DocumentCode
3012220
Title
Analytical rate versus distortion characteristics for LMS adaptive source coding
Author
Alexander, S.T. ; Kim, D.H.
Author_Institution
North Carolina State University, Raleigh, NC
Volume
12
fYear
1987
fDate
31868
Firstpage
2145
Lastpage
2148
Abstract
This paper investigates analytically and experimentally the rate (transmitted bandwidth) versus signal distortion introduced by transmitting and reconstructing the signal from the quantized LMS prediction residual. The contribution of this paper is the analytical determination of the received signal distortion as a function of quantizer wordlength (which determines the transmitted bit rate), LMS filter parameters and input signal correlation properties. This distortion is computable for both the transient adaptation stage and in the steady state converged stage.
Keywords
Adaptive algorithm; Arithmetic; Bandwidth; Image reconstruction; Least squares approximation; Pulse modulation; Rate distortion theory; Signal analysis; Source coding; Steady-state;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '87.
Type
conf
DOI
10.1109/ICASSP.1987.1169407
Filename
1169407
Link To Document