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Lab Report 2: Speckle
Submitted by: Group G2 - Joveria Baig and Pei-Ying Lin
Introduction:
Speckle is a random noise pattern, which generated by spatial interference of coherent light. That is,
when a coherent wave illuminates a scattering surface, we can obtain the speckle pattern. It appears in
the form of a randomly arranged set of grains on a dark background. Grains in a speckle pattern are not
faithful images of grains that may exist in the random medium. Speckle arises when imaging grains that
are not resolved by the imaging instrument, or when light is observed in an arbitrary plane that is not
conjugated to the grainy object. In addition, speckle may be observed in the image of a inhomogeneous
medium, when the grains of the medium are not resolved, or in a diffraction figure. The inhomogeneous
medium is often called diffuser. These two kinds of speckle have quite different properties. Coherence
also has a major impact on the phenomenon. In this laboratory work, we will define the difference of
strong and weak diffusers and investigate its properties related to statistical optics.
Theoretical Background:
The statistical properties of the scattering object have an influence in the illuminated area where the
speckle pattern is observable.
1. Roughness amplitude: a strong diffuser with mean value, gives a fully formed speckle. This
is because the pupil can be given by
Here, is physical pupil and is diffuser
Hence, for , it is strong diffuser, and also can be regarded as fully formed speckle. This means
there is no bright peak at the center of the observation plate.
2. Roughness autocorrelation width: with our definition of the roughness autocorrelation
for a circular object of scatter, the autocorrelation would be
with the width equal to
Hence, the larger the angle , the smaller will be the illumination width on the screen and vice versa.
Also, the shape of the aperture stop has an influence on the size of the speckle grains. That is, the
smaller the numerical aperture, the larger the speckle grains.
3. Roughness autocorrelation width of a scattering object: we assume a very simple model (rectangular
function) for the autocorrelation function of the scattering object.
Autocorrelation function gives the characteristic size of the grain of speckle. The explanation is the grain
size is based on the spatial autocorrelation in an image varies with grain size. We can imagine that, the
autocorrelation can be regarded as the correlation between two rectangular regions in an image,
measured by calculating the correlation between intensity of each pixel in one rectangular region with
the pixel in the corresponding location in the second rectangular region. And the spatial autocorrelation
is the correlation between these two sets of values. The value of the correlation approaches uniform
where the offset between the rectangular regions is small relative to grain size and approaches zero
where the offset approaches the size of the largest grains. By calculating the spatial correlation at a
variety of offsets, say, the distances between the two rectangular regions, produces a curve that
describes the correlation as a function of distance. This autocorrelation curve depicts that this statistical
approach has been used to characterize and model data, even measure the size of objects in images.
The scattering object is illuminated uniformly over a disk (with diameter d), and we want to describe the
speckle pattern obtained at a distance D form this scattering object like the experimental setup shows.
The characteristic size of speckle grains is related to d, the diameter of the illuminated disk, and to D the
distance to the scattering object. The reason like follows. Each point in the image can be regarded like
illuminated by a small area in the object. The size of this area is determined by the simply model of
diffraction-limited resolution of the lens, which is given by the Airy function. The light at neighbor points
in the image also has been scattered from areas. However, two points in the image, which are
illuminated by areas in the object, which are separated by the diameter of the Airy disk, have light
intensities that are not related. Therefore, the change in speckle size with lens aperture can be
observed, for example, through a very small hole, the speckles will increase significantly in size.
Experimental verification of general properties of speckle:
An experiment to test for the speckles formed by various different diffusers of varying properties was
performed with the setup shown in figure 1.
The speckle pattern for the case of varying roughness of a diffuser and for different types of diffusers i.e.
strong diffuser and weak diffuser were tested with the setup above. The speckle observed with the
weak diffuser showed a clear bright peak at the center of the plate as expected, confirming the
theoretical claim made earlier. With the strong diffuser, no bright peak was seen in the center. In
addition, by varying the roughness amplitude of the diffuser, it was observed that a strongly scattering
diffuser with a greater roughness amplitude gave a fully developed speckle. In addition, varying the
diffuser roughness resulted in speckle occupying a larger or smaller portion of the screen which will be
analyzed in detail later in the section on roughness autocorrelation.
Study of Speckle in the Fourier Plane
Airy disk diffraction pattern observed on a CCD:
In the setup shown above, the diffuser was removed and a small iris
diaphragm was placed approximately 7 cm from the CCD. After adding
optical filters and adjusting the polarizer, the diffraction airy spot was
observed on the image acquired by the CCD. The sampling period is equal
to one pixel of a CCD array which is approximately 8.3 µm. The diffraction
spot viewed on the monitor is shown in Figure 2-a, along with a horizontal
profile of the diffraction spot fitted with an airy disk function (Figure 2-b).
