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Coordinated Multi-Robotic Vehicles Navigation and Control in Shop Floor Automation (CROSBI ID 307375)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Klančar, Gregor ; Seder, Marija Coordinated Multi-Robotic Vehicles Navigation and Control in Shop Floor Automation // Sensors, 22 (2022), 4; 1455, 21. doi: 10.3390/s22041455

Podaci o odgovornosti

Klančar, Gregor ; Seder, Marija

engleski

Coordinated Multi-Robotic Vehicles Navigation and Control in Shop Floor Automation

In this paper, we propose a global navigation function applied to model predictive control (MPC) for autonomous mobile robots, with application to warehouse automation. The approach considers static and dynamic obstacles and generates smooth, collision-free trajectories. The navigation function is based on a potential field derived from an E* graph search algorithm on a discrete occupancy grid and by bicubic interpolation. It has convergent behavior from anywhere to the target and is computed in advance to increase computational efficiency. The novel optimization strategy used in MPC combines a discrete set of velocity candidates with randomly perturbed candidates from particle swarm optimization. Adaptive horizon length is used to improve performance. The efficiency of the proposed approaches is validated using simulations and experimental results.

navigation ; model predictive control ; path planing ; mobile robots ; warehouse automation

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Podaci o izdanju

22 (4)

2022.

1455

21

objavljeno

1424-8220

10.3390/s22041455

Povezanost rada

Elektrotehnika, Računarstvo, Temeljne tehničke znanosti

Poveznice
Indeksiranost