Gerchberg–Saxton algorithm: Difference between revisions

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{{Short description|Algorithm for phase retrieval}}

'''Gerchberg Saxton Algorithm'''

[[File:Gerchberg-Saxton algorithm.jpg|thumb|400px|The Gerchberg-Saxton algorithm. FT is Fourier transform.]]

The '''Gerchberg–Saxton (GS) algorithm''' is an iterative [[phase retrieval]] [[algorithm]] for retrieving the phase of a complex-valued wavefront from two intensity measurements acquired in two different planes.<ref>{{Cite journal|last=Gerchberg|first=R. W.|last2=Saxton|first2=W. O.|date=1972|title=A practical algorithm for the determination of the phase from image and diffraction plane pictures|url=http://www.u.arizona.edu/~ppoon/GerchbergandSaxton1972.pdf|archive-url=https://web.archive.org/web/20160328053000/http://www.u.arizona.edu/~ppoon/GerchbergandSaxton1972.pdf|url-status=dead|archive-date=March 28, 2016|journal=Optik|language=EN|volume=35|pages=237–246}}</ref> Typically, the two planes are the image plane and the far field (diffraction) plane, and the wavefront propagation between these two planes is given by the [[Fourier transform]]. The original paper by Gerchberg and Saxton considered image and diffraction pattern of a sample acquired in an electron microscope.

It is often necessary to know only the phase distribution from one of the planes, since the phase distribution on the other plane can be obtained by performing a Fourier transform on the plane whose phase is known. Although often used for two-dimensional signals, the GS algorithm is also valid for one-dimensional signals.

The Gerchberg Saxton (GS) algorithm is an algorithm used for retrieving the phase of a pair of light distributions (or any other mathematically valid distribution) related via [[Fourier transform]] if their intensities at their respective optical planes are known.

ItThe is[[pseudocode]] oftenbelow necessary to know onlyperforms the phaseGS distributionalgorithm fromto oneobtain of the planes, since thea phase distribution onfor the other plane can"Source", besuch obtainedthat by performing aits Fourier transform onwould have the planeamplitude whosedistribution phase is known. Although often used for two dimensional signalsof the GS algorithm is also valid for 1-dplane signals"Target".

The Gerchberg-Saxton algorithm is one of the most prevalent methods used to create [[computer-generated hologram]]s.<ref>{{Cite journal |last=Memmolo |first=Pasquale |last2=Miccio |first2=Lisa |last3=Merola |first3=Francesco |last4=Paciello |first4=Antonio |last5=Embrione |first5=Valerio |last6=Fusco |first6=Sabato |last7=Ferraro |first7=Pietro |last8=Antonio Netti |first8=Paolo |date=2014-01-01 |title=Investigation on specific solutions of Gerchberg–Saxton algorithm |url=https://www.sciencedirect.com/science/article/pii/S0143816613001942 |journal=Optics and Lasers in Engineering |volume=52 |pages=206–211 |doi=10.1016/j.optlaseng.2013.06.008 |issn=0143-8166|url-access=subscription }}</ref>

The Pseudo-code below performs the GS algorithm to obtain a phase distribution for the plane, Source, such that its Fourier transform would have the amplitude distrribution of the plane, Target.

===Pseudo-codePseudocode algorithm===

'''Let:'''

FT -– Forwardforward Fourier Transformtransform

IFT -– Inverseinverse Fourier Transformtransform

''i'' -– the imaginary numberunit, sqrt(-√&minus;1) (square root of -&minus;1)

exp -– exponential function (exp(x) = ''e^''^''x'')

Target and Source be the Target and Source Amplitude planes respectively

A, B, C & D be complex planes with the same dimension as Target and Source

Amplitude – Amplitude- Amplitde extracting function:

ege.g. for complex ''z'' = ''x'' + ''iy'', Amplitudeamplitude(''z'') = sqrt(''x*''·''x'' + ''y*''·''y'')

for real ''x'', Amplitudeamplitude(''x'') = |''x''|

Phase -– Phase extracting function:

ege.g. Phase(z) = arctan(y / x)

'''end Let:'''

'''algorithm''' Gerchberg–Saxton(Source, Target, Retrieved_Phase) '''is'''

A := IFT(Target)

'''while''' error criterion is not satifiedsatisfied

B := Amplitude(Source) *× exp(i* × Phase(A))

C := FT(B)

D := Amplitude(Target) *× exp(i* × Phase(C))

A := IFT(D)

'''end while'''

Retrieved_Phase = Phase(A)

This is just one of the many ways to implement the GS algorithm. Aside from optimizations, others may start by performing a forward Fourier Transformtransform to the source distribution.

'''Gercberg Saxton Algorithm'''(Source, Tareget, Retrieved_Phase)

A = IFT(Target)

'''while''' error criterion is not satified

B = Amplitude(Source) * exp(i*Phase(A))

C = FT(B)

D = Amplitude(Target) * exp(i*Phase(C))

A = IFT(D)

'''end while'''

Retrieved_Phase = Phase(A)

'''end Gerchberg Saxton Algorithm'''

==See also==

This is just one of the many ways to implement the GS algorithm. Aside from optimizations, others may start by performing a forward Fourier Transform to the

* [[Phase retrieval]]

source distribution.

* [[Fourier optics]]

* [[Holography]]

* [[Adaptive-additive algorithm]]

==References==

==Related Articles==

{{reflist}}

[[Fourier optics]]

[[Holography]]

==External Linkslinks==

* Dr W. Owen Saxton's pages [http://www-hrem.msm.cam.ac.uk/people/saxton/] {{Webarchive|url=https://web.archive.org/web/20080613024950/http://www-hrem.msm.cam.ac.uk/people/saxton/ |date=2008-06-13 }}, [https://www.murrayedwards.cam.ac.uk/fellows/dr-w-owen-saxton]

* [http://www.ysbl.york.ac.uk/~cowtan/fourier/coeff.html Graphical explanatory material by Kevin Cowtan]

* [http://www.optics.rochester.edu/workgroups/fienup/index.html Applications and publications on phase retrieval from the University of Rochester, Institute of Optics]

* [https://www.creatgraphy.com/05/2020/allgemein/lightmodulation-gerchberg-saxton-algorithmus-gsa-660/ A Python-Script of the GS by Dominik Doellerer]

* MATLAB GS algorithms [https://ch.mathworks.com/matlabcentral/fileexchange/68647-gerchberg-saxton-phase-retrieval-algorithm/], [https://ch.mathworks.com/matlabcentral/fileexchange/65979-gerchberg-saxton-algorithm]

[[Category:Algorithms]]

{{DEFAULTSORT:Gerchberg-Saxton algorithm}}

[[Category:Physics]]

[[Category:OpticsDigital signal processing]]

[[Category:AlgorithmsPhysical optics]]

[[Category:Articles with example pseudocode]]