Phase retrieval problem for laser profile

In summary: But I am not sure if I am doing it right. I tried some codes and they are giving me some weird outputs.If you have any other idea how to try to tackle this, I am all ears.
  • #1
dziech
11
1
Good morning,
Before all, I also posted a question to maths forum, but I am convienced that this is the forum I was more like looking for.

Firstly, hello to this forum, secondly I want to apologize if this is not a place I would like to post a question like that, maybe in another thread ?; ) Anyways, I am a student and I am having problems with phase retrieval. I want to get a phase profile from a single measurement of a laser beam profile. I measured the intensity and I would like to extract a phase. The intensity is a 124x124 pixel grid from a sensor.

To do that I implemented a Gerchberg-Saxton algorithm which is an error reduction algorithm (I find it best to look at the paper from J.R. Fineup: Phase retrieval algorithms: a comparison) and well it gives me some results but the algorithm says that after some steps I should satisfy function's and fourier's constraints but I have no idea what that means. From the text I can't make a clear answer for that question so maybe anybody knows here ? It says that the values must be non-negative, but the values of modulus, imaginary part of the estimate of the phase ? I have no idea.

Maybe you have another ideas how to tackle problem of the phase retrieval?

Thank you very much : ) If something is not clear, ask and I will try to make my question clearer.
 
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  • #2
dziech said:
Good morning,
Anyways, I am a student and I am having problems with phase retrieval. I want to get a phase profile from a single measurement of a laser beam profile. I measured the intensity and I would like to extract a phase. The intensity is a 124x124 pixel grid from a sensor.

To do that I implemented a Gerchberg-Saxton algorithm which is an error reduction algorithm (I find it best to look at the paper from J.R. Fineup: Phase retrieval algorithms: a comparison) and well it gives me some results but the algorithm says that after some steps I should satisfy function's and fourier's constraints but I have no idea what that means. From the text I can't make a clear answer for that question so maybe anybody knows here ? It says that the values must be non-negative, but the values of modulus, imaginary part of the estimate of the phase ? I have no idea.

Maybe you have another ideas how to tackle problem of the phase retrieval?

Thank you very much : ) If something is not clear, ask and I will try to make my question clearer.


this question would be better on either the math section or better yet the engineering section. Who specialize in Fourier transforms. hopefully a MOD will move this thread there.

Its been too long since I learned Fourier analysis or laptase transforms for that matter but this may help

http://www.iro.umontreal.ca/~pift6080/H09/documents/eck_fft.pdf
 
  • #3
The non-negativity constraint applies to the intensity values in the detector plane.

You should also check out this reference, it may serve as a better introduction to phase retrieval for a beginner:
http://www.optics.rochester.edu/workgroups/fienup/PUBLICATIONS/AO93_PRComplicated.pdf

I'm a bit worried that Gerchberg-Saxton may not be applicable to your current experimental setup. The algorithm assumes that you're estimating the electric field in the pupil plane of an optical system with a known aperture and a measured point-spread-function in the image plane. The pupil plane field and the image plane field are related by a Fraunhofer diffraction integral, which is computed with a Fourier transform - hence the FFT's. From your description of the problem, it's not clear which plane you're trying to estimate the phase in, or that there is a Fourier transform relation between that plane and the plane where you have measured intensity.
 
  • #4
I can't edit my previous post, but after thinking about it some more I realized that the non-negativity constraint isn't actually related to the measured intensity in the detector plane. Instead it's a constraint that in some cases can be applied to the plane where you don't have measured intensity, but do know that the phase should be constant across the surface of the object you're estimating. This happens in x-ray crystallography and some other applications, but I don't think it applies to your problem. Sorry for the error.
 
  • #5
Thank you all for replies. I've been traveling a bit, so sorry for a long delay.

Anyway, I am now getting through that thick paper you suggested... really hard stuff in there for me. But I am trying :)

Also, if I understand correctly, Gerchberg Saxton should work if I also involve some information about propagation of my beam ?

The set up is roughly like this : there is laser's aperture, then bunch of optics among which is the place I want to get the information about the phase. After this bunch of optics there is a lens that gives me the image of the profile I want the phase from. Then I want to extract the information about another place in the system and compare the changes in the phase to get the information about what kind of processes happen with the phase through some distance (actually the beam goes through a crystal and I want to know what is going on inside).

I also looked at the wave propagation spectrum and eh, I can't get a grasp of it. If you have any helpful links, I'll be grateful. I'm tired of papers that are packed with tons of equations and no real practical explanations in : )
 

1. What is the phase retrieval problem for laser profile?

The phase retrieval problem for laser profile is a mathematical and computational challenge that arises in the field of optics. It refers to the process of recovering the phase information of a laser beam from its intensity distribution, which is typically measured using a camera or other detector.

2. Why is the phase retrieval problem important for laser technology?

The accurate determination of the phase of a laser beam is crucial for various applications in laser technology, such as beam shaping, wavefront correction, and optical imaging. It allows for precise control and manipulation of the laser beam, which is essential for achieving optimal performance in these applications.

3. What are some methods used to solve the phase retrieval problem for laser profile?

There are several approaches to solving the phase retrieval problem, including iterative algorithms, linear algebra methods, and machine learning techniques. These methods use different strategies to reconstruct the phase information from the measured intensity data and have varying levels of accuracy and efficiency.

4. What are the main challenges in solving the phase retrieval problem for laser profile?

The phase retrieval problem is a highly ill-posed and nonlinear inverse problem, which means that it has multiple possible solutions and requires complex calculations. Additionally, the presence of noise and other sources of error in the intensity measurements can make it challenging to accurately recover the phase information.

5. How is the phase retrieval problem for laser profile related to other problems in optics?

The phase retrieval problem is closely related to other problems in optics, such as image reconstruction and wavefront sensing. It also has applications in fields outside of optics, such as X-ray crystallography and electron microscopy, where the phase retrieval problem is used to reconstruct the structure of materials from diffraction patterns.

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