Detecting Driving Hazards Using Point Cloud Data from LiDAR and AI for Industrial Navigation Robot

被引:0
作者
Yang, Jaesung [1 ]
Esteves, Andrew [1 ]
Bickford, Harry [1 ]
Shen, Xin [1 ]
Sohn, Kiwon [1 ]
机构
[1] Univ Hartford, Coll Engn Technol & Architecture, West Hartford, CT 06117 USA
来源
THREE-DIMENSIONAL IMAGING, VISUALIZATION, AND DISPLAY 2024 | 2024年 / 13041卷
关键词
LiDAR mapping; Computer Vision; Point cloud;
D O I
10.1117/12.3013874
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this undergraduate research project, we use LiDAR mapping for object detection and further combine AI and computer vision algorithms to enable robots to safely drive the vehicle in a given environment. AI and computer vision technologies allow the robot to identify lanes and intersections, enabling vehicle navigation, while LiDAR mapping quickly and accurately determines the depth between the vehicle and objects entering a specific area. This capability allows the robot to temporarily stop the vehicle, preventing collisions with objects. Through these technologies, our goal is to prevent collisions that may occur during driving, ensuring pedestrian safety and enabling safe robot-driven vehicle operation in crowded places. Simulation and test have been conducted to verify the proposed methods.
引用
收藏
页数:5
相关论文
共 10 条
[1]  
ByteBridge, 2022, Artificial Intelligence magazineJuly 8
[2]  
Instructables, 2019, Work Coordinate System
[3]  
OpenCV, 2020, About-OpenCV
[4]   An Overview of Lidar Imaging Systems for Autonomous Vehicles [J].
Royo, Santiago ;
Ballesta-Garcia, Maria .
APPLIED SCIENCES-BASEL, 2019, 9 (19)
[5]  
Sohn K., 2019, Upper Body Development of Full-Sized Humanoid, HART, for Vehicle-Driving Task, DOI DOI 10.1115/IMECE2019-10192
[6]  
Sohn K, P ASME 2023
[7]  
Sohn K., 2018, ASME INT MECH ENG C
[8]  
Sohn K, 2022, PROCEEDINGS OF ASME 2022 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, IMECE2022, VOL 5
[9]  
Velodyne Lidar, 2022, What is lidar? Learn How Lidar Works | Velodyne Lidar
[10]  
Wikipedia Contributors, 2024, Wikipedia