• 제목/요약/키워드: nonlinear least square optimizer

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최적화 기법을 이용한 로봇핸드 트래킹 모델의 파라미터 추정 (Parameter Identification of Robot Hand Tracking Model Using Optimization)

  • 이종광;이효직;윤광호;박병석;윤지섭
    • 제어로봇시스템학회논문지
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    • 제13권5호
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    • pp.467-473
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    • 2007
  • In this paper, we present a position-based robot hand tracking scheme where a pan-tilt camera is controlled such that a robot hand is always shown in the center of an image frame. We calculate the rotation angles of a pan-tilt camera by transforming the coordinate systems. In order to identify the model parameters, we applied two optimization techniques: a nonlinear least square optimizer and a particle swarm optimizer. From the simulation results, it is shown that the considered parameter identification problem is characterized by a highly multimodal landscape; thus, a global optimization technique such as a particle swarm optimization could be a promising tool to identify the model parameters of a robot hand tracking system, whereas the nonlinear least square optimizer often failed to find an optimal solution even when the initial candidate solutions were selected close to the true optimum.