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https://hdl.handle.net/10356/155427
Title: | Topological mapping and localization for delivery robot | Authors: | Hu, Huwei | Keywords: | Engineering::Electrical and electronic engineering | Issue Date: | 2021 | Publisher: | Nanyang Technological University | Source: | Hu, H. (2021). Topological mapping and localization for delivery robot. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/155427 | Abstract: | The last-mile delivery robot is a hot topic. To enable the robot to move autonomously in the city environment, topological map and navigation are of great significance, since it helps the robot work through obstacle-free spaces with rea- sonable calculation and storage requirements. Thus, it is friendly to indoor and outdoor city environments. This thesis proposes a topological mapping system that builds topological maps suitable for navigation and obstacle avoidance, with the input of point cloud frames collected from 3D Velodyne Lidar. A region-growing algorithm for topo- logical map building is proposed. Two region-growing rules to build convex obstacle-free clusters in a 3D environment are studied and discussed. The sam- pling method to get the initialization seed point for the region growing algo- rithm is studied and discussed. A map projection method to project the 3D topological map to the 2D map is proposed. Keywords: Topological mapping, SLAM. | URI: | https://hdl.handle.net/10356/155427 | Schools: | School of Electrical and Electronic Engineering | Fulltext Permission: | restricted | Fulltext Availability: | With Fulltext |
Appears in Collections: | EEE Theses |
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File | Description | Size | Format | |
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NTU_EEE_MSc_Dissertation_Report_HUHUWEI.pdf Restricted Access | 7.92 MB | Adobe PDF | View/Open |
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