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Bi-Lipschitz Mapping on a Space of Orbits

Kathleen Fleming and Sankalp Yadav

Department of Arts and Sciences, University of North Carolina at Wilmington

Introduction

Phase retrieval is the idea of understanding the nature of an input based on the properties of the output. So, for instance, when we think of x-ray imaging or astronomical photo rendering, we observe two dimensional projections of three-dimensional entities.

Therefore, we must first produce results for a base case and then expand it into a general form to observe ubiquitously true results. In order to accomplish this task of retrieval, we start off by using the idea of bi-Lipschitz bounds.

A bi-Lipschitz bound bounds a functions’ outputs, or intensity measurements, by the distance between the original inputs scaled by a constant lower and upper bound.

With this knowledge, we can now list some objectives to explore within the mapping:

    • Create a stable algorithm that produces input and output dimensions
    • Assess an optimal number of samples in order to account for complexity of increasing dimensions
    • Retrieve properties regarding the input through phase retrieval from the output dimension
    • Produce and analyze graphs that express properties for a varying range of internal variables

 

Results

Conclusions

 

Future Work

 

 

Abstract

 

Acknowledgements

MAT 495 Seminar in Mathematics, Dr. Jameson Cahill, Dr. Daniel Guo

 

 

Steps

References Cited

Radu Balan, Pete Casazza, and Dan Edidin. “On signal reconstruction without phase”. In: Applied and Computational Harmonic Analysis 20.3 (2006), pp. 345–356.

Afonso S. Bandeira et al. “Saving phase: Injectivity and stability for phase retrieval”. In: Applied and Computational Harmonic Analysis 37.1 (2014), pp. 106-125

Simon Maretzke and Thorsten Hohage. “Stability Estimates for Linearized Near-Field Phase Retrieval in X-ray Phase Contrast Imaging”. In: SIAM Journal on Applied Mathematics 77.2 (2017), pp. 384–408

 

 

 

Figure 3. Simplistic example of a case of image-based phase retrieval for two inputs plotted onto the same dimensional output