CN206235453U - The measurement apparatus of the flexible doublejointed mechanical arm vibration based on machine vision - Google Patents

The measurement apparatus of the flexible doublejointed mechanical arm vibration based on machine vision Download PDF

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CN206235453U
CN206235453U CN201621060386.6U CN201621060386U CN206235453U CN 206235453 U CN206235453 U CN 206235453U CN 201621060386 U CN201621060386 U CN 201621060386U CN 206235453 U CN206235453 U CN 206235453U
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ccd camera
joint
flexible
mechanical arm
arms
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刘健
马天兵
杜菲
罗智
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Anhui University of Science and Technology
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Abstract

本实用新型公开了一种基于机器视觉的柔性双关节机械臂振动的测量装置。该装置包括双关节柔性机械臂、CCD相机、相机固定装置、绝对值编码器、多个LED发光管和PC机。绝对值编码器安装于转动电机上,LED发光管放置在两臂杆尾端,CCD相机安置于中间关节处,CCD相机和编码器的输出端口与PC机连接。相机固定装置使相机镜头方向处于两臂杆形成的夹角的角平分线方向,CCD相机检测的每一帧图像与编码器的实时定位数据传送至PC机;经PC机处理,与此运动位置静止时光斑位置相比较,得到光源的振动位移,进而分析机械臂振动特征。本实用新型可不接触、不改变被测物振动特性地测量两臂杆的振动特征,方便比较与研究,可以被广泛应用。

The utility model discloses a vibration measuring device of a flexible double-joint mechanical arm based on machine vision. The device includes a double-joint flexible mechanical arm, a CCD camera, a camera fixing device, an absolute encoder, a plurality of LED light-emitting tubes and a PC. The absolute value encoder is installed on the rotating motor, the LED light-emitting tube is placed at the end of the two arms, the CCD camera is placed at the middle joint, and the output ports of the CCD camera and the encoder are connected to the PC. The camera fixing device makes the direction of the camera lens in the direction of the angle bisector of the angle formed by the two arms, and each frame of image detected by the CCD camera and the real-time positioning data of the encoder are sent to the PC; after processing by the PC, the movement position Comparing the position of the spot at rest, the vibration displacement of the light source is obtained, and then the vibration characteristics of the manipulator are analyzed. The utility model can measure the vibration characteristics of the two arms without contacting or changing the vibration characteristics of the measured object, which is convenient for comparison and research and can be widely used.

Description

基于机器视觉的柔性双关节机械臂振动的测量装置Measuring device for vibration of flexible double-joint manipulator based on machine vision

技术领域:Technical field:

本实用新型涉及柔性双关节机械臂振动的测量装置,特别是一种基于机器视觉的柔性双关节机械臂振动的测量装置。The utility model relates to a vibration measuring device of a flexible double-joint mechanical arm, in particular to a measuring device for the vibration of a flexible double-joint mechanical arm based on machine vision.

背景技术:Background technique:

多关节机械臂,也称关节机器人是当今工业领域中最常见的工业机器人的形态之一。适合用于诸多工业领域的机械自动化作业,比如,自动装配、喷漆、搬运、焊接等工作。这类柔性结构的模态阻尼小,一旦受到某种激振力的作用,其大幅度的振动将持续很长时间。这不仅会影响结构的工作,还将使结构产生过早的疲劳破坏,影响结构的使用寿命,或导致结构中仪器的损坏。因此需要测量和抑制此类柔性结构的振动。Multi-joint robotic arms, also known as joint robots, are one of the most common forms of industrial robots in the industrial field today. It is suitable for mechanical automation operations in many industrial fields, such as automatic assembly, painting, handling, welding and other work. The modal damping of this type of flexible structure is small, and once it is subjected to a certain exciting force, its large-amplitude vibration will last for a long time. This will not only affect the work of the structure, but also cause premature fatigue failure of the structure, affect the service life of the structure, or cause damage to the instruments in the structure. There is therefore a need to measure and dampen the vibrations of such flexible structures.

