Title :
A Tradeoff Analysis of a Cloud-Based Robot Navigation Assistant Using Stereo Image Processing
Author :
Salmeron-Garcia, Javier ; Inigo-Blasco, Pablo ; Diaz-del-Rio, Fernando ; Cagigas-Muniz, Daniel
Author_Institution :
Univ. of Seville, Seville, Spain
Abstract :
The use of Cloud Computing for computation offloading in the robotics area has become a field of interest today. The aim of this work is to demonstrate the viability of cloud offloading in a low level and intensive computing task: a vision-based navigation assistance of a service mobile robot. In order to do so, a prototype, running over a ROS-based mobile robot (Erratic by Videre Design LLC) is presented. The information extracted from on-board stereo cameras will be used by a private cloud platform consisting of five bare-metal nodes with AMD Phenom 965 × 4 CPU, with the cloud middleware Openstack Havana. The actual task is the shared control of the robot teleoperation, that is, the smooth filtering of the teleoperated commands with the detected obstacles to prevent collisions. All the possible offloading models for this case are presented and analyzed. Several performance results using different communication technologies and offloading models are explained as well. In addition to this, a real navigation case in a domestic circuit was done. The tests demonstrate that offloading computation to the Cloud improves the performance and navigation results with respect to the case where all processing is done by the robot.
Keywords :
cloud computing; collision avoidance; control engineering computing; image filtering; image retrieval; image sensors; middleware; mobile robots; object detection; robot vision; service robots; stereo image processing; telerobotics; AMD Phenom 965 × 4 CPU; LLC Videre Design; Openstack Havana; ROS-based mobile robot; bare-metal nodes; cloud computing; cloud middleware; cloud-based robot navigation assistant; collision prevention; communication technologies; computation offloading; domestic circuit; information extraction; intensive computing task; obstacle detection; on-board stereo cameras; private cloud platform; robot teleoperation; robotics area; service mobile robot; smooth filtering; stereo image processing; teleoperated commands; tradeoff analysis; vision-based navigation assistance; Cameras; Mobile robots; Navigation; Robot vision systems; Stereo vision; Three-dimensional displays; Cloud offloading; cloud robotics; image point cloud; mobile robots; navigation assistance; shared control;
Journal_Title :
Automation Science and Engineering, IEEE Transactions on
DOI :
10.1109/TASE.2015.2403593