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Adaptive resources allocation algorithm based on modified PSO for cognitive radio system

  • Yi Yang
  • , Qinyu Zhang*
  • , Ye Wang
  • , Takahiro Emoto
  • , Masatake Akutagawa
  • , Shinsuke Konaka
  • *Corresponding author for this work
  • Harbin Institute of Technology Shenzhen
  • Tokushima University
  • Pengcheng Laboratory

Research output: Contribution to journalArticlepeer-review

Abstract

Radio spectrum has become a rare resource due to the rapid development of wireless communication technique. Cognitive radio is one of important techniques to deal with this radio spectrum problem. But the resource allocation in cognitive radio also has its own issues, such as the flexibility of the allocation algorithm, the performance of resource allocation, and so on. In order to increase the flexibility of the allocation algorithm for cognitive radio, more and more researches are focusing on the evolutionary algorithms, such as genetic algorithm (GA), particle swarm optimization (PSO). Evolutionary algorithm can greatly improve the flexibility of the allocation algorithm for cognitive radio system in different communication scenarios, but the performances are relatively lower than the original mathematical methods. So in this paper, we proposed an adaptive resource allocation algorithm based on modified PSO for cognitive radio system to solve these problems. Modified particle swarm optimization (Modified PSO) has both genetic algorithm (GA) and particle swarm optimization (PSO)'s updating processes which makes this modified PSO overcame PSO's own disadvantages and keep advantages. Simulation results showed our proposed algorithm has enough flexibility to meet cognitive radio systems' requirements, and also has a better performance than original PSO.

Original languageEnglish
Article number8734183
Pages (from-to)83-92
Number of pages10
JournalChina Communications
Volume16
Issue number5
DOIs
StatePublished - May 2019
Externally publishedYes

Keywords

  • cognitive radio
  • flexibility
  • genetic algorithm
  • particle swarm optimization
  • performance analysis

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