现有技术中,柔性关节机械臂的振动测量主要有采用压电片、加速度计传感器、角速率陀螺仪传感器、光电位置传感器(Position Sensitive Detector)和光纤光栅传感器(Fiber Grating Sensor)等方法:压电片测量时因信号放大、滤波等多种环节会引起信号延迟和相位滞后,测量速度慢、范围有限;加速度计传感器和角速率陀螺仪传感器对噪声敏感,存在迟滞和温漂等问题影响其精度;光电位置传感器的测量范围较小、结构复杂、操作难度大、计算过程繁琐且成本昂贵;光纤光栅传感器最主要的问题是传感信号的解调,由于光纤光栅比较脆弱,在恶劣工作环境中非常容易破坏,因而需要对其进行封装后才能使用,封装工艺和保护措施结构复杂。In the prior art, the vibration measurement of the flexible joint manipulator mainly adopts methods such as piezoelectric sheet, accelerometer sensor, angular rate gyroscope sensor, photoelectric position sensor (Position Sensitive Detector) and fiber grating sensor (Fiber Grating Sensor): Signal delay and phase lag will be caused by signal amplification, filtering and other links during electric film measurement, the measurement speed is slow and the range is limited; the accelerometer sensor and angular rate gyroscope sensor are sensitive to noise, and there are problems such as hysteresis and temperature drift that affect them. Accuracy; the measurement range of photoelectric position sensors is small, the structure is complex, the operation is difficult, the calculation process is cumbersome and the cost is expensive; the main problem of fiber grating sensors is the demodulation of sensing signals. It is very easy to damage, so it needs to be packaged before it can be used, and the packaging process and protection measures are complicated.

发明内容:Invention content:

本实用新型的目的是提供一种结构简单,性能稳定,方便测量的基于机器视觉的柔性双关节机械臂振动的测量装置,实现非接触、实时准确的一次测量同时得到两处机械臂的振动特征。The purpose of this utility model is to provide a simple structure, stable performance, and convenient measurement device for measuring the vibration of a flexible double-joint manipulator based on machine vision, so as to realize non-contact, real-time and accurate one-time measurement and obtain the vibration characteristics of two manipulators at the same time .

实现本实用新型目的的技术解决方案为,一种基于机器视觉的柔性双关节机械臂振动的测量装置,该装置包括双关节柔性机械臂、CCD相机、相机固定装置、绝对值编码器、多个LED发光管和PC机,两关节的臂杆转动电机上安装绝对值编码器,且编码器的输出端与PC机连接,LED发光管放置在两臂杆尾端,CCD 相机安置在两机械臂臂杆间的关节上,且CCD相机配置有镜头,CCD相机的输出端口与PC机连接。相机固定装置保证相机镜头方向时刻处于两臂杆形成的夹角的角平分线处,CCD相机可以同时测量两臂杆尾端LED发光管振动的每一帧图像,并将其传送至PC机;编码器的实时数据传至PC机进行运算定位机械臂运动位置;PC机处理图像,与此运动位置静止时光斑位置相比较获取LED发光管处的振动位移和反映柔性双关节机械臂结构低频振动的参数。The technical solution to realize the purpose of this utility model is a measuring device for the vibration of a flexible double-joint manipulator based on machine vision, which includes a double-joint flexible manipulator, a CCD camera, a camera fixing device, an absolute encoder, a plurality of LED light-emitting tubes and PCs, absolute encoders are installed on the rotating motors of the arm levers of the two joints, and the output ends of the encoders are connected to the PCs, the LED light-emitting tubes are placed at the ends of the two arm levers, and the CCD cameras are placed on the two mechanical arms On the joint between the arms, and the CCD camera is equipped with a lens, and the output port of the CCD camera is connected with the PC. The camera fixing device ensures that the direction of the camera lens is always at the angle bisector of the angle formed by the two arms, and the CCD camera can simultaneously measure each frame of the vibration of the LED light-emitting tube at the end of the two arms, and transmit it to the PC; The real-time data of the encoder is transmitted to the PC for calculation and positioning of the moving position of the manipulator; the PC processes the image and compares it with the position of the spot when the moving position is still to obtain the vibration displacement at the LED light-emitting tube and reflect the low-frequency vibration of the flexible double-joint manipulator structure parameters.

