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Author:

Jia, Songmin (Jia, Songmin.) (Scholars:贾松敏) | Zhang, Guoliang (Zhang, Guoliang.) | Li, Boyang (Li, Boyang.) | Ding, Mingchao (Ding, Mingchao.)

Indexed by:

CPCI-S

Abstract:

The granularity partition for functional modules is a fundamental research topic in robot distributed control technology. How to evaluate the module partition scheme with different granularity, and then obtain the optimum scheme is the urgent problem. In this paper, we proposed a novel evaluation strategy for the granularity partition of functional modules in robotic system using RTM as control platform based on D-S evidence theory. The fuzzy clustering algorithm is primarily used to get the collection of granularity partition schemes for RT Components encapsulated by the platform of OpenRTM. As the two source of evidence, the indices of cohesion and coupling for the robotic system are achieved to measure the degree of module independence by analyzing the correlation matrix of RT Components. Then the Dempster's combination rule and the priority method for utility intervals are applied to obtain the optimal partition granularity. In the end, the effectiveness and progressiveness of the novel evaluation strategy are verified by applying it to the robotic 3D mapping system.

Keyword:

D-S evidence theory decentralized control robot technology middleware clustering algorithm module division

Author Community:

  • [ 1 ] [Jia, Songmin]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang, Guoliang]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Li, Boyang]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Ding, Mingchao]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 5 ] [Jia, Songmin]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 6 ] [Zhang, Guoliang]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 7 ] [Li, Boyang]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 8 ] [Ding, Mingchao]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 9 ] [Jia, Songmin]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 10 ] [Zhang, Guoliang]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 11 ] [Li, Boyang]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 12 ] [Ding, Mingchao]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 贾松敏

    [Jia, Songmin]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China;;[Jia, Songmin]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China;;[Jia, Songmin]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China

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Source :

2016 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA)

Year: 2016

Page: 870-875

Language: English

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

Affiliated Colleges:

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