Paper Title :Implementation of Dbscan on 2D Lidar Based Mappingin Webots
Author :Umut Akti, Mahir Kutay
Article Citation :Umut Akti ,Mahir Kutay ,
(2024 ) " Implementation of Dbscan on 2D Lidar Based Mappingin Webots " ,
International Journal of Electrical, Electronics and Data Communication (IJEEDC) ,
pp. 27-31,
Volume-12,Issue-7
Abstract : This research paper investigates the utilization of LiDAR data, which is processed using the DBSCAN clustering
technique, to enhance the mapping capabilities of mobile robots in the Webots simulation environment. The study aims to
examine the impact of adjusting the EPS and “min_samples” parameters on the accuracy of DBSCAN in identifying
obstacles from a stationary location. This approach integrates real-time sensory input processing with DBSCAN to achieve
precise mapping of the robot's surroundings, considering environmental changes. The simulation results demonstrate the
effectiveness of the system in producing accurate and reliable maps of preselected areas, highlighting the potential
application of this technology in complex real-life scenarios. Future investigations will assess the efficacy of this approach in
diverse environments and with various robot models, aiming to enhance its practicality in real-world situations.
Keywords - Webots, Lidar, Mobile robot, Mapping, DBSCAN
Type : Research paper
Published : Volume-12,Issue-7
DOIONLINE NO - IJEEDC-IRAJ-DOIONLINE-21046
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Copyright: © Institute of Research and Journals
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Published on 2024-10-15 |
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