Title :
A Novel Automatic Cluster Tracking Algorithm
Author :
Czink, Nicolai ; Mecklenbräuker, Christoph ; Del Galdo, Giovanni
Author_Institution :
Forschungszentrum Telekommunikation Wien, Vienna
Abstract :
On the way to answer the controversial question "What is a cluster?", we introduce a novel cluster tracking mechanism which is based on the multi-path component distance (MCD). We perform a temporal tracking of cluster centroids in the multidimensional parameter domain, starting from cluster estimates obtained by a recently introduced framework which automatically clusters parametric MIMO channel data. To validate our algorithm, we use both synthetic and measured MIMO channels. We generate the synthetic channel using the IlmProp simulation tool. For the real-world channels we use data from an outdoor measurement campaign in a rural area. Simulation results with synthetic channels validate the tracking algorithm, while its application on measurement data shows the occurrence of several clusters with different lifetimes
Keywords :
MIMO communication; tracking; wireless channels; IlmProp simulation tool; automatic cluster tracking algorithm; cluster centroids; multi-path component distance; multidimensional parameter domain; multiple input multiple output channel; parametric MIMO channel data; real-world channels; synthetic channel; temporal tracking; Area measurement; Azimuth; Clustering algorithms; Delay; Inspection; Land mobile radio; MIMO; Mobile communication; Multidimensional systems; Tracking;
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2006 IEEE 17th International Symposium on
Conference_Location :
Helsinki
Print_ISBN :
1-4244-0329-4
Electronic_ISBN :
1-4244-0330-8
DOI :
10.1109/PIMRC.2006.254347