Title :
Some results on the information loss in dynamical systems
Author :
Geiger, Bernhard C. ; Kubin, Gernot
Author_Institution :
Signal Process. & Speech Commun. Lab., Graz Univ. of Technol., Graz, Austria
Abstract :
In this work we investigate the information loss in (nonlinear) dynamical input-output systems and provide some general results. In particular, we present an upper bound on the information loss rate, defined as the (non-negative) difference between the entropy rates of the jointly stationary stochastic processes at the input and output of the system. We further introduce a family of systems with vanishing information loss rate. It is shown that not only linear filters belong to that family, but - under certain circumstances - also finite-precision implementations of the latter, which typically consist of nonlinear elements.
Keywords :
entropy; stochastic processes; dynamical input-output systems; entropy rates; finite-precision implementations; information loss rate; jointly stationary stochastic processes; linear filters; upper bound; Entropy; Loss measurement; Maximum likelihood detection; Signal processing; Stochastic processes; Upper bound; Vectors;
Conference_Titel :
Wireless Communication Systems (ISWCS), 2011 8th International Symposium on
Conference_Location :
Aachen
Print_ISBN :
978-1-61284-403-9
Electronic_ISBN :
2154-0217
DOI :
10.1109/ISWCS.2011.6125271