The numerical aperture of the system was deduced by a simple calculation
of:
D
Laser source
Polarizer
Pinhole as a spatial filter
Doublet
Diffuser Screen or CCD
Figure 1: Experimental setup
Figure 3: Measurement of Numerical Aperture
The numerical aperture of the system is calculated to be 0.003. Hence the diffraction limit of the system
is given by
:
Case of a weak diffuser
A weak diffuser is now placed in the setup. Figure 4 shows the speckle profiles observed for varying
aperture sizes fitted with the airy pattern. As can be seen from these horizontal profiles of the speckles,
as the aperture size increases, and hence the Numerical aperture increases, the speckle grains become
smaller, proving the theory described earlier. Hence, the speckle for a wider aperture width shows a
smaller grain size in the speckle as shown in figure 4.
Figure 2: Airy Diffraction spot observed in the Fourier plane. (left): figure 2 a: Spot observed on the monitor. (Right): figure 2b
Figure 4: Horizontal profile for speckles observed with varying aperture sizes. (Top left): Speckle with aperture
size = 3mm. (Top Right): with aperture size: 5 mm. (Bottom left): Aperture size: 2mm. (Bottom Right): Aperture
size: 1 mm
Fully Developed Speckle pattern in the Fourier plane
The next step in the experiment involved a precise measurement of the speckle size by measurement of
the roughness auto correlation. The auto correlation function is defined by:
Hence, the autocorrelation in the time domain represents a convolution of the function on itself or the
integral of the overlap of the function with its shifted version. Hence, in the Fourier plane, this would
represent a multiplication of the Fourier transform of the function with a Fourier transform of its
conjugate. This is achieved by the MATLAB code snippet. Figure 5 shows the result of the auto
correlation of the speckle
pattern. As expected, there is
a high intensity at the center
of the image diminishing
away from the center.
The autocorrelation function
of the speckle is shown for
the case of a weak diffuser
and a strong diffuser in Figure
6. The auto correlation width
measured from the figure for
the case of a weak diffuser
using the full width half
maximum corresponds to a
value of 112 µm which is very
close to the airy spot
diffraction limit of 106µm
calculated above.
Displacement of speckle pattern in the Fourier plane:
When the diffuser is translated, the speckle pattern does not move. This is consistent with the
theoretical explanation since the Fourier transform properties imply that a shift in the object plane will
only correspond to an addition of phase in the image plane without bringing about a displacement of
the Fourier speckle.
Figure 5: Speckle autocorrelation
Figure 6: Autocorrelation profile for two diffusers. (Top):
Profile for a strong diffuser. (Bottom): profile for a weak
diffuser
Speckle in an arbitrary plane
The speckle pattern is now observed in an
arbitrary plane and hence no longer obeys the
Fourier properties. When the doublet is
removed from the setup and the diffuser is
translated, the speckle moves with the
translation of the diffuser. This can be
qualitatively explained by the Thales theorem
which states that the ratio of displacements is
equal to the ratio of the distances to the
pinhole. Hence, a cross correlation image of
the speckle with its displaced version is shown
in figure 7. As expected, the highest intensity
is not seen this time in the center but at a
certain translation which can be used to
determine the motion of the speckle.
Speckle in the image of a scattering object:
In the next section of this experiment, a slide
was placed next to a rotating diffuser to
obtain an image of the slide with the diffuser
rotating. When the diffuser is rotated at a
greater velocity, the image acquired is clearer
since the CCD can acquire greater information
from the frames per second that it acquires,
thereby giving a much clearer image. These
images are shown in figure 8.
Conclusion
In the course of these experiments, we were able to prove that the statistical properties of the
scattering object affect the speckle pattern that is observed. The object with a greater degree of
scattering i.e. with higher roughness amplitude gives a fully developed speckle. In addition, the
roughness autocorrelation width gives a measurement for the grain size of the speckle and the smaller
the autocorrelation width, the greater is the illuminated area where the speckle is observable. The
shape of the aperture also affects the speckle grain. However, all these claims are generally justified in
the Fourier plane where the spherical wave fronts converge. The analysis in an arbitrary plane was also
presented. Therefore, we can conclude that speckle from a scattering object can be used to improve
image quality.
Figure 7: Cross correlation of images obtained for displaced diffusers in arbitrary plane
Figure 8: Image obtained with slides placed with diffusers. (left): stationary weak
diffuser. (right): rotating diffuser