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Analytical Formalism for Data Representation and Object Detection with 2D LiDAR: Application in Mobile Robotics

  • Leonardo Fagundes (First author)
  • , Alexandre Caldeira
  • , Matheus Berguer Quemelli
  • , Felipe Martins
  • , Alexandre Santos Brandão
  • Federal University of Viçosa

Onderzoeksoutput: Article › Academic › peer review

Samenvatting

In mobile robotics, LASER scanners have a wide spectrum of indoor and outdoor applications, both in structured and unstructured environments, due to their accuracy and precision. Most works that use this sensor have their own data representation and their own case-specific modeling strategies, and no common formalism is adopted. To address this issue, this manuscript presents an analytical approach for the identification and localization of objects using 2D LiDARs. Our main contribution lies in formally defining LASER sensor measurements and their representation, the identification of objects, their main properties, and their location in a scene. We validate our proposal with experiments in generic semi-structured environments common in autonomous navigation, and we demonstrate its feasibility in multiple object detection and identification, strictly following its analytical representation. Finally, our proposal further encourages and facilitates the design, modeling, and implementation of other applications that use LASER scanners as a distance sensor.
Originele taal-2English
Artikelnummers24072284
TijdschriftSensors
Volume24
Nummer van het tijdschrift7
DOI's
StatusPublished - 3 apr. 2024

Duurzame ontwikkelingsdoelstellingen van de VN

Deze output draagt bij aan de volgende duurzame ontwikkelingsdoelstelling(en)

  1. SDG 03 – Goede gezondheid en welzijn
    SDG 03 – Goede gezondheid en welzijn
  2. SDG 09 – Industrie, innovatie en infrastructuur
    SDG 09 – Industrie, innovatie en infrastructuur

Keywords

  • LASER scanner
  • LiDAR
  • detectie van objecten
  • lokalisatie van objecten
  • mobiele robotica

Research Focus Areas Hanze University of Applied Sciences

  • Healthy Ageing

Research Focus Areas Research Centre or Centre of Expertise

  • Artificial Intelligence
  • Cyberfysical systems

Publinova thema's

  • ICT & Media
  • Gezondheid
  • Techniek

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