Title :
Signal recovery in time-interleaved analog-to-digital converters
Author :
Divi, Vijay ; Wornell, Gregory
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., MIT, Cambridge, MA, USA
Abstract :
Calibration is a serious challenge in the design of high-speed time-interleaved analog-to-digital converters (ADC). We develop an iterative blind calibration technique for such converters. In particular, an expectation-maximize (EM) algorithm is used to estimate the associated unknown gains and time-offsets, from which the calibrated signal is reconstructed. Tradeoffs between the calibration time, reconstruction quality, and the oversampling factor are developed. The proposed algorithm can also be used in a variety of other applications, including problems of distributed sampling in sensor networks.
Keywords :
analogue-digital conversion; calibration; circuit optimisation; iterative methods; signal reconstruction; signal sampling; EM algorithm; analog-to-digital converters; calibration time; distributed sampling; expectation-maximization algorithm; high-speed ADC; iterative blind calibration technique; oversampling factor; reconstruction quality; sensor networks; signal reconstruction; signal recovery; time-interleaved ADC; time-offset estimation; unknown gain estimation; Analog-digital conversion; Bandwidth; Calibration; Digital systems; Iterative algorithms; Parameter estimation; Sampling methods; Signal design; Signal reconstruction; Timing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326327