On combining wearable sensors and visual SLAM for remote controlling of low-cost micro aerial vehicles

J. Martínez-Carranza, Francisco Marquez, Esteban O. Garcia, A. Muñoz-Meléndez, W. Mayol-Cuevas
{"title":"On combining wearable sensors and visual SLAM for remote controlling of low-cost micro aerial vehicles","authors":"J. Martínez-Carranza, Francisco Marquez, Esteban O. Garcia, A. Muñoz-Meléndez, W. Mayol-Cuevas","doi":"10.1109/RED-UAS.2015.7441012","DOIUrl":null,"url":null,"abstract":"In this work we present initial results of a system that combines wearable technology and monocular simultaneous localisation and mapping (SLAM) for remote controlling of a low-cost micro aerial vehicle (MAV) that flies beyond the visual line-of-sight. To this purpose, as a first step, we use a state-of-the-art visual SLAM system, called ORB-SLAM, to create a 3D map of the scene. The visual data feeding ORB-SLAM is obtained from imagery transmitted from the on-board camera of our low-cost vehicle. This vehicle can not process data on board, however, it can transmit images at a rate of 15-20 Hz, which we found sufficient to carry out the visual localisation and mapping. The second step in our system is to replace the conventional controller with a pair of wearable-sensor-based gloves worn by the user so he/she can command the MAV by only performing hand gestures. Our goal is to show that the user can fly the vehicle beyond the line-of-sight by only using the vehicle's pose and map estimates in real time and that commanding the MAV with hand gestures will enable him/her to focus more on the flight task. Our preliminary results indicate the feasibility of our approach.","PeriodicalId":317787,"journal":{"name":"2015 Workshop on Research, Education and Development of Unmanned Aerial Systems (RED-UAS)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 Workshop on Research, Education and Development of Unmanned Aerial Systems (RED-UAS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RED-UAS.2015.7441012","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

In this work we present initial results of a system that combines wearable technology and monocular simultaneous localisation and mapping (SLAM) for remote controlling of a low-cost micro aerial vehicle (MAV) that flies beyond the visual line-of-sight. To this purpose, as a first step, we use a state-of-the-art visual SLAM system, called ORB-SLAM, to create a 3D map of the scene. The visual data feeding ORB-SLAM is obtained from imagery transmitted from the on-board camera of our low-cost vehicle. This vehicle can not process data on board, however, it can transmit images at a rate of 15-20 Hz, which we found sufficient to carry out the visual localisation and mapping. The second step in our system is to replace the conventional controller with a pair of wearable-sensor-based gloves worn by the user so he/she can command the MAV by only performing hand gestures. Our goal is to show that the user can fly the vehicle beyond the line-of-sight by only using the vehicle's pose and map estimates in real time and that commanding the MAV with hand gestures will enable him/her to focus more on the flight task. Our preliminary results indicate the feasibility of our approach.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
可穿戴传感器与视觉SLAM相结合的低成本微型飞行器远程控制研究
在这项工作中,我们展示了一个系统的初步结果,该系统结合了可穿戴技术和单目同步定位和测绘(SLAM),用于远程控制飞出视线的低成本微型飞行器(MAV)。为此,作为第一步,我们使用最先进的视觉SLAM系统,称为ORB-SLAM,来创建场景的3D地图。提供ORB-SLAM的视觉数据来自我们的低成本车辆的车载摄像头传输的图像。这辆车不能在车上处理数据,但是,它可以以15-20赫兹的速率传输图像,我们发现这足以进行视觉定位和地图绘制。我们系统的第二步是用用户佩戴的一副可穿戴传感器手套取代传统的控制器,这样他/她就可以通过手势来指挥MAV。我们的目标是展示用户可以通过实时使用车辆的姿势和地图估计来飞行车辆,并且用手势指挥MAV将使他/她能够更多地专注于飞行任务。我们的初步结果表明我们的方法是可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Model identification and validation for translational movements of an octorotor UAV Vision-IMU based collaborative control of a blind UAV Velocity control of mini-UAV using a helmet system A hybrid 3D path planning method for UAVs Design of sliding mode observers for quadrotor pitch/roll angle estimation via IMU measurements
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1