DocumentCode
716741
Title
Scheduled perception for energy-efficient path following
Author
Ondruska, Peter ; Gurau, Corina ; Marchegiani, Letizia ; Chi Hay Tong ; Posner, Ingmar
Author_Institution
Mobile Robot. Group, Univ. of Oxford, Oxford, UK
fYear
2015
fDate
26-30 May 2015
Firstpage
4799
Lastpage
4806
Abstract
This paper explores the idea of reducing a robot´s energy consumption while following a trajectory by turning off the main localisation subsystem and switching to a lower-powered, less accurate odometry source at appropriate times. This applies to scenarios where the robot is permitted to deviate from the original trajectory, which allows for energy savings. Sensor scheduling is formulated as a probabilistic belief planning problem. Two algorithms are presented which generate feasible perception schedules: the first is based upon a simple heuristic; the second leverages dynamic programming to obtain optimal plans. Both simulations and real-world experiments on a planetary rover prototype demonstrate over 50% savings in perception-related energy, which translates into a 12% reduction in total energy consumption.
Keywords
dynamic programming; energy conservation; energy consumption; mobile robots; path planning; scheduling; sensors; dynamic programming; energy savings; energy-efficient path following; heuristic; localisation subsystem; odometry source; perception-related energy; planetary rover prototype; probabilistic belief planning problem; robot energy consumption reduction; scheduled perception; sensor scheduling; Cameras; Energy consumption; Robot sensing systems; Schedules; Trajectory;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation (ICRA), 2015 IEEE International Conference on
Conference_Location
Seattle, WA
Type
conf
DOI
10.1109/ICRA.2015.7139866
Filename
7139866
Link To Document