TY - GEN
T1 - Wireless spectrum allocation by simulated annealing
AU - Fleming, Charles
AU - Zhou, Xing
AU - Liang, Haining
PY - 2013
Y1 - 2013
N2 - Dynamic spectrum allocation shows great promise in increasing efficient spectrum usage in the face of growing wireless bandwidth demands, but satisfactory solutions to the practical problem of implementation have not yet been found. High utilization solutions have been proposed utilizing a central authority and hierarchical schemes but with high communications overhead and slow response to changing network demands. Heuristic solutions using only local information have also been proposed, but with much lower performance. This paper introduces a formulation of the problem using an annealed Metropolis Hastings algorithm that uses only local information and provably converges to the global optimum, albeit in exponential time. Despite the exponential time required for complete convergence, we show experimentally that it provides superior performance to the state of the art local heuristic solution in approximately the same number of iterations, with identical communication overhead.
AB - Dynamic spectrum allocation shows great promise in increasing efficient spectrum usage in the face of growing wireless bandwidth demands, but satisfactory solutions to the practical problem of implementation have not yet been found. High utilization solutions have been proposed utilizing a central authority and hierarchical schemes but with high communications overhead and slow response to changing network demands. Heuristic solutions using only local information have also been proposed, but with much lower performance. This paper introduces a formulation of the problem using an annealed Metropolis Hastings algorithm that uses only local information and provably converges to the global optimum, albeit in exponential time. Despite the exponential time required for complete convergence, we show experimentally that it provides superior performance to the state of the art local heuristic solution in approximately the same number of iterations, with identical communication overhead.
UR - http://www.scopus.com/inward/record.url?scp=84891613378&partnerID=8YFLogxK
U2 - 10.1109/ICUFN.2013.6614873
DO - 10.1109/ICUFN.2013.6614873
M3 - Conference Proceeding
AN - SCOPUS:84891613378
SN - 9781467359900
T3 - International Conference on Ubiquitous and Future Networks, ICUFN
SP - 511
EP - 516
BT - ICUFN 2013 - 5th International Conference on Ubiquitous and Future Networks
T2 - 5th International Conference on Ubiquitous and Future Networks, ICUFN 2013
Y2 - 2 July 2013 through 5 July 2013
ER -