首页|基于三色球的单目相机三维空间定位算法研究

基于三色球的单目相机三维空间定位算法研究

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为了实现无工装夹具条件下的机器人焊接,提出基于三色球的单目相机三维空间定位方法,利用球在任意角度成像的几何不变性,结合球的半径信息实现球的深度信息的提取,解决了传统单目相机无法实现三维空间定位的难题。定位算法引入颜色滤波简化三色球的识别,改进霍夫圆检测算法,提高了三色球的识别精度。研究了球的深度信息计算模型,并推导了相关公式,实现了单目相机下球的三维坐标计算。构建了基于3 个标准球的焊接工件定位模型,通过工件上 3 个定位点设置的标准球实现焊接工件定位。基于三维微位移平台设计了定位精度检测实验平台,并开展了相关实验。实验表明,三维空间定位算法的定位误差在±0。24mm以内,满足焊接工件定位的精度要求。
Research on Three-Dimensional Space Positioning Algorithm for Monocular Based on Tricolor Sphere
In order to realize robot welding without fixtures,the three-dimensional space positioning method of monocular camera based on three-color balls was proposed to solve the problem that traditional monocular cameras cannot achieve three-dimensional spatial positioning in this paper,which uses the geometric invariance of ball imaging at any angle and combines the radius information of the ball to extract the depth information of the ball.The color filtering was introduced in the positioning algorithm to simplify the identification of three-color balls,the Hough circle detection algorithm was modified,and the identification accuracy of three-color balls was improved.The calcu-lation model of the depth information of the ball was researched,and the relevant formulas were derived to realize the calculation of the three-dimensional coordinates of the ball under the monocular camera.The welding workpiece posi-tioning model based on three standard balls was established,and the welding workpiece was positioned by the standard balls set at the three positioning points of the workpiece.Based on the three-dimensional micro-displacement plat-form,an experimental platform for positioning accuracy detection was designed,and related experiments were carried out.The experimental results show that the positioning error of the three-dimensional space positioning algorithm is within±0.24mm,which meets the positioning accuracy requirements of weld workpiece..

Monocular cameraThree-dimensional space positionTricolor sphereColor filterHough circle

张白、许有志、张巍巍、焦海波

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北方民族大学电气信息工程学院,宁夏 银川 750021

宁夏银利电气股份有限公司,宁夏 银川 750021

单目相机 三维空间定位 三色球 颜色滤波 霍夫圆

国家自然科学基金

52065002

2024

计算机仿真
中国航天科工集团公司第十七研究所

计算机仿真

CSTPCD
影响因子:0.518
ISSN:1006-9348
年,卷(期):2024.41(7)
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