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Electrical and Computer Engineering

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2017

Bayesian Compressive Sensing

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Calibration Models And System Development For Compressive Sensing With Micromirror Arrays, Rebecca L. Profeta Jan 2017

Calibration Models And System Development For Compressive Sensing With Micromirror Arrays, Rebecca L. Profeta

Browse all Theses and Dissertations

Compressive sensing (CS) is an active research field focused on finding solutions to sparse linear inverse problems, i.e. estimating a signal using fewer linear measurements than there are unknowns. The assumption of signal sparsity makes solutions to this otherwise ill-posed problem possible and has lead to a number of technological innovations such as smaller and less expensive cameras that capture high resolution imagery, low-power radar systems, and accelerated MRI scanners. In this thesis, we present the development of a hardware CS imaging system using a Digital Micromirror Device (DMD) providing spatial light modulation via an array of micromirrors that can …