• DocumentCode
    931397
  • 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
  • Volume
    34
  • Issue
    2
  • fYear
    2004
  • fDate
    4/1/2004 12:00:00 AM
  • Firstpage
    1108
  • Lastpage
    1116
  • 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;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2003.821458
  • Filename
    1275542