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Path Planning for Active SLAM Based on the D* Algorithm With Negative Edge Weights (CROSBI ID 237384)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Maurović, Ivan ; Seder, Marija ; Lenac, Kruno ; Petrović, Ivan Path Planning for Active SLAM Based on the D* Algorithm With Negative Edge Weights // IEEE Transactions on Systems Man Cybernetics-Systems, 48 (2018), 8; 1321-1331. doi: 10.1109/TSMC.2017.2668603

Podaci o odgovornosti

Maurović, Ivan ; Seder, Marija ; Lenac, Kruno ; Petrović, Ivan

engleski

Path Planning for Active SLAM Based on the D* Algorithm With Negative Edge Weights

In this paper, the problem of path planning for active simultaneous localization and mapping (SLAM) is addressed. In order to improve its localization accuracy while autonomously exploring an unknown environment the robot needs to revisit positions seen before. To that end, we propose a path planning algorithm for active SLAM that continuously improves robot's localization while moving smoothly, without stopping, toward a goal position. The algorithm is based on the D* shortest path graph search algorithm with negative edge weights for finding the shortest path taking into account localization uncertainty. The proposed path planning algorithm is suitable for exploration of highly dynamic environments with moving obstacles and dynamic changes in localization demands. While the algorithm operation is illustrated in simulation experiments, its effectiveness is verified experimentally in real-world scenarios.

simultaneous localization and mapping (SLAM) ; active SLAM ; dynamic environment ; exploration ; negative edge weight in a graph ; path planning

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Podaci o izdanju

48 (8)

2018.

1321-1331

objavljeno

2168-2216

2168-2232

10.1109/TSMC.2017.2668603

Povezanost rada

Elektrotehnika, Računarstvo, Temeljne tehničke znanosti, Informacijske i komunikacijske znanosti

Poveznice