• DocumentCode
    1609759
  • Title

    Cognitive Radio Testbed: Exploiting Limited Feedback in Tomorrow´s Wireless Communication Networks

  • Author

    Sokolowski, Christian ; Petrova, Marina ; De Baynast, Alexandre ; Mähönen, Petri

  • Author_Institution
    Dept. of Wireless Networks, RWTH Aachen Univ., Aachen
  • fYear
    2008
  • Firstpage
    493
  • Lastpage
    498
  • Abstract
    The next generation of wireless communication devices should support advanced features such as high spectral efficiency, broad bandwidth, diverse quality of service (QoS) requirements, and adaptivity. The cognitive radio (CR) is a new paradigm which has a high potential to become a basis for the future wireless systems. This paper is a first step towards the implementation of such a system. Our CR testbed is based on a GNU Radio platform which enables flexibility and reconfigurability of transmission parameters. As machine learning component, we invoke genetic algorithm (GA) to optimize the transmission parameters such as transmission power, modulation order and frequency channel based on the current spectrum conditions. Unlike other CR implementations, our approach requires very limited feedback information at the transmitter (ap 8 bits/packet duration). No transmission model nor additional network state information (NSI)is needed at the transmitter side. Experimentations show that our CR is capable to find free channels within 4-5 iterations even in a highly occupied spectrum scenario. It also offers the optimal trade-off between throughput, reliability, and power consumption depending on the user´s QoS requirements.
  • Keywords
    genetic algorithms; learning (artificial intelligence); public domain software; quality of service; radiocommunication; GNU Radio platform; QoS requirements; cognitive radio testbed; genetic algorithm; machine learning; network state information; wireless communication devices; wireless communication networks; Bandwidth; Chromium; Cognitive radio; Feedback; Genetic algorithms; Machine learning; Quality of service; Radio transmitters; Testing; Wireless communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications Workshops, 2008. ICC Workshops '08. IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-2052-0
  • Electronic_ISBN
    978-1-4244-2052-0
  • Type

    conf

  • DOI
    10.1109/ICCW.2008.99
  • Filename
    4531947