Title :
An ARMA-Model-Based NTF Estimation on Continuous-Time
Modulators
Author :
Chixiao Chen ; Zemin Feng ; Jun Xu ; Fan Ye ; Junyan Ren
Author_Institution :
State Key Lab. of ASIC & Syst., Fudan Univ., Shanghai, China
Abstract :
In this brief, a noise transfer function (NTF) estimation algorithm is developed for continuous-time delta-sigma modulators. Different from previous methods, the proposed estimation method features an autoregressive-and-moving-average-model-based NTF approximation and low-cost computational resource. The NTF´s zeros are derived by a spectral estimation on the quantization noise under the special situation, whereas the poles are obtained by a Feintuch-LMS adaptive filter with out-of-band tone injection. The proposed method could also track imprecise compensation effects on excess loop delay and finite gain and bandwidth. The parameter number of the method is only 2N+1 for an Nth-order modulator. The simulation result shows that the proposed estimation method fits the modulator after compensation with less than 1.7 × 10-6 V2 mean square error with ±0.6-Vpp swing in a third-order modulator.
Keywords :
adaptive filters; autoregressive moving average processes; continuous time systems; delta-sigma modulation; least mean squares methods; transfer functions; ARMA-model; Feintuch-LMS adaptive filter; NTF estimation algorithm; Nth-order modulator; autoregressive-and-moving-average-model; continuous-time ΔΣ modulators; delta-sigma modulators; mean square error method; noise transfer function; out-of-band tone injection; quantization noise; spectral estimation; third-order modulator; Delays; Estimation; Mean square error methods; Modulation; Noise; Poles and zeros; Quantization (signal); Continuous time; LMS adaptive filter; Modulator; Yule-Walker equation; Yule???Walker equation; delta???sigma $(DeltaSigma)$ modulator; least mean squares (LMS) adaptive filter; noise transfer function; noise transfer function (NTF);
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2015.2415272