Title :
Decentralized and Parallel Constructions for Optimally Rigid Graphs in
Author :
Gasparri, Andrea ; Williams, Ryan K. ; Priolo, Attilio ; Sukhatme, Gaurav S.
Author_Institution :
Dept. of Eng., Univ. of “Roma Tre”, Rome, Italy
Abstract :
In this paper, we address the decentralized and parallel construction of rigid graphs in the plane that optimize an edge-weighted objective function under cardinality constraints. Two auction-based algorithms to solve this problem in a decentralized fashion are first proposed. Centered around the notion of leader election, the first approach finds an optimal solution through a greedy bidding, while the second approach provides a sub-optimal solution which reduces complexity according to a sliding mode parameter. Then, by exploiting certain local structural properties of graph rigidity, a parallelization to build a portion of the optimal solution in constant time is derived. A theoretical characterization of algorithm performance is provided together with complexity analysis. Finally, simulation results are presented to corroborate the theoretical findings.
Keywords :
graph theory; auction-based algorithms; cardinality constraints; complexity analysis; decentralized construction; edge-weighted objective function; graph rigidity; greedy bidding; leader election; local structural properties; optimally rigid graphs; parallel construction; sliding mode parameter; Complexity theory; Context; Games; Mobile computing; Network topology; Optimization; Topology; Decentralized Systems; Graph Rigidity; Graph rigidity; Matroid Optimization; Topology Control; decentralized systems; matroid optimization; topology control;
Journal_Title :
Mobile Computing, IEEE Transactions on
DOI :
10.1109/TMC.2015.2393856