Abstract

Abstract. Many popular unmanned aerial vehicles (UAV) are restricted in their size and weight, making the design of sensory systems for these robots challenging. We designed a small and lightweight continuously rotating 3D laser scanner – allowing for environment perception in a range of 30 m in almost all directions. This sensor it well suited for applications such as 3D obstacle detection, 6D motion estimation, localization, and mapping. We aggregate the distance measurements in a robot-centric grid-based map. To estimate the motion of our multicopter, we register 3D laser scans towards this local map. In experiments, we compare the laser-based ego-motion estimate with ground-truth from a motion capture system. Overall, we can build an accurate 3D obstacle map and can estimate the vehicle's trajectory by 3D scan registration.

Highlights

  • In recent years, lightweight unmanned aerial vehicles (UAV) such as quadrotors attracted much attention in the field of aerial robotics, because of their relatively low cost, ease of control, and compatibility with everyday indoor and outdoor environments

  • In order to enable navigation in difficult 3D environments for lightweight UAVs, we designed a continuously rotating 3D laser scanner that is minimalistic in terms of size and weight and measures distances of up to 30 m in almost all directions

  • Our continuously rotating 3D laser scanner consists of a Hokuyo UTM-30LX-EW 2D laser range finder (LRF) which is rotated by a Dynamixel MX-28 servo actuator to gain a three-dimensional FoV

Read more

Summary

INTRODUCTION

Lightweight unmanned aerial vehicles (UAV) such as quadrotors attracted much attention in the field of aerial robotics, because of their relatively low cost, ease of control, and compatibility with everyday indoor and outdoor environments. Most of today’s lightweight UAVs are equipped with ultra sound distance sensors and air pressure sensors for estimating hight above the ground, inertial sensors for estimating attitude, magnetometers for estimating the heading direction, and cameras, e.g. for estimating visual odometry. While these small and lightweight sensors provide valuable information, they do not suffice for obstacle avoidance and navigation. In order to enable navigation in difficult 3D environments for lightweight UAVs, we designed a continuously rotating 3D laser scanner that is minimalistic in terms of size and weight and measures distances of up to 30 m in almost all directions. We estimate the 6D robot motion by registering 3D laser scans with this local map

RELATED WORK
SENSOR SETUP
Orientation Filter
Multi-Echo Detection
OBSTACLE MAP
SCAN REGISTRATION
Data Association
Transformation Estimation
Scan Undistortion
EXPERIMENTS
CONCLUSION
Full Text
Paper version not known

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call

Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.