Title :
Digital calibration of delta sigma modulator using variable step size LMS based adaptive line enhancer
Author :
Tayyab, Muhammad ; Kamboh, Awais Mehmood ; Gohar, Nasirud Din
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci. (SEECS), Nat. Univ. of Sci. & Technol. (NUST), Islamabad, Pakistan
Abstract :
Delta Sigma Analog to Digital Converters (ADCs) are superior to their counterparts in achieving high resolution for low to medium bandwidth applications. This paper discusses an improved digital calibration technique for enhancing Signal to Noise ratio (SNR) of Delta Sigma ADC which is directly related to Effective Number of Bits (ENOB). The proposed method uses the Adaptive Line Enhancer (ALE) for improving the SNR of the modulator. Adaptive Line Enhancer filters out the estimate of signal of interest from noisy input signal by updating filter coefficients using Least Mean Square (LMS) Algorithm. Variable step size (VSS) LMS is used for updating filter coefficients in Adaptive Line Enhancer instead of Fixed step size (FSS) LMS to reduce the required number of iterations. The simulation results for second order single loop Delta Sigma modulator show approximately 20dB improvement in SNR after calibration and substitution of VSS LMS with FSS LMS has reduced approximately 4000 iterations.
Keywords :
adaptive filters; calibration; delta-sigma modulation; least mean squares methods; ALE filters; ENOB; FSS LMS algorithm; SNR; VSS LMS algorithm; adaptive line enhancer filters; delta sigma ADC; delta sigma analog to digital converters; delta sigma modulator; effective number of bits; filter coefficients; fixed step size LMS algorithm; improved digital calibration technique; second order single loop delta sigma modulator; signal to noise ratio; variable step size LMS based adaptive line enhancer; variable step size least mean square algorithm; Calibration; Least squares approximations; Line enhancers; Modulation; Sigma-delta modulation; Signal to noise ratio; Adaptive Line Enhancer; Delta Sigma ADC; Least Mean Square; Signal to Noise Ratio; Variable Step Size LMS;
Conference_Titel :
Computer,Control & Communication (IC4), 2013 3rd International Conference on
Conference_Location :
Karachi
Print_ISBN :
978-1-4673-6011-1
DOI :
10.1109/IC4.2013.6653758