Title | ||
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A Perturbation Theory On Statistical Quantization Effects In Fixed-Point Dsp With Non-Stationary Inputs |
Abstract | ||
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A quantitative characterization of statistical quantization effects in a discrete-time digital system is derived as a function of fixed-point data types. The analysis is based on a perturbation theory approach which assumes the quantization noise is a small deviation from the ideal characteristics and that the system does not contain decision-error propagation. The theory works for both linear and nonlinear digital systems with either stationary or non-stationary inputs. The approach is applied to an LMS adaptive filter in both the transient and steady state periods. |
Year | DOI | Venue |
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2004 | 10.1109/ISCAS.2004.1328761 | 2004 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 3, PROCEEDINGS |
Keywords | Field | DocType |
adaptive filter,steady state,data type,signal processing,error propagation,adaptive filters,finite impulse response filter,nonlinear systems,quantization noise,digital signal processing,statistical distributions,fixed point,quantization,discrete time,arithmetic,perturbation theory,noise,fixed point arithmetic,least squares approximation | Signal processing,Digital signal processing,Nonlinear system,Fixed-point arithmetic,Perturbation theory,Control theory,Electronic engineering,Probability distribution,Adaptive filter,Quantization (signal processing),Mathematics | Conference |
Citations | PageRank | References |
17 | 1.33 | 3 |
Authors | ||
2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Changchun Shi | 1 | 60 | 4.96 |
Robert W. Brodersen | 2 | 1857 | 401.31 |