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      Combined improved A* and greedy algorithm for path planning of multi-objective mobile robot

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          Abstract

          With the development of artificial intelligence, path planning of Autonomous Mobile Robot (AMR) has been a research hotspot in recent years. This paper proposes the improved A* algorithm combined with the greedy algorithm for a multi-objective path planning strategy. Firstly, the evaluation function is improved to make the convergence of A* algorithm faster. Secondly, the unnecessary nodes of the A* algorithm are removed, meanwhile only the necessary inflection points are retained for path planning. Thirdly, the improved A* algorithm combined with the greedy algorithm is applied to multi-objective point planning. Finally, path planning is performed for five target nodes in a warehouse environment to compare path lengths, turn angles and other parameters. The simulation results show that the proposed algorithm is smoother and the path length is reduced by about 5%. The results show that the proposed method can reduce a certain path length.

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          Most cited references36

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          Ant colony optimization

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            An improved PSO algorithm for smooth path planning of mobile robots using continuous high-degree Bezier curve

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              Planning and control of autonomous mobile robots for intralogistics: Literature review and research agenda

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                Author and article information

                Contributors
                ouyangjian@gpnu.edu.cn
                Journal
                Sci Rep
                Sci Rep
                Scientific Reports
                Nature Publishing Group UK (London )
                2045-2322
                2 August 2022
                2 August 2022
                2022
                : 12
                : 13273
                Affiliations
                [1 ]GRID grid.410577.0, ISNI 0000 0004 1790 2692, School of Automation, , Guangdong Polytechnic Normal University, ; Guangzhou, 510665 Guangdong China
                [2 ]GRID grid.464307.2, ISNI 0000 0004 1790 3046, School of Computer Science and Information Engineering, , Guangzhou Maritime University, ; Guangzhou, 510725 Guangdong China
                [3 ]GRID grid.410577.0, ISNI 0000 0004 1790 2692, Industrial Training Center, , Guangdong Polytechnic Normal University, ; Guangzhou, 510665 Guangdong China
                [4 ]GRID grid.79703.3a, ISNI 0000 0004 1764 3838, The School of Mechanical and Automotive Engineering, , South China University of Technology, ; Guangzhou, 510641 Guangdong China
                Article
                17684
                10.1038/s41598-022-17684-0
                9345932
                35918508
                5309ea4c-e84f-4af7-b480-7235e00e2e43
                © The Author(s) 2022

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 20 March 2022
                : 29 July 2022
                Funding
                Funded by: the National Natural Science Foundation of China
                Award ID: 62103112
                Award Recipient :
                Funded by: Special projects in universities' key fields of Guangdong Province
                Award ID: 2020ZDZX2002
                Award Recipient :
                Categories
                Article
                Custom metadata
                © The Author(s) 2022

                Uncategorized
                energy science and technology,engineering
                Uncategorized
                energy science and technology, engineering

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