本实用新型与现有技术比较,具有以下显著优点:(1)基于机器视觉的检测方法不仅更直观、更容易地得到柔性机械臂的低频振动信息,而且整个装置通过对LED发光管的检测操作简单、实施方便、测量噪音小。(2)采用绝对值编码器定位机械臂位置,抗干扰特性强,数据的可靠性高。(3)针对机械臂的特殊结构,在关节处放置可随运动改变方向的CCD相机,可以同时检测到两机械臂臂杆尾端的两个LED发光管光源,大大简化装置结构,节约成本。(4)在不改变被测物的振动特征的情况下,通过机器视觉跟踪光源,检测柔性结构的动态位移,具有非接触、测量范围宽、不改变被测物的振动特性等优点。Compared with the prior art, the utility model has the following significant advantages: (1) The detection method based on machine vision is not only more intuitive and easier to obtain the low-frequency vibration information of the flexible mechanical arm, but also the whole device can be operated through the detection of the LED light-emitting tube. It is simple, convenient to implement, and has low measurement noise. (2) The absolute value encoder is used to locate the position of the mechanical arm, which has strong anti-interference characteristics and high data reliability. (3) For the special structure of the robotic arm, a CCD camera that can change direction with the movement is placed at the joint, which can simultaneously detect the two LED light-emitting tube light sources at the ends of the arms of the two robotic arms, which greatly simplifies the device structure and saves costs. (4) Without changing the vibration characteristics of the measured object, the machine vision is used to track the light source and detect the dynamic displacement of the flexible structure, which has the advantages of non-contact, wide measurement range, and no change of the measured object’s vibration characteristics.

附图说明:Description of drawings:

图1是本实用新型基于机器视觉的柔性双关节机械臂振动的测量装置的结构示意图;Fig. 1 is the structural representation of the measuring device of the vibration of the flexible double-joint manipulator based on machine vision of the utility model;

图2是相机固定装置示意简图;Fig. 2 is a schematic diagram of a camera fixing device;

图3是图像分析简图;Fig. 3 is a schematic diagram of image analysis;

具体实施方式:detailed description:

下面结合附图和具体实施方式对本实用新型做进一步的详细说明。The utility model will be described in further detail below in conjunction with the accompanying drawings and specific embodiments.

本实用新型采用机器视觉的方法通过采集不同运动位置的机械臂尾端发光光源的振动位移实现低频模态分析的装置。The utility model adopts the method of machine vision to realize the low-frequency mode analysis device by collecting the vibration displacement of the light source at the tail end of the mechanical arm at different moving positions.

如图1所示,基于机器视觉的柔性双关节机械臂振动的测量装置包括双关节柔性机械臂1、CCD相机2、相机固定装置3、绝对值编码器4、多个LED发光管5和PC机6;所述的柔性双关节机械臂1,两关节的臂杆转动电机上安装绝对值编码器4,且编码器的输出端与PC机6连接,LED发光管5放置在双关节柔性机械臂1两臂杆尾端,CCD相机2安置在两机械臂臂杆间的关节上,且CCD相机配置有镜头,CCD相机2的输出端口与PC机6连接。如图2所示,所述相机固定 装置,与双关节柔性机械臂两臂杆形成一菱形结构,对角线采用可伸缩材料作为CCD相机支架,支架可根据机械臂运动位置改变方向,CCD相机处于菱形结构的对角线的支架上,保证CCD相机镜头方向时刻处于两臂杆形成的夹角的角平分线方向。As shown in Figure 1, the vibration measurement device of a flexible double-joint manipulator based on machine vision includes a double-joint flexible manipulator 1, a CCD camera 2, a camera fixing device 3, an absolute encoder 4, multiple LED light-emitting tubes 5 and a PC machine 6; the flexible double-joint mechanical arm 1, an absolute value encoder 4 is installed on the arm lever rotation motor of the two joints, and the output end of the encoder is connected to the PC machine 6, and the LED light-emitting tube 5 is placed on the double-joint flexible mechanical arm At the tail ends of the two arms of the arm 1, the CCD camera 2 is arranged on the joint between the arms of the two mechanical arms, and the CCD camera is equipped with a lens, and the output port of the CCD camera 2 is connected with the PC 6 . As shown in Figure 2, the camera fixing device forms a diamond-shaped structure with the two arms of the double-joint flexible mechanical arm, and the diagonal line adopts a stretchable material as a CCD camera bracket, and the bracket can change direction according to the movement position of the mechanical arm. On the diagonal bracket of the rhombus structure, it is ensured that the direction of the CCD camera lens is always in the direction of the angle bisector of the angle formed by the two arms.

