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Real-time model predictive control for keeping a quadrotor visible on the camera field-of-view of a ground robot

  • Wei Ding
  • , Madan Ravi Ganesh
  • , Robert N. Severinghaus
  • , Jason J. Corso
  • , Dimitra Panagou
    • University of Michigan, Ann Arbor
    • United States Army

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    4 Scopus citations

    Abstract

    This paper considers a cooperative control design for an aerial/ground robot system, and addresses the problem of maintaining visibility of a quadrotor within the camera field-of-view of a ground robot in the presence of external disturbances. The quadrotor needs to be tracked by the ground robot with a monocular camera, and hence its motion should facilitate the ground vision-based tracking process by remaining in the effective camera sensing area. We design a model predictive controller (MPC) strategy where the visibility constraints of the camera and the control input constraints of the quadrotor are encoded into the cost function via barrier functions, and we adopt a fast MPC solver that is able to solve the optimization problem in real time. We also propose a method to enhance the robustness of the algorithm by suitably defining a restart method for the MPC solver. The applicability of the proposed algorithm is demonstrated through simulations and experimental results on real setups.

    Original languageEnglish
    Title of host publication2016 American Control Conference, ACC 2016
    Pages2259-2264
    Number of pages6
    ISBN (Electronic)9781467386821
    DOIs
    StatePublished - 28 Jul 2016
    Event2016 American Control Conference, ACC 2016 - Boston, United States
    Duration: 6 Jul 2016 → 8 Jul 2016

    Publication series

    NameProceedings of the American Control Conference
    Volume2016-July
    ISSN (Print)0743-1619

    Conference

    Conference2016 American Control Conference, ACC 2016
    Country/TerritoryUnited States
    CityBoston
    Period6/07/16 → 8/07/16

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