Title :
A Message-Passing Algorithm for Wireless Network Scheduling
Author :
Paschalidis, Ioannis C. ; Fuzhuo Huang ; Wei Lai
Author_Institution :
Dept. of Electr. & Comput. Eng., Boston Univ., Boston, MA, USA
Abstract :
We consider scheduling in wireless networks and formulate it as a Maximum Weighted Independent Set (MWIS) problem on a “conflict” graph that captures interference among simultaneous transmissions. We propose a novel, low-complexity, and fully distributed algorithm that yields high-quality feasible solutions. Our proposed algorithm consists of two phases, each of which requires only local information and is based on message-passing. The first phase solves a relaxation of the MWIS problem using a gradient projection method. The relaxation we consider is tighter than the simple linear programming relaxation and incorporates constraints on all cliques in the graph. The second phase of the algorithm starts from the solution of the relaxation and constructs a feasible solution to the MWIS problem. We show that our algorithm always outputs an optimal solution to the MWIS problem for perfect graphs. Simulation results compare our policies against carrier sense multiple access (CSMA) and other alternatives and show excellent performance.
Keywords :
gradient methods; graph theory; message passing; relaxation theory; set theory; telecommunication scheduling; wireless channels; MWIS problem relaxation; conflict graph; gradient projection method; local information; maximum weighted independent set problem; message-passing; perfect graphs; wireless network scheduling; Bipartite graph; Interference; Polynomials; Scheduling; Throughput; Vectors; Wireless networks; Distributed algorithms; Maximum Weighted Independent Set problem; graph theory; message-passing; scheduling; wireless networks;
Journal_Title :
Networking, IEEE/ACM Transactions on
DOI :
10.1109/TNET.2014.2338277