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22 October 2004Phase retrieval and phase-space tomography from incomplete data sets
The problem of signal recovery from incomplete data is
investigated in the context of phase-space tomography. Particular
emphasis is given to the case where only a limited number
intensity measurements can be performed, which corresponds to
partial coverage of the ambiguity function of the signal. Based on
numerical simulations the impact of incomplete knowledge of the
ambiguity function on the performance of phase-space tomography is
illustrated. Several schemes to address the limited data problem
are evaluated. This includes the use of prior information about
the phase retrieval problem. In addition, the redundancy of
phase-space representations is investigated as the means to
recover the signal from partial knowledge of phase space. A
generalization of deterministic phase retrieval is introduced
which allows one to obtain a model based phase estimate for
bandlimited functions. This allows one to use prior information
for improving the phase estimate in the presence of noise.
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Markus E. Testorf, Andrey Semichaevsky, "Phase retrieval and phase-space tomography from incomplete data sets," Proc. SPIE 5562, Image Reconstruction from Incomplete Data III, (22 October 2004); https://doi.org/10.1117/12.559588