A PMOGA-Based Approach for Efficient Spectrum Utilization in Cognitive Radio

  • Subhashree MishraEmail author
  • Sudhanshu Sekhar Singh
  • Bhabani Shankar Prasad Mishra
  • Manoj Kumar Mishra
Part of the Studies in Fuzziness and Soft Computing book series (STUDFUZZ, volume 374)


In this paper, we discuss a parallel multi-objective genetic algorithm (PMOGA)-based approach for efficient spectrum utilization in cognitive radio (CR). It addresses multiple objective issues in spectrum utilization like minimization of bit error rate and interference with maximization of throughput by considering the constraints like maximum value of interference level on primary user and maximum value of BER of the secondary user. The rest of the paper is organized as follows: Sect. 5.2 presents application of multi-objective genetic algorithm (MOGA) in spectrum utilization. PMOGA-based spectrum utilization technique is proposed and discussed in Sect. 5.3. Experimental analysis and summary are given in Sects. 5.4 and 5.5, respectively.


  1. 1.
    AlQuerm, I., Shihada, B.: Adaptive multi-objective optimization scheme for cognitive resource management. In: 2014 IEEE Global Communication Conference, pp. 857–863. Austin, TX, (2014)Google Scholar
  2. 2.
    Chen, S., Newman, T.R., Evans, J.B., Wyglinski, A.M.: Genetic algorithm-based optimization for cognitive radio network. In: 2010 IEEE Sarnoff Symposium, pp. 1–6. Princeton, NJ (2010)Google Scholar
  3. 3.
    Deb, K., Pratap, A., Agrawal, S., Meyarivan, T.: A fast and elitist multi-objective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 182–197 (2002)CrossRefGoogle Scholar
  4. 4.
    Mishra, S., Singh, S.S., Mishra, B.S.P., Panigrahi, P.K.: Research on soft computing techniques for cognitive radio. Int. J. Mob. Comput. Multimed. Commun. (IJMCMC) 7(2), 53–73 (2016)CrossRefGoogle Scholar
  5. 5.
    Mishra, B.S.P., Mishra, S., Singh, S.S.: Parallel multi criterion genetic algorithm: a comprehensive study. Int. J. Appl. Evol. Comput. 7(1), 50–61 (2016)CrossRefGoogle Scholar
  6. 6.
    Mishra, S., Sinha, P., Singh, S.S., Mishra, B.S.P.: A PMOGA based approach for efficient spectrum utilization in cognitive radio. Int. J. Control Theory Appl. 10(18), 125–131 (2017)Google Scholar

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© Springer Nature Switzerland AG 2019

Authors and Affiliations

  • Subhashree Mishra
    • 1
    Email author
  • Sudhanshu Sekhar Singh
    • 1
  • Bhabani Shankar Prasad Mishra
    • 2
  • Manoj Kumar Mishra
    • 2
  1. 1.School of Electronics EngineeringKalinga Institute of Industrial Technology Deemed to be UniversityBhubaneswarIndia
  2. 2.School of Computer EngineeringKalinga Institute of Industrial Technology Deemed to be UniversityBhubaneswarIndia

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