基于单目视觉的工业机器人智能抓取系统设计

基于单目视觉的工业机器人智能抓取系统设计
基于单目视觉的工业机器人智能抓取系统设计

第35卷第!期机 电工程V)35 N o.3

2018 年!月Journal o f M echanical &E le c tric a l E ngine erin g M ar. 2018

D O I;10.3969/j.is s n. 1001-4551.2018.03.014

基于单目视觉的工业机器人智能抓取系统设计

张驰,廖华丽,周军!

(河海大学机电工程学院,江苏常州213022)

摘要:针对工业机器人如何能在多目标工况下快速自主识别和抓取指定目标工件的问题,将单目视觉引导技术应用到工业机器人

智能抓取系统设计中。利用图像进行了模式识别,对检测定位进行了研究,建立了视觉图像与工件定位抓取之间的关系,提出了基

于轮廓H u不变矩快速模板匹配算法的单目视觉抓取系统。首先将摄像机获取的图像进行了预处理,然后利用轮廓H u不变矩模

板匹配算法进行了目标工件的识别,利用轮廓矩和二阶惯性矩最小原理对识别出的目标工件进行了位姿求取,最后通过建立

S O C K E T通信将求取的位姿发送给了机械臂控制系统引导机械臂的抓取。基于V S软件开发平台和A B B机械手,对智能抓取系统

进行了搭建并试验。研究结果表明;该基于单目视觉搭建的工业机器人智能抓取系统成本低、定位精度高,可满足工业自动化生产

的需求。

关键词:单目视觉;工业机器人;图像处理;模板匹配;位姿检测

中图分类号:T H39;T P242文献标志码:A文章编号:1001 -4551 (2018 )03-0283-05 Intelligent grasping system for industrial robot basedonmonocular vision

ZHANG Chi, LIAO Hua-li, ZHOU Jun

(C o lle g e o f M e c h a n ic a l a n d E l e c t r i c a l,H o h a i U n iv e r s it y,C h a n g z h o u213022,C h in a)

A b s tr a c t ;A im in g at tlie problem th a t an in d u s tria l robot how to q u ic k ly and autonom ously id e n ti der m u lti-ta rg e t c o n d itio n s,m onocular visio n was a p plied to the design o f an in te llig e n t grasf)ing system fo r in d u s tria l robots. In order to

lis h the re la tio n sh ip between t he visual image and the w orkpiece p o sitio ning and g ra p p in g,the p—tern re c o g n itio n,de tection and locatio n u-

sing images were s tu d ie d,and a m onocular visio n capture system based on contour H u in v a ria n t moments fast tem pl was proposed. F ir s tly,the image data collected fro m the cam era should be preprocessed,then the target was id e n tifie d b y

h ing m etliod based o n the contour H u in v a ria n t m o m e n t,and the p o sitio n o f the target w orkpiece was obtained by using the contour mom ent

and the p rin c ip le o f second-order m om ent o f in e rtia. F in a lly,through the establishm ent o f S O C K E T c o m m u n ic a tio n,sent to the m a n ip u la to r con trol system to guide the m a n ip u la to r to grasp. Based on VS software developm ent p la tfo rm a n d A B B r o b o t,the in-

te llig e n t grasping system w as b u ilt and test. The results in d ica te that the in d u s tria l robot in te llig e n t grasping system based on m onocular vision

has low c o s t,high p o sitio n in g accuracy a nd meets the needs o f in d u s tria l autom ation productio n.

K e y w o r d s;m onocular v is io n;in d u s tria l ro b o t;image processing;tem plate m a tc h in g;pose detection

收稿日期=2017 -07-04

基金项目:中央高校基本科研业务费专项资金资助项目(2〇16B02914)

作者简介:张驰(1992-),男,江苏宿迁人,硕士研究生,主要从事机器视觉方面的研究。E-m a il:1481178975@qq:〇m

通信联系人:周军,男,教授。E-m a il:zh j+6171@163:om

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