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
Link To Document :
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