DocumentCode :
1758182
Title :
Evaluating Network Rigidity in Realistic Systems: Decentralization, Asynchronicity, and Parallelization
Author :
Williams, Ryan ; Gasparri, Andrea ; Priolo, Attilio ; Sukhatme, Gaurav
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Volume :
30
Issue :
4
fYear :
2014
fDate :
Aug. 2014
Firstpage :
950
Lastpage :
965
Abstract :
In this paper, we consider the problem of evaluating the rigidity of a planar network, while satisfying common objectives of real-world systems: decentralization, asynchronicity, and parallelization. The implications that rigidity has in fundamental multirobot problems, e.g., guaranteed formation stability and relative localizability, motivates this study. We propose the decentralization of the pebble game algorithm of Jacobs et al. , which is an O(n2) method that determines the generic rigidity of a planar network. Our decentralization is based on asynchronous messaging and distributed memory, coupled with auctions for electing leaders to arbitrate rigidity evaluation. Further, we provide a parallelization that takes inspiration from gossip algorithms to yield significantly reduced execution time and messaging. An analysis of the correctness, finite termination, and complexity is given, along with a simulated application in decentralized rigidity control. Finally, we provide Monte Carlo analysis in a Contiki networking environment, illustrating the real-world applicability of our methods, and yielding a bridge between rigidity theory and realistic interacting systems.
Keywords :
Monte Carlo methods; computational complexity; distributed control; game theory; motion control; multi-robot systems; stability; Contiki networking environment; Monte Carlo analysis; asynchronicity; asynchronous messaging; decentralization; distributed memory; gossip algorithms; guaranteed formation stability; multirobot problems; parallelization; pebble game algorithm decentralization; planar network rigidity; realistic systems; relative localizability; Algorithm design and analysis; Clocks; Complexity theory; Games; Jacobian matrices; Robot sensing systems; Asynchronous and parallel communication; distributed robot systems; graph rigidity; networked robots;
fLanguage :
English
Journal_Title :
Robotics, IEEE Transactions on
Publisher :
ieee
ISSN :
1552-3098
Type :
jour
DOI :
10.1109/TRO.2014.2315713
Filename :
6805220
Link To Document :
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