基于机器视觉的柔性双关节机械臂振动的测量方法,步骤如下:The measurement method of the vibration of the flexible double-joint manipulator based on machine vision, the steps are as follows:

第1步:根据CCD相机2采集的每一帧的图像中的LED发光管5位置,将整幅图像分成两臂杆尾端LED发光管5对应的子区域,并确定每个区域的上对应的光源采集位置;Step 1: According to the position of the LED luminous tube 5 in the image of each frame collected by the CCD camera 2, the whole image is divided into sub-regions corresponding to the LED luminous tube 5 at the tail end of the two arms, and the upper correspondence of each region is determined The light source collection position;

第2步:根据传入PC机6的相机图像数据,确定图像坐标系中每个光源光斑的质心位置;Step 2: Determine the centroid position of each light source spot in the image coordinate system according to the camera image data imported into the PC 6;

第3步:根据绝对值编码器4采集数据,定位机械臂运动角度,将第2步采集的质心位置对应此刻的运动角度数据记录于PC机6;Step 3: collect data according to the absolute encoder 4, locate the motion angle of the mechanical arm, and record the motion angle data corresponding to the position of the center of mass collected in the second step in the PC 6;

如图3所示,电机转动带动机械臂工作时,电机内绝对值编码器4记录转动角度,得到臂杆1的转动角度为α,臂杆2的转动角度为180°-β(方向均为初始水平方向且逆时针旋转),α、β的转动范围为0°<α>90°、0°<β>90°,对于(α,β)时的两臂杆在图像坐标系中的投影位置为:As shown in Figure 3, when the motor rotates to drive the mechanical arm to work, the absolute encoder 4 in the motor records the rotation angle, and the rotation angle of the arm 1 is obtained as α, and the rotation angle of the arm 2 is 180°-β (the directions are both initial horizontal direction and counterclockwise rotation), the rotation range of α and β is 0°<α>90°, 0°<β>90°, for the projection of the two-armed pole in the image coordinate system at (α, β) The location is:

式中Y1(α,β),Y2(α,β)分别为臂杆1与臂杆2在(α,β)位置图像坐标系中的y轴座标位置,l1,l2为设置在双关节柔性机械臂1两臂杆尾端的LED发光管5至CCD相机2镜头的距离。In the formula, Y 1(α, β) and Y 2(α, β) are respectively the y-axis coordinate positions of arm 1 and arm 2 in the (α, β) position image coordinate system, and l 1 , l 2 are The distance from the LED light-emitting tube 5 to the lens of the CCD camera 2 is set at the tail end of the two arms of the double-joint flexible mechanical arm 1 .

静止时x轴方向无位移,所以得到静止无振动且机械臂处于(α,β)位置时,臂杆1、臂杆2上光源在CCD相机2图像坐标系中座标为:There is no displacement in the x-axis direction at rest, so when there is no vibration at rest and the manipulator is in the (α, β) position, the coordinates of the light source on the arm 1 and arm 2 in the image coordinate system of the CCD camera 2 are:

第4步:根据不同测振条件下采集的光斑质心位置,与此时双关节柔性机械臂1机械臂运动位置下的静止光斑质心位置进行处理,得到两个对应LED发光管5的水平位移Δx和垂直位移Δy,具体步骤如下:Step 4: According to the centroid position of the light spot collected under different vibration measurement conditions, process with the centroid position of the static light spot under the moving position of the double-joint flexible robotic arm 1 at this time, and obtain the horizontal displacement Δx of two corresponding LED light-emitting tubes 5 and vertical displacement Δy, the specific steps are as follows:

根据第1步、第2步检测步骤和图3所示,在(α,β)位置下,CCD相机记录的这帧图像经运算得到图像坐标系上臂杆1、臂杆2上光源的质心位置:According to the detection steps in the first and second steps and shown in Figure 3, at the position (α, β), the frame of image recorded by the CCD camera is calculated to obtain the position of the center of mass of the light source on the arm 1 and arm 2 in the image coordinate system :

(X1,Y1)′(α,β)=(x1,y1),(X2,Y2)′(α,β)=(x2,y2) (3)(X 1 ,Y 1 )′ (α,β) = (x 1 ,y 1 ), (X 2 ,Y 2 )′ (α,β) =(x 2 ,y 2 ) (3)

进而得到图像坐标系中两臂杆上光源的位移:Then the displacement of the light source on the two arms in the image coordinate system is obtained:

式中Δx1,Δy1,Δx2,Δy2分别为两臂杆图像坐标系中的水平位移和垂直位移。In the formula, Δx 1 , Δy 1 , Δx 2 , Δy 2 are the horizontal displacement and vertical displacement in the image coordinate system of the two arms, respectively.

