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Universal bounds for imaging in scattering media
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Byrnes_2020_New_J._Phys._22_083023.pdf | Published version | 1.9 MB | Adobe PDF | View/Open |
Title: | Universal bounds for imaging in scattering media |
Authors: | Foreman, M Byrnes, N |
Item Type: | Journal Article |
Abstract: | In this work we establish universal ensemble independent bounds on the mean and variance of the mutual information and channel capacity for imaging through a complex medium. Both upper and lower bounds are derived and are solely dependent on the mean transmittance of the medium and the number of degrees of freedom N. In the asymptotic limit of large N, upper bounds on the channel capacity are shown to be well approximated by that of a bimodal channel with independent identically Bernoulli distributed transmission eigenvalues. Reflection based imaging modalities are also considered and permitted regions in the transmission-reflection information plane defined. Numerical examples drawn from the circular and DMPK random matrix ensembles are used to illustrate the validity of the derived bounds. Finally, although the mutual information and channel capacity are shown to be non-linear statistics of the transmission eigenvalues, the existence of central limit theorems is demonstrated and discussed. |
Issue Date: | 10-Aug-2020 |
Date of Acceptance: | 26-Jun-2020 |
URI: | http://hdl.handle.net/10044/1/81169 |
DOI: | 10.1088/1367-2630/aba063 |
ISSN: | 1367-2630 |
Publisher: | Institute of Physics (IoP) and Deutsche Physikalische Gesellschaft |
Start Page: | 1 |
End Page: | 15 |
Journal / Book Title: | New Journal of Physics |
Volume: | 22 |
Copyright Statement: | © 2020 The Author(s). Published by IOP Publishing Ltd on behalf of the Institute of Physics and Deutsche Physikalische Gesellschaft. Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. |
Sponsor/Funder: | The Royal Society Royal Society The Royal Society |
Funder's Grant Number: | UF150335 University Research Fellowship RGF/R1/188052 |
Keywords: | physics.optics physics.optics eess.IV Fluids & Plasmas 02 Physical Sciences |
Publication Status: | Published |
Online Publication Date: | 2020-06-26 |
Appears in Collections: | Physics Photonics Faculty of Natural Sciences |
This item is licensed under a Creative Commons License