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2021 | OriginalPaper | Buchkapitel

Mobile Robot Path Planning Approaches: Recent Developments

verfasst von : Raashid Manzoor, Neerendra Kumar

Erschienen in: Innovations in Information and Communication Technologies (IICT-2020)

Verlag: Springer International Publishing

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Abstract

Robotics is the current growing technology with various applications in many fields practiced so far. The bit-by-bit strategies are assembled to know the growth of way arranging systems in different environmental situations and to spot the research gap. It reviews the most important contributions to the mobile robot path planning field from classical approach to heuristic approaches. The classical approaches include cell decomposition method, road map method, artificial potential field method; heuristic approaches such as genetic algorithm (GA), neural network (NN), ant colony optimization (ACO), and particle swarm optimization (PSO) are studied. Because of the numerous computational problems, heuristic methods outperformed the classical methods and gained great reputation. The navigation of static and dynamic surroundings is also examined and it has been remarked that the heuristic approaches have executed efficiently in all aspects when differentiated with classical methods. The paper ended up with tabular knowledge, and graphs analyzed the regularity of separate navigational policies which can be utilized for particular implementation during robot navigation.

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Literatur
Zurück zum Zitat Bao, Q. Y., Li, S. M., Shang, W. Y., & An, M. J. (2009). A fuzzy behavior-based architecture for mobile robot navigation in unknown environments. In 2009 International Conference on Artificial Intelligence Computational Intelligence AICI 2009 (Vol. 2, pp. 257–261). https://doi.org/10.1109/AICI.2009.125. Bao, Q. Y., Li, S. M., Shang, W. Y., & An, M. J. (2009). A fuzzy behavior-based architecture for mobile robot navigation in unknown environments. In 2009 International Conference on Artificial Intelligence Computational Intelligence AICI 2009 (Vol. 2, pp. 257–261). https://​doi.​org/​10.​1109/​AICI.​2009.​125.
Zurück zum Zitat Gupta, N., & Nesaraj, O. (2016). Robot navigation in dynamic environment (pp. 0–4). Gupta, N., & Nesaraj, O. (2016). Robot navigation in dynamic environment (pp. 0–4).
Zurück zum Zitat Kosser, F., & Kumar, N. (2019). Robot navigation and path planning techniques challenges: A review. 11(2), 115–125 Kosser, F., & Kumar, N. (2019). Robot navigation and path planning techniques challenges: A review. 11(2), 115–125
Zurück zum Zitat Qiao, J., Fan, R., Han, H., & Ruan, X. (2009). Q-Learning based on dynamical structure neural network for robot navigation in unknown environment. In Lecture Notes on Computer Science (including Subseries Lecture Notes on Artificial Intelligence of Lecture Notes Bioinformatics) (Vol. 5553, no. PART 3, pp. 188–196). LNCS. https://doi.org/10.1007/978-3-642-01513-7_21. Qiao, J., Fan, R., Han, H., & Ruan, X. (2009). Q-Learning based on dynamical structure neural network for robot navigation in unknown environment. In Lecture Notes on Computer Science (including Subseries Lecture Notes on Artificial Intelligence of Lecture Notes Bioinformatics) (Vol. 5553, no. PART 3, pp. 188–196). LNCS. https://​doi.​org/​10.​1007/​978-3-642-01513-7_​21.
Zurück zum Zitat Saha, O., & Dasgupta, P. (2017). Real-time robot path planning around complex obstacle patterns through learning and transferring options. In 2017 IEEE International Conference on Autonomous of Robot Systems Competition. ICARSC 2017, (pp. 278–283). https://doi.org/10.1109/ICARSC.2017.7964088. Saha, O., & Dasgupta, P. (2017). Real-time robot path planning around complex obstacle patterns through learning and transferring options. In 2017 IEEE International Conference on Autonomous of Robot Systems Competition. ICARSC 2017, (pp. 278–283). https://​doi.​org/​10.​1109/​ICARSC.​2017.​7964088.
Metadaten
Titel
Mobile Robot Path Planning Approaches: Recent Developments
verfasst von
Raashid Manzoor
Neerendra Kumar
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-66218-9_35