-09-12 | 黑龙江八一农垦大学 | An automated citrus picking robot |
| CN116686547A (en) * | 2023-07-11 | 2023-09-05 | 合肥工业大学智能制造技术研究院 | Vegetable and fruit picking robot system based on machine vision and artificial intelligence |
| CN117694106A (en) * | 2023-12-27 | 2024-03-15 | 北京声智科技有限公司 | Intelligent picking robot and intelligent fruit and vegetable picking method |
| CN118033188A (en) * | 2024-02-09 | 2024-05-14 | 北京新雨华祺科技有限公司 | Electronic component test moves system of carrying based on arm cooperation |
| CN118033188B (en) * | 2024-02-09 | 2024-09-10 | 北京新雨华祺科技有限公司 | Electronic component test moves system of carrying based on arm cooperation |
| CN118176932A (en) * | 2024-02-28 | 2024-06-14 | 北京市农林科学院智能装备技术研究中心 | Picking method of broken type picking manipulator and broken type picking manipulator |
| CN117901146B (en) * | 2024-03-20 | 2024-05-28 | 广东海洋大学 | Salvaging mechanical arm |
| CN117901146A (en) * | 2024-03-20 | 2024-04-19 | 广东海洋大学 | A salvage mechanical arm |
| CN118252025A (en) * | 2024-05-10 | 2024-06-28 | 西北农林科技大学 | An intelligent double-arm grape picking device |
Also Published As
| Publication number | Publication date |
|---|---|
| CN100591202C (en) | 2010-02-24 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN101273688A (en) | Flexible picking device and method for citrus picking robot | |
| Wang et al. | Review of smart robots for fruit and vegetable picking in agriculture | |
| CN109392462B (en) | Robot and method for picking daylily | |
| CN103529855B (en) | A kind of object recognition and detection device of rotary adjustable binocular vision and the application at agriculture fruit picking mechanical thereof | |
| CN114830915B (en) | Lychee visual picking robot based on lidar navigation and its implementation method | |
| EP3203828A1 (en) | Automated harvesting apparatus | |
| CN108271531B (en) | Automatic fruit picking method and device based on visual recognition and positioning | |
| CN104206121B (en) | A Strawberry Picking End Effector and Its Working Process | |
| CN115250745A (en) | Full-automatic fruit picking robot and picking method based on vision technology | |
| CN114600641B (en) | Strawberry picking machine based on image recognition technology and picking method thereof | |
| CN115316129B (en) | Adaptive bionic picking device and bunch fruit picking method based on binocular vision recognition | |
| Chiu et al. | Study of an autonomous fruit picking robot system in greenhouses | |
| CN106856823A (en) | Picking robot with maturity detection and tally function | |
| CN216058333U (en) | Intelligent movement fruit picking robot | |
| CN116686545B (en) | Litchi picking robot shade removing method based on machine vision control | |
| CN209201574U (en) | A kind of bergamot pear terminal executor of picking robot | |
| CN108811766A (en) | A kind of man-machine interactive fruits and vegetables of greenhouse harvesting robot system and its collecting method | |
| CN113812262A (en) | Tea-oil camellia fruit picking robot based on machine vision | |
| Hua et al. | Vacuum suction end-effector development for robotic harvesters of fresh market apples | |
| CN114175922A (en) | Unmanned robot capable of picking fruits without damage | |
| CN108064560A (en) | The automatic picker system of fruit and method based on Kinect depth of field cameras | |
| CN116965236A (en) | Small watermelon picking robot and picking method based on greenhouse three-dimensional cultivation mode | |
| Almendral et al. | Autonomous fruit harvester with machine vision | |
| Fu et al. | Design and experimentation of multi-fruit envelope-cutting kiwifruit picking robot | |
| CN104584780A (en) | Flexible manipulator for detecting fruit maturity and harvesting |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| C14 | Grant of patent or utility model | ||
| GR01 | Patent grant | ||
| C17 | Cessation of patent right | ||
| CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20100224 Termination date: 20120505 |
