Browsing by Author "Richard, Jonathan T"
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Item Open Access Compressive sensing and adaptive sampling applied to millimeter wave inverse synthetic aperture imaging(Optics Express, 2017-02-06) Zhu, Ruoyu; Richard, Jonathan T; Brady, David J; Marks, Daniel L; Everitt, Henry O© 2017 Optical Society of America.In order to improve speed and efficiency over traditional scanning methods, a Bayesian compressive sensing algorithm using adaptive spatial sampling is developed for single detector millimeter wave synthetic aperture imaging. The application of this algorithm is compared to random sampling to demonstrate that the adaptive algorithm converges faster for simple targets and generates more reliable reconstructions for complex targets.Item Open Access Wide bandwidth, millimeter-resolution inverse synthetic aperture radar imaging(Journal of the Optical Society of America A: Optics and Image Science, and Vision, 2017-07-01) Richard, Jonathan T; Heimbeck, Martin S; Blake Autin, L; Everitt, Henry O© 2017 Optical Society of America The combination of wide bandwidth W-band inverse synthetic aperture radar imagery and high-fidelity numerical simulations has been used to identify distinguishing signatures from simple metallic and dielectric targets. Targets are located with millimeter-scale accuracy using super-resolution techniques. Radon transform reconstructions of the returns from rotated targets approached the image quality of the complete data set in a fraction of the time by sampling as few as 10 angles. The limitations of shooting-and-bouncing ray simulations at high frequencies are illustrated through a critical comparison of their predictions with the measured data and the method of moments simulations, indicating the importance of accurately capturing the obfuscating role played by multipath interference in complex targets.