UAV Trajectory Evaluation in Large Industrial Environments: A Cost-Effective Solution

Jakob Grimm Hansen, Micha Heiß, Michał Kozłowski, Erdal Kayacan

Research output: Contribution to book/anthology/report/proceedingArticle in proceedingsResearchpeer-review

Abstract

The use of unmanned aerial vehicles (UAVs) for autonomous inspection tasks has become more prominent in recent years. To make the most of the autonomous inspection, the parameters governing control, perception and navigation of the robot should be tuned precisely to the necessary task. Currently, the use of motion capture (mocap) systems is the norm when performing the stringent evaluation of simultaneous localization and mapping (SLAM) and advanced controllers. In this paper, we address the use of a cost-effective solution to ground-truthing and evaluation of said algorithms in large industrial environments. To this end, we use fiducial markers, deployed in known locations, in order to estimate the pose of the vehicle in 6 degrees-of-freedom (6DOF) and test them against a state-of-the-art mocap system. We additionally test the method in the field, by deploying the markers to the environment of interest and applying widely used SLAM implementations to confirm its efficacy by evaluating their performance in two emulated inspection task scenarios. We find that our method is comparable in performance to the state-of-the-art mocap systems without the need for laborious calibration and is capable of providing a pose estimate for evaluating SLAM and underlying UAV control methods.

Original languageEnglish
Title of host publication2022 European Control Conference (ECC)
Number of pages6
PublisherIEEE
Publication date2022
Pages1336-1341
ISBN (Electronic)9783907144077
DOIs
Publication statusPublished - 2022
Event2022 European Control Conference, ECC 2022 - London, United Kingdom
Duration: 12 Jul 202215 Jul 2022

Conference

Conference2022 European Control Conference, ECC 2022
Country/TerritoryUnited Kingdom
CityLondon
Period12/07/202215/07/2022

Fingerprint

Dive into the research topics of 'UAV Trajectory Evaluation in Large Industrial Environments: A Cost-Effective Solution'. Together they form a unique fingerprint.

Cite this