Research on Two-Round Self-Balancing Robot SLAM Based on the Gmapping Algorithm
Aiming at the inconvenience of inspection and monitoring of coal mine pump room equipment in a narrow and complex environment, this paper proposes and designs a two-wheel self-balancing inspection robot based on laser SLAM. Using SolidWorks, the three-dimensional mechanical structure of the robot is...
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Published in | Sensors (Basel, Switzerland) Vol. 23; no. 5; p. 2489 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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Abstract | Aiming at the inconvenience of inspection and monitoring of coal mine pump room equipment in a narrow and complex environment, this paper proposes and designs a two-wheel self-balancing inspection robot based on laser SLAM. Using SolidWorks, the three-dimensional mechanical structure of the robot is designed, and the overall structure of the robot is analyzed by finite element statics. The kinematics model of the two-wheel self-balancing robot was established, and the multi-closed-loop PID controller was used to design the two-wheel self-balancing control algorithm of the robot. The 2D LiDAR-based Gmapping algorithm was used to locate the robot and construct the map. Through the self-balancing test and anti-jamming test, it is verified that the self-balancing algorithm designed in this paper has a certain anti-jamming ability and good robustness. By using Gazebo to build a simulation comparison experiment, it is verified that the selection of the particle number is of great significance for improving the map accuracy. The actual test results show that the constructed map has high accuracy. |
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AbstractList | Aiming at the inconvenience of inspection and monitoring of coal mine pump room equipment in a narrow and complex environment, this paper proposes and designs a two-wheel self-balancing inspection robot based on laser SLAM. Using SolidWorks, the three-dimensional mechanical structure of the robot is designed, and the overall structure of the robot is analyzed by finite element statics. The kinematics model of the two-wheel self-balancing robot was established, and the multi-closed-loop PID controller was used to design the two-wheel self-balancing control algorithm of the robot. The 2D LiDAR-based Gmapping algorithm was used to locate the robot and construct the map. Through the self-balancing test and anti-jamming test, it is verified that the self-balancing algorithm designed in this paper has a certain anti-jamming ability and good robustness. By using Gazebo to build a simulation comparison experiment, it is verified that the selection of the particle number is of great significance for improving the map accuracy. The actual test results show that the constructed map has high accuracy.Aiming at the inconvenience of inspection and monitoring of coal mine pump room equipment in a narrow and complex environment, this paper proposes and designs a two-wheel self-balancing inspection robot based on laser SLAM. Using SolidWorks, the three-dimensional mechanical structure of the robot is designed, and the overall structure of the robot is analyzed by finite element statics. The kinematics model of the two-wheel self-balancing robot was established, and the multi-closed-loop PID controller was used to design the two-wheel self-balancing control algorithm of the robot. The 2D LiDAR-based Gmapping algorithm was used to locate the robot and construct the map. Through the self-balancing test and anti-jamming test, it is verified that the self-balancing algorithm designed in this paper has a certain anti-jamming ability and good robustness. By using Gazebo to build a simulation comparison experiment, it is verified that the selection of the particle number is of great significance for improving the map accuracy. The actual test results show that the constructed map has high accuracy. Aiming at the inconvenience of inspection and monitoring of coal mine pump room equipment in a narrow and complex environment, this paper proposes and designs a two-wheel self-balancing inspection robot based on laser SLAM. Using SolidWorks, the three-dimensional mechanical structure of the robot is designed, and the overall structure of the robot is analyzed by finite element statics. The kinematics model of the two-wheel self-balancing robot was established, and the multi-closed-loop PID controller was used to design the two-wheel self-balancing control algorithm of the robot. The 2D LiDAR-based Gmapping algorithm was used to locate the robot and construct the map. Through the self-balancing test and anti-jamming test, it is verified that the self-balancing algorithm designed in this paper has a certain anti-jamming ability and good robustness. By using Gazebo to build a simulation comparison experiment, it is verified that the selection of the particle number is of great significance for improving the map accuracy. The actual test results show that the constructed map has high accuracy. |
Audience | Academic |
Author | Zhou, Jiaxin Zhao, Jianwei Li, Jinyu |
AuthorAffiliation | School of Mechanical Electronic & Information Engineering, China University of Mining and Technology, Beijing 100083, China |
AuthorAffiliation_xml | – name: School of Mechanical Electronic & Information Engineering, China University of Mining and Technology, Beijing 100083, China |
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BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36904692$$D View this record in MEDLINE/PubMed |
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Cites_doi | 10.1109/TRO.2006.889486 10.1109/SBR-LARS-R.2017.8215333 |
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References | Zu (ref_1) 2014; 14 Li (ref_12) 2019; 25 Xu (ref_10) 2016; 24 Lin (ref_5) 2009; 15 ref_13 ref_11 ref_22 Chen (ref_9) 2005; 3 ref_21 Giorgio (ref_16) 2007; 23 ref_20 ref_2 ref_19 ref_18 ref_17 ref_15 ref_8 Yang (ref_14) 2022; 47 ref_4 Qiu (ref_3) 2021; 53 ref_7 ref_6 |
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SubjectTerms | Algorithms Carbon fibers Carbon steel Coal industry Coal mining Composite materials Deformation Design Design and construction Gmapping algorithm Inspection Load Localization Location-based systems PID controller R&D Research & development Robots Safety and security measures Simulation SLAM two-wheel self-balancing robot |
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Title | Research on Two-Round Self-Balancing Robot SLAM Based on the Gmapping Algorithm |
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