• DocumentCode
    3535420
  • Title

    Sparsity Aware Multiuser detection for Machine to Machine communication

  • Author

    Monsees, F. ; Bockelmann, C. ; Wubben, Dirk ; Dekorsy, Armin

  • Author_Institution
    Dept. of Commun. Eng., Univ. of Bremen, Bremen, Germany
  • fYear
    2012
  • fDate
    3-7 Dec. 2012
  • Firstpage
    1706
  • Lastpage
    1711
  • Abstract
    With the expected growth of Machine-to-Machine (M2M) communication, new requirements for future communication systems have to be considered. Traffic patterns in M2M communication fundamentally differ from human based communication. Especially packets in M2M are rather small and transmitted sporadically only. Moreover, nodes for M2M communication are often of reduced functionality which makes complex control overhead or resource management infeasible for such devices. Assuming a star-topology with a central aggregation node that processes all node information one possibility to reduce control signaling is to shift the activity detection fully to the central aggregation node. The methodology of a joint activity and data detection differs strongly from common communication scenarios since errors during the activity detection are fundamentally different from errors made at data detection. In this paper we introduce a non-linear joint activity and data detector for M2M communication. The performance regarding data and activity errors is assessed and compared to a scenario where node activity is known by the aggregation node.
  • Keywords
    multiuser detection; telecommunication network management; telecommunication network topology; M2M communication; activity detection; central aggregation node; complex control overhead; control signaling; data detection; human based communication; machine to machine communication; node activity; nonlinear joint activity; resource management; sparsity aware multiuser detection; star topology; Covariance matrix; Detectors; Joints; Multiaccess communication; Signal to noise ratio; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Globecom Workshops (GC Wkshps), 2012 IEEE
  • Conference_Location
    Anaheim, CA
  • Print_ISBN
    978-1-4673-4942-0
  • Electronic_ISBN
    978-1-4673-4940-6
  • Type

    conf

  • DOI
    10.1109/GLOCOMW.2012.6477842
  • Filename
    6477842