• DocumentCode
    1332344
  • Title

    Pareto Optimality and Multiobjective Trajectory Planning for a 7-DOF Redundant Manipulator

  • Author

    Guigue, Alexis ; Ahmadi, Mojtaba ; Langlois, Rob ; Hayes, M. John D

  • Author_Institution
    Dept. of Aerosp. & Mech. Eng., Carleton Univ., Ottawa, ON, Canada
  • Volume
    26
  • Issue
    6
  • fYear
    2010
  • Firstpage
    1094
  • Lastpage
    1099
  • Abstract
    This paper presents a novel approach to solve multiobjective robotic trajectory planning problems. It proposes to find the Pareto optimal set, rather than a single solution usually obtained through scalarization, e.g., weighting the objective functions. Using the trajectory planning problem for a redundant manipulator as part of a captive trajectory simulation system, the general discrete dynamic programming (DDP) approximation method presented in our previous work is shown to be a promising approach to obtain a close representation of the Pareto optimal set. When compared with the set obtained by varying the weights, the results confirm that the DDP approximation method can find approximate Pareto objective vectors, where the weighting method fails, and can generally provide a closer representation of the actual Pareto optimal set.
  • Keywords
    Pareto optimisation; dynamic programming; mobile robots; path planning; position control; redundant manipulators; 7-DOF redundant manipulator; DDP approximation; Pareto optimal set; captive trajectory simulation system; close representation; discrete dynamic programming approximation method; multiobjective trajectory planning; objective function; single solution; weighting method; Approximation methods; Dynamic programming; Equations; Manipulators; Pareto optimization; Redundancy; Trajectory; Dynamic programming; Pareto optimality; multiobjective trajectory planning; redundant robotic manipulator;
  • fLanguage
    English
  • Journal_Title
    Robotics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1552-3098
  • Type

    jour

  • DOI
    10.1109/TRO.2010.2068650
  • Filename
    5582309