- Tytuł:
- Simulation and experimental evaluation of the EKF simultaneous localization and mapping algorithm on the wifibot mobile robot
- Autorzy:
-
Ayadi, N.
Derbel, N.
Morette, N.
Novales, C.
Poisson, G. - Powiązania:
- https://bibliotekanauki.pl/articles/91547.pdf
- Data publikacji:
- 2018
- Wydawca:
- Społeczna Akademia Nauk w Łodzi. Polskie Towarzystwo Sieci Neuronowych
- Tematy:
-
mobile robot
localisation
EKF
SLAM
consistency - Opis:
- In recent years, autonomous navigation for mobile robots has been considered a highly active research field. Within this context, we are interested to apply the Simultaneous Localization And Mapping (SLAM) approach for a wheeled mobile robot. The Extended Kalman Filter has been chosen to perform the SLAM algorithm. In this work, we explicit all steps of the approach. Performances of the developed algorithm have been assessed through simulation in the case of a small scale map. Then, we present several experiments on a real robot that are proceeded in order to exploit a programmed SLAM unit and to generate the navigation map. Based on experimental results, simulation of the SLAM method in the case of a large scale map is then realized. Obtained results are exploited in order to evaluate and compare the algorithm’s consistency and robustness for both cases.
- Źródło:
-
Journal of Artificial Intelligence and Soft Computing Research; 2018, 8, 2; 91-101
2083-2567
2449-6499 - Pojawia się w:
- Journal of Artificial Intelligence and Soft Computing Research
- Dostawca treści:
- Biblioteka Nauki
Artykuł