Title :
A hybrid Hopfield network-simulated annealing approach for frequency assignment in satellite communications systems
Author :
Salcedo-Sanz, Sancho ; Santiago-Mozos, Ricardo ; Bousono-Calzon, C.
Author_Institution :
Dept. of Signal Theor. & Commun., Univ. Carlos de Madrid, Leganes-Madrid, Spain
fDate :
4/1/2004 12:00:00 AM
Abstract :
A hybrid Hopfield network-simulated annealing algorithm (HopSA) is presented for the frequency assignment problem (FAP) in satellite communications. The goal of this NP-complete problem is minimizing the cochannel interference between satellite communication systems by rearranging the frequency assignment, for the systems can accommodate the increasing demands. The HopSA algorithm consists of a fast digital Hopfield neural network which manages the problem constraints hybridized with a simulated annealing which improves the quality of the solutions obtained. We analyze the problem and its formulation, describing and discussing the HopSA algorithm and solving a set of benchmark problems. The results obtained are compared with other existing approaches in order to show the performance of the HopSA approach.
Keywords :
Hopfield neural nets; cochannel interference; frequency allocation; satellite communication; simulated annealing; NP-complete problem; cochannel interference; combinatorial optimization; frequency assignment; hybrid Hopfield network-simulated annealing approach; satellite communications systems; Algorithm design and analysis; Financial advantage program; Frequency; Hopfield neural networks; Interchannel interference; Interference constraints; NP-complete problem; Quality management; Satellite communication; Simulated annealing;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2003.821458