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Analysis-by-Synthesis-based Quantization of Compressed Sensing Measurements (1404.7651v1)
Published 30 Apr 2014 in cs.IT and math.IT
Abstract: We consider a resource-constrained scenario where a compressed sensing- (CS) based sensor has a low number of measurements which are quantized at a low rate followed by transmission or storage. Applying this scenario, we develop a new quantizer design which aims to attain a high-quality reconstruction performance of a sparse source signal based on analysis-by-synthesis framework. Through simulations, we compare the performance of the proposed quantization algorithm vis-a-vis existing quantization methods.