DocumentCode :
1754617
Title :
To Go or Not to Go: On Energy-Aware and Communication-Aware Robotic Operation
Author :
Yuan Yan ; Mostofi, Yasamin
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California, Santa Barbara, Santa Barbara, CA, USA
Volume :
1
Issue :
3
fYear :
2014
fDate :
Sept. 2014
Firstpage :
218
Lastpage :
231
Abstract :
We consider the scenario where a mobile robot needs to visit a number of points of interest (POIs) in a workspace, gathers its generated bits of information, and successfully transmits them to a remote station, while operating in a realistic communication environment, minimizing its total energy consumption (including both motion and communication costs), and under time and reception quality constraints. We are interested in the co-optimization of the communication and motion strategies of the robot such that it finds the optimal trajectory (the order in which it visits all of the POIs) and optimally co-plans its communication and motion strategies, including motion speed, stop times, communication transmission rate, and power. By co-optimizing the usage of both communication and motion energy costs and using realistic probabilistic link metrics that go beyond the commonly used disk models, we show how the overall problem can be posed as a mixed integer linear program (MILP) and characterize several properties of the co-optimized solution. For instance, we derive conditions under which the optimal trajectory becomes the minimum-length trajectory as well as conditions under which the trajectory deviates from the minimum length one to visit areas with very high connectivity. We further characterize if/when it is beneficial for the robot to incur motion energy to find a better spot for communication. Moreover, we derive conditions that relate the co-optimized communication and motion strategies and clearly show the interplay between the two. Finally, our simulation results with real channel and motion parameters confirm the analysis and show considerable energy savings.
Keywords :
integer programming; linear programming; mobile robots; motion control; telerobotics; trajectory control; velocity control; MILP; POI; communication transmission rate; communication-aware robotic operation; disk models; energy-aware robotic operation; minimum-length trajectory; mixed integer linear program; mobile robot; motion energy; motion energy costs; motion speed; motion strategies; optimal trajectory; points of interest; probabilistic link metrics; realistic communication environment; reception quality constraints; remote station; stop times; time constraints; total energy consumption; Bit error rate; Mobile robots; Robot kinematics; Robot sensing systems; Trajectory; Co-optimization of communication and motion; path planning; realistic communication models; robotics networks;
fLanguage :
English
Journal_Title :
Control of Network Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
2325-5870
Type :
jour
DOI :
10.1109/TCNS.2014.2337971
Filename :
6851894
Link To Document :
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