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NGUYEN Patrick
SUAREZ Carlos
Laser velocimetry measurements
Laser Project Tutors:
David Clark
Xavier Marie
2011/2012
2
Introduction
Since dawn of human existence and throughout History, scientists have always been fascinated by the way how
fluids move whatever its nature, liquid or gas. In order to reach a continuously better and better
understanding of fluid behaviors, more and more complex flow measurement systems have been designed. All
these combined efforts allowed technical improvements concerning many