2004 · 26 citations · 7 references
EngineeringElectrical EngineeringAnalog ElectronicsCircuit TheorySensorsAnalog InstrumentationAnalog Integrated CircuitsDigital InstrumentationDigital Signal ProcessingSensor CalibrationState EstimationAnalog-digital ConversionAnalog-to-digital ConversionAnalog-to-digital Converter DesignAnalog-to-digital ConvertersConvertersDigital Signal ReconstructionSamplingSignal Reconstruction
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.
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