Title :
Extending Kohonen´s self-organizing mapping for adaptive resource management in cellular radio networks
Author :
Duque-Antón, Manuel ; Rüber, Bernhard ; Killat, Ullrich
Author_Institution :
Philips Res. Lab., Aachen, Germany
fDate :
8/1/1997 12:00:00 AM
Abstract :
To satisfy the growing demand for mobile communication, microcellular systems are expected to be introduced in the near future. For these, the development of fast, reliable, and spectrum-efficient radio-resource management procedures is mandatory. Topology-conserving mappings play an important part in the biological processing of sensory input. We suggest that principles found capable of establishing such maps could also be applied to organize the learning of radio-resource assignments
Keywords :
adaptive systems; cellular radio; learning (artificial intelligence); radio networks; self-organising feature maps; telecommunication computing; telecommunication network management; Kohonen´s self-organizing mapping; adaptive resource management; biological processing; cellular radio networks; learning; microcellular systems; mobile communication; radio resource assignments; sensory input; spectrum efficient radio resource management; topology conserving mapping; Adaptive systems; GSM; Intelligent networks; Interference; Land mobile radio cellular systems; Macrocell networks; Mobile communication; Radio spectrum management; Resource management; Telecommunication network reliability;
Journal_Title :
Vehicular Technology, IEEE Transactions on