• DocumentCode
    2515767
  • Title

    Constraint-based planning and control for safe, semi-autonomous operation of vehicles

  • Author

    Anderson, Sterling J. ; Karumanchi, Sisir B. ; Iagnemma, Karl

  • Author_Institution
    Dept. of Mech. Eng., Massachusetts Inst. of Technol., Cambridge, MA, USA
  • fYear
    2012
  • fDate
    3-7 June 2012
  • Firstpage
    383
  • Lastpage
    388
  • Abstract
    This paper presents a new approach to semi-autonomous vehicle hazard avoidance and stability control, based on the design and selective enforcement of constraints. This differs from traditional approaches that rely on the planning and tracking of paths. This emphasis on constraints facilitates “minimally-invasive” control for human-machine systems; instead of forcing a human operator to follow an automation-determined path, the constraint-based approach identifies safe homotopies, and allows the operator to navigate freely within them, introducing control action only as necessary to ensure that the vehicle does not violate safety constraints. The method evaluates candidate homotopies based on “restrictiveness”, rather than traditional measures of path goodness, and designs and enforces requisite constraints on the human´s control commands to ensure that the vehicle never leaves the controllable subset of a desired homotopy. Identification of these homotopic classes in off-road environments is performed using geometric constructs. The goodness of competing homotopies and their associated constraints is then characterized using geometric heuristics. Finally, input limits satisfying homotopy and vehicle dynamic constraints are enforced using threat-based feedback mechanisms to ensure that the vehicle avoids collisions and instability while preserving the human operator´s situational awareness and mental models. The methods developed in this work are shown in simulation and experimentally demonstrated in safe, high-speed teleoperation of an unmanned ground vehicle.
  • Keywords
    collision avoidance; man-machine systems; navigation; remotely operated vehicles; road safety; stability; automation-determined path; constraint-based approach; constraint-based control; constraint-based planning; geometric constructs; geometric heuristics; hazard avoidance; high-speed teleoperation; homotopic classes; human-machine systems; mental models; minimally-invasive control; off-road environments; path planning; path tracking; safe vehicle operation; semi-autonomous vehicle operation; situational awareness; stability control; threat-based feedback mechanisms; unmanned ground vehicle; vehicle dynamic constraints; Hazards; Humans; Planning; Torque; Vehicle dynamics; Vehicles; Wheels; Semi-Autonomous control; human-machine interaction; obstacle avoidance; planning; shared adaptive control; teleoperation; unmanned ground vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Vehicles Symposium (IV), 2012 IEEE
  • Conference_Location
    Alcala de Henares
  • ISSN
    1931-0587
  • Print_ISBN
    978-1-4673-2119-8
  • Type

    conf

  • DOI
    10.1109/IVS.2012.6232153
  • Filename
    6232153