TY - GEN
T1 - WISDOM
T2 - 2019 International Conference on Robotics and Automation, ICRA 2019
AU - Adhivarahan, Charuvahan
AU - Dantu, Karthik
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/5
Y1 - 2019/5
N2 - Spatial sensing is a fundamental requirement for applications in robotics and augmented reality. In urban spaces such as malls, airports, apartments, and others, it is quite challenging for a single robot to map the whole environment. So, we employ a swarm of robots to perform the mapping. One challenge with this approach is merging sub-maps built by each robot. In this work, we use wireless access points, which are ubiquitous in most urban spaces, to provide us with coarse orientation between sub-maps, and use a custom ICP algorithm to refine this orientation to merge them. We demonstrate our approach with maps from a building on campus and evaluate it using two metrics. Our results show that, in the building we studied, we can achieve an average Absolute Trajectory error of 0.2m in comparison to a map created by a single robot and average Root Mean Square mapping error of 1.3m from ground truth landmark locations.
AB - Spatial sensing is a fundamental requirement for applications in robotics and augmented reality. In urban spaces such as malls, airports, apartments, and others, it is quite challenging for a single robot to map the whole environment. So, we employ a swarm of robots to perform the mapping. One challenge with this approach is merging sub-maps built by each robot. In this work, we use wireless access points, which are ubiquitous in most urban spaces, to provide us with coarse orientation between sub-maps, and use a custom ICP algorithm to refine this orientation to merge them. We demonstrate our approach with maps from a building on campus and evaluate it using two metrics. Our results show that, in the building we studied, we can achieve an average Absolute Trajectory error of 0.2m in comparison to a map created by a single robot and average Root Mean Square mapping error of 1.3m from ground truth landmark locations.
UR - https://www.scopus.com/pages/publications/85071510831
U2 - 10.1109/ICRA.2019.8793932
DO - 10.1109/ICRA.2019.8793932
M3 - Conference contribution
AN - SCOPUS:85071510831
T3 - Proceedings - IEEE International Conference on Robotics and Automation
SP - 8026
EP - 8033
BT - 2019 International Conference on Robotics and Automation, ICRA 2019
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 20 May 2019 through 24 May 2019
ER -