Molina Mellado, Sergio, Mannucci, Anna, Magnusson, Martin , Adolfsson, Daniel, Andreasson, Henrik, Hamad, Mazin, Abdolshah, Saeed, Chadalavada, Ravi Teja, Palmieri, Luigi, Linder, Timm, Swaminathan, Chittaranjan Srinivas, Kucner, Tomasz Piotr, Hanheide, Marc, Fernandez-Carmona, Manuel, Cielniak, Grzegorz, Duckett, Tom, Pecora, Federico, Bokesand, Simon, Arras, Kai Oliver, Haddadin, Sami and Lilienthal, Achim J. (2023) The ILIAD Safety Stack: Human-Aware Infrastructure-Free Navigation of Industrial Mobile Robots. IEEE Robotics and Automation Magazine . pp. 2-13. ISSN 1070-9932
Full content URL: https://doi.org/10.1109/MRA.2023.3296983
Documents |
|
|
PDF
The_ILIAD_Safety_stack_RAM.pdf - Whole Document 16MB |
Item Type: | Article |
---|---|
Item Status: | Live Archive |
Abstract
Safe yet efficient operation of professional service robots within logistics or production in human-robot shared environments requires a flexible human-aware navigation stack. In this manuscript, we propose the ILIAD safety stack comprising software and hardware designed to achieve safe and efficient motion specifically for industrial vehicles with nontrivial kinematics The stack integrates five interconnected layers for autonomous motion planning and control to enable short- and long-term reasoning. The use-case scenario tested requires an autonomous industrial forklift to safely navigate among pick-and-place locations during normal daily activities involving human workers. Our test-bed in the real world consists of a three-day experiment in a food distribution warehouse. The evaluation is extended in simulation with an ablation study of the impact of different layers to show both the practical and the performance-related impact. The experimental results show a safer and more legible robot when humans are nearby with a trade-off in task efficiency, and that not all layers have the same degree of impact in the system.
Keywords: | intra-logistics, robotics in warehouses, robotic safety |
---|---|
Subjects: | H Engineering > H670 Robotics and Cybernetics H Engineering > H671 Robotics |
Divisions: | COLLEGE OF HEALTH AND SCIENCE > Lincoln Institute for Agri-Food Technology |
Related URLs: | |
ID Code: | 56102 |
Deposited On: | 13 Sep 2023 15:44 |
Repository Staff Only: item control page