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作者:

Jia, Songmin (Jia, Songmin.) (学者:贾松敏) | Zhao, Xue (Zhao, Xue.) | Li, Yuchen (Li, Yuchen.) | Wang, Ke (Wang, Ke.)

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CPCI-S

摘要:

This paper presents a hierarchical method of region division for mobile robot system based on spectral clustering algorithm. Firstly, to improve the exploration efficiency, topological map is constructed incrementally using a hybrid map model with grid-topplogy structure. And then, topology-based Voronoi Diagram is introduced to divide the map and express the whole environment uniquely. Meanwhile, Scale-Invariant Feature Transform (SIFT) feature is extracted to relate to different nodes, and RANdom SAmple Consensus (RANSAC) algorithm is integrated to optimize matching results. On this basis, an undirected weighted graph is built and the spectral clustering theory based on SIFT matching information is adopted to partition global topologycal map and realize region division. The paper details the architecture of the presented method and gives some experiments to verify the effectiveness.

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作者机构:

  • [ 1 ] [Jia, Songmin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Zhao, Xue]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 3 ] [Li, Yuchen]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 4 ] [Wang, Ke]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China

通讯作者信息:

  • 贾松敏

    [Jia, Songmin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China

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来源 :

2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO)

年份: 2013

页码: 1371-1376

语种: 英文

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WoS核心集被引频次: 0

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