Title :
On the evaluation of estimated impulse responses
Author :
Morgan, Dennis R. ; Benesty, Jacob ; Sondhi, M. Mohan
Author_Institution :
Lucent Labs., AT&T Bell Labs., Murray Hill, NJ, USA
fDate :
7/1/1998 12:00:00 AM
Abstract :
We discuss the philosophy of evaluating estimated impulse responses for applications in which the overall scaling or gain is irrelevant, as, for example, in blind channel identification. We argue that no matter how the estimate is obtained, the performance should be independently evaluated using an error measure that is appropriate for a problem of this class. Of several possible error measures, the normalized projection error, which is obtained by minimizing the l/sub 2/ norm over all possible gain values, seems to be the most natural and consistent. An example demonstrates that using an inappropriate error measure can produce misleading results.
Keywords :
correlation methods; equalisers; error analysis; parameter estimation; telecommunication channels; transient response; blind channel identification; blind equalisation; cross correlation; error measure; estimated impulse responses; gain values; l/sub 2/ norm; normalized projection error; Area measurement; Error analysis; Gain measurement; Jacobian matrices; Loss measurement; Signal processing; State estimation;
Journal_Title :
Signal Processing Letters, IEEE