第5步:根据CCD相机2的参数,对两个LED发光管5从图像坐标系到世界坐标系垂直位移变换因子Kx,水平变换因子Ky进行标定,具体步骤如下:Step 5: According to the parameters of the CCD camera 2, the vertical displacement conversion factor K x and the horizontal conversion factor K y of the two LED light-emitting tubes 5 from the image coordinate system to the world coordinate system are calibrated, and the specific steps are as follows:

建立坐标系:以柔性双关节机械臂1的上方的臂杆为例,以臂杆尾端LED发光管5的放置位置OW为原点,臂杆静止时指向相机2的方向为Z轴,建立世界坐标系OW-WWXWYWZW;以CCD相机2的光心OC为原点。相机镜头方向,即双关节柔性机械臂1两臂杆形成的夹角的角平分线方向为Z轴建立图像坐标系OC-WCXCYCZCEstablish a coordinate system: take the upper arm of the flexible double-joint manipulator 1 as an example, take the placement position O W of the LED light-emitting tube 5 at the end of the arm as the origin, and the direction of the arm pointing to the camera 2 when it is stationary is the Z axis, and establish World coordinate system O W -W W X W Y W Z W ; take the optical center O C of the CCD camera 2 as the origin. The direction of the camera lens, that is, the direction of the angle bisector of the angle formed by the two arms of the double-joint flexible robotic arm 1 is the Z-axis to establish an image coordinate system O C -W C X C Y C Z C ;

图像坐标系OC-WCXCYCZC中的水平位移、垂直位移到世界坐标系OW-WWXWYWZW的变换关系为:The transformation relationship between the horizontal displacement and vertical displacement in the image coordinate system O C -W C X C Y C Z C to the world coordinate system O W -W W X W Y W Z W is:

x=KxΔx,y=KyΔy (6)x=K x Δx,y=K y Δy (6)

其中Δx,Δy为图像坐标系中的水平位移和垂直位移,x,y为世界坐标系中实际的水平位移和垂直位移,Kx Ky为图像坐标系到世界坐标系的水平位移变换因子和垂直位移变换因子。Among them, Δx, Δy are the horizontal displacement and vertical displacement in the image coordinate system, x, y are the actual horizontal displacement and vertical displacement in the world coordinate system, K x K y is the horizontal displacement conversion factor from the image coordinate system to the world coordinate system and Vertical displacement transformation factor.

第6步:根据图像中每个LED发光管5的水平位移Δx、垂直位移Δy和第5步标定的水平变换因子Kx、垂直变换因子Ky,得到每个LED发光管的实际水平位移x、实际垂直位移y,具体步骤如下:Step 6: According to the horizontal displacement Δx, vertical displacement Δy of each LED light-emitting tube 5 in the image and the horizontal conversion factor K x and vertical conversion factor K y calibrated in step 5, the actual horizontal displacement x of each LED light-emitting tube is obtained , the actual vertical displacement y, the specific steps are as follows:

综合式(4)、式(5)和式(7)得到:Combining formula (4), formula (5) and formula (7) to get:

臂杆1上光源的实际水平位移和实际垂直位移为:The actual horizontal displacement and actual vertical displacement of the light source on the boom 1 are:

x1=KxΔx1=x1 (8)x 1 =K x Δx 1 =x 1 (8)

臂杆2上光源的实际水平位移和实际垂直位移为:The actual horizontal displacement and actual vertical displacement of the light source on the boom 2 are:

x2=KxΔx2=x2 (10)x 2 =K x Δx 2 =x 2 (10)

第7步:按照第6步得到的实际位移,绘制出每个LED发光管5的位置曲线,对每个LED发光管5的位移进行快速傅里叶变换,获取柔性双关节机械臂1振动的一阶模态频率和二阶模态频率。具体步骤如下:Step 7: Draw the position curve of each LED luminous tube 5 according to the actual displacement obtained in the 6th step, perform fast Fourier transform on the displacement of each LED luminous tube 5, and obtain the vibration value of the flexible double-joint manipulator 1 First-order modal frequency and second-order modal frequency. Specific steps are as follows:

多次测量不同位置即(α1,β1)、(α2,β2)...等位置点的臂杆尾端光源位移,对其进行快速傅里叶变换,获取柔性双关节机械臂1两臂杆的一阶模态频率和二阶模态频率。Measure the displacement of the light source at the tail end of the arm at different positions (α 1 , β 1 ), (α 2 , β 2 )... and other positions multiple times, and perform fast Fourier transform on it to obtain a flexible double-joint manipulator 1 The first-order modal frequency and second-order modal frequency of the two arms.

