Title :
Development and implementation of a feature-based automatic classification algorithm for communication standards in the 868 MHz band
Author :
Kuba, M. ; Ronge, K. ; Weigel, Robert
Author_Institution :
Networked Syst. & Applic. Dept., Fraunhofer Inst. for Integrated Circuits, Nuremberg, Germany
Abstract :
Wireless communication systems used for home automation applications in Europe suffer from the recurring standardization problem. Devices from different manufacturers often use different and incompatible protocol waveforms for communication. In this paper, we present the development and the implementation of a feature-based automatic classification algorithm for communication standards that are commonly used in the European 868 MHz short range device (SRD) frequency band, that can help to overcome this problem. The received signal is initially preprocessed and then fed to a feature extraction unit that calculates statistical parameters from the signal. Those features are then used by a classifier that is based on a simple binary decision tree. The performance of the algorithm is verified via Monte-Carlo simulation and compared to the bit error rates of the considered communication standards as a function of the signal-to-noise ratio. Finally, the algorithm is implemented in a software defined radio (SDR) platform and the measurement results are compared to the simulation-based success rates.
Keywords :
Monte Carlo methods; error statistics; feature extraction; pattern classification; software radio; statistical analysis; trees (mathematics); European SRD; European short range device; Monte-Carlo simulation; SDR platform; binary decision tree; bit error rates; communication standards; feature extraction unit; feature-based automatic classification algorithm; frequency 868 MHz; home automation applications; incompatible protocol waveforms; signal-to-noise ratio; software defined radio platform; statistical parameters; wireless communication systems;
Conference_Titel :
Global Communications Conference (GLOBECOM), 2012 IEEE
Conference_Location :
Anaheim, CA
Print_ISBN :
978-1-4673-0920-2
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2012.6503591