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LiDAR navigation in underground openings

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

In recent decades, the technological advances in the fields of artificial intelligence, data analytics, computer architecture, and wireless communication enable the ever-increasing integration of autonomous solutions into the mining industry infrastructure. Smart mines are anticipated to increase the mine workers safety and health, as well as increase the performance of the smart mine sites. One of the ways to fulfill that goal is to integrate autonomous vehicles into the mining cycle. Autonomous navigation in underground, hence GPS-denied, environments is a complex and challenging task. Nevertheless, structured underground environments, such as room-and-pillar mines or underground tunnel networks, allow for lightweight solutions. The current research demonstrates the framework for autonomous navigation inside a room-and-pillar panel. An efficient navigation system that incorporates data management, LiDAR mapping, path planning, and control in real-time has been developed for a lab-scale prototype equipped only with 2D LiDAR scanners. A multiple Random Sample Consensus (RANSAC) algorithm extracts salient features from the 2D LiDAR maps, which are input to a Stanley controller to define the vehicle’s motion. Simulations in a mock mine section have shown the reliability of the prototype to navigate around underground pillars. The same concepts can be applied to any system of underground openings with linear segments.

Original languageEnglish
Title of host publicationExpanding Underground - Knowledge and Passion to Make a Positive Impact on the World- Proceedings of the ITA-AITES World Tunnel Congress, WTC 2023
EditorsGeorgios Anagnostou, Andreas Benardos, Vassilis P. Marinos
Pages2373-2380
Number of pages8
DOIs
StatePublished - 2023
EventITA-AITES World Tunnel Congress, ITA-AITES WTC 2023 and the 49th General Assembly of the International Tunnelling and Underground Association, 2023 - Athens, Greece
Duration: May 12 2023May 18 2023

Publication series

NameExpanding Underground - Knowledge and Passion to Make a Positive Impact on the World- Proceedings of the ITA-AITES World Tunnel Congress, WTC 2023

Conference

ConferenceITA-AITES World Tunnel Congress, ITA-AITES WTC 2023 and the 49th General Assembly of the International Tunnelling and Underground Association, 2023
Country/TerritoryGreece
CityAthens
Period5/12/235/18/23

Bibliographical note

Publisher Copyright:
© 2023 The Author(s).

Funding

This study was sponsored by the Alpha Foundation for the Improvement of Mine Safety and Health, Inc. (Alpha Foundation). The views, opinions and recommendations expressed herein are solely those of the authors and do not imply any endorsement by the Alpha Foundation, its directors, or staff.

Funders
Alpha Foundation For The Improvement of Mine Safety and Health, Inc.

    ASJC Scopus subject areas

    • Geotechnical Engineering and Engineering Geology
    • Civil and Structural Engineering
    • Building and Construction

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