综上所述,本实用新型提出的方法所构建的机器视觉振动测量装置,可以针对双关节机械臂特殊结构,采用绝对值编码器定位,实现了一台CCD相机测量两处振动。该方法具有非接触、不改变被测物的振动特性、装置简单、准确度高等诸多优点。To sum up, the machine vision vibration measurement device constructed by the method proposed in the utility model can be used for the special structure of the double-joint manipulator, and the absolute value encoder is used for positioning, and one CCD camera can measure two vibrations. This method has many advantages such as non-contact, no change of the vibration characteristics of the measured object, simple device and high accuracy.

Claims (2)

1.一种基于机器视觉的柔性双关节机械臂振动的测量装置,包括双关节柔性机械臂(1),其特征在于:该装置还包括CCD相机(2)、相机固定装置(3)、绝对值编码器(4)、多个LED发光管(5)和PC机(6),所述柔性双关节机械臂(1),两臂杆尾端设置LED发光管(5),关节处放置相机固定装置(3),CCD相机(2)固定于装置上且配置有镜头,两关节设置绝对值编码器(4),CCD相机(2)与绝对值编码器(4)的输出端口与PC机(6)连接。1. A measuring device for the vibration of a flexible double-joint mechanical arm based on machine vision, comprising a double-joint flexible mechanical arm (1), characterized in that: the device also includes a CCD camera (2), a camera fixture (3), an absolute A value encoder (4), a plurality of LED light-emitting tubes (5) and a PC (6), the flexible double-joint mechanical arm (1), LED light-emitting tubes (5) are arranged at the tail ends of the two arms, and cameras are placed at the joints The fixing device (3), the CCD camera (2) is fixed on the device and equipped with a lens, the two joints are provided with an absolute encoder (4), the output ports of the CCD camera (2) and the absolute encoder (4) are connected to the PC (6) Connection. 2.根据权利要求1所述的基于机器视觉的柔性双关节机械臂振动的测量装置,其特征在于:所述相机固定装置(3),与双关节柔性机械臂(1)两臂杆形成一菱形结构,对角线采用可伸缩材料作为CCD相机(2)支架,支架可根据机械臂运动位置改变方向,CCD相机(2)处于菱形结构的对角线的支架上,保证CCD相机(2)镜头方向时刻处于两臂杆形成的夹角的角平分线方向。2. The measuring device of the vibration of the flexible double-joint manipulator based on machine vision according to claim 1, characterized in that: the camera fixing device (3) forms a joint with the two arms of the double-joint flexible manipulator (1). The rhombus structure, the diagonal adopts stretchable materials as the bracket of the CCD camera (2), the bracket can change the direction according to the movement position of the mechanical arm, the CCD camera (2) is on the bracket of the diagonal of the rhombus structure, ensuring that the CCD camera (2) The direction of the lens is always in the direction of the angle bisector of the angle formed by the two arms.
CN201621060386.6U 2016-09-18 2016-09-18 The measurement apparatus of the flexible doublejointed mechanical arm vibration based on machine vision Withdrawn - After Issue CN206235453U (en)

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106153331A (en) * 2016-09-18 2016-11-23 安徽理工大学 The measurement apparatus vibrated based on the flexible doublejointed mechanical arm of machine vision and method
CN111141540A (en) * 2020-01-15 2020-05-12 上海宇鹤自动化科技有限公司 Anti rivers interference testboard of underwater robot arm

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106153331A (en) * 2016-09-18 2016-11-23 安徽理工大学 The measurement apparatus vibrated based on the flexible doublejointed mechanical arm of machine vision and method
CN111141540A (en) * 2020-01-15 2020-05-12 上海宇鹤自动化科技有限公司 Anti rivers interference testboard of underwater robot arm

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