元胞制造中人机协作安全监测的三重立体视觉系统

J. T. Tan, T. Arai
{"title":"元胞制造中人机协作安全监测的三重立体视觉系统","authors":"J. T. Tan, T. Arai","doi":"10.1109/ISAM.2011.5942335","DOIUrl":null,"url":null,"abstract":"In a close proximity of a human-robot collaboration production system, safety monitoring has a paramount importance to ensure the human operator is being well protected throughout the collaborative operation with the robot manipulator. Due to the requirement to allow overlapping of working envelopes between these two parties, physical separation or two-dimensional sensory system is not effective as the safety measure for the production system. In the early development, safety monitoring by stereo vision system with two cameras was introduced to track the human operator's motion throughout the operation. Camera is used to capture images for tracking of color areas on the human operator. The image coordinates by particle filter and human body model are combined to estimate the 3D positions for the human motion monitoring. However, several weaknesses were observed in this development. For instance, due to the fixed camera viewing direction, occlusion of the detecting areas can severely affect the effectiveness of the safety monitoring. Therefore, one additional camera is added into the system to produce three pairs of stereo vision to improve the robustness towards lost tracking and occlusion tolerance. Hand position tracking experiment is conducted to evaluate the performance of the 3D position estimation.","PeriodicalId":273573,"journal":{"name":"2011 IEEE International Symposium on Assembly and Manufacturing (ISAM)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"49","resultStr":"{\"title\":\"Triple stereo vision system for safety monitoring of human-robot collaboration in cellular manufacturing\",\"authors\":\"J. T. Tan, T. Arai\",\"doi\":\"10.1109/ISAM.2011.5942335\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In a close proximity of a human-robot collaboration production system, safety monitoring has a paramount importance to ensure the human operator is being well protected throughout the collaborative operation with the robot manipulator. Due to the requirement to allow overlapping of working envelopes between these two parties, physical separation or two-dimensional sensory system is not effective as the safety measure for the production system. In the early development, safety monitoring by stereo vision system with two cameras was introduced to track the human operator's motion throughout the operation. Camera is used to capture images for tracking of color areas on the human operator. The image coordinates by particle filter and human body model are combined to estimate the 3D positions for the human motion monitoring. However, several weaknesses were observed in this development. For instance, due to the fixed camera viewing direction, occlusion of the detecting areas can severely affect the effectiveness of the safety monitoring. Therefore, one additional camera is added into the system to produce three pairs of stereo vision to improve the robustness towards lost tracking and occlusion tolerance. Hand position tracking experiment is conducted to evaluate the performance of the 3D position estimation.\",\"PeriodicalId\":273573,\"journal\":{\"name\":\"2011 IEEE International Symposium on Assembly and Manufacturing (ISAM)\",\"volume\":\"72 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-05-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"49\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2011 IEEE International Symposium on Assembly and Manufacturing (ISAM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISAM.2011.5942335\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 IEEE International Symposium on Assembly and Manufacturing (ISAM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISAM.2011.5942335","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 49

摘要

在接近人机协作生产系统的情况下,安全监控对于确保人类操作员在与机器人机械手协作操作的整个过程中得到良好的保护具有至关重要的意义。由于要求允许双方工作信封重叠,物理隔离或二维感知系统作为生产系统的安全措施效果不佳。在早期的开发中,引入了带有两个摄像头的立体视觉系统进行安全监控,以跟踪操作人员在整个操作过程中的动作。摄像机用于捕捉图像,以跟踪人类操作员身上的颜色区域。将粒子滤波图像坐标与人体模型相结合,估计出人体运动监测的三维位置。然而,在这一发展过程中发现了一些弱点。例如,由于摄像机观看方向固定,检测区域的遮挡会严重影响安全监控的有效性。因此,在系统中增加一个摄像头,产生三对立体视觉,以提高对失跟踪和遮挡容忍度的鲁棒性。通过手部位置跟踪实验对三维位置估计的性能进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Triple stereo vision system for safety monitoring of human-robot collaboration in cellular manufacturing
In a close proximity of a human-robot collaboration production system, safety monitoring has a paramount importance to ensure the human operator is being well protected throughout the collaborative operation with the robot manipulator. Due to the requirement to allow overlapping of working envelopes between these two parties, physical separation or two-dimensional sensory system is not effective as the safety measure for the production system. In the early development, safety monitoring by stereo vision system with two cameras was introduced to track the human operator's motion throughout the operation. Camera is used to capture images for tracking of color areas on the human operator. The image coordinates by particle filter and human body model are combined to estimate the 3D positions for the human motion monitoring. However, several weaknesses were observed in this development. For instance, due to the fixed camera viewing direction, occlusion of the detecting areas can severely affect the effectiveness of the safety monitoring. Therefore, one additional camera is added into the system to produce three pairs of stereo vision to improve the robustness towards lost tracking and occlusion tolerance. Hand position tracking experiment is conducted to evaluate the performance of the 3D position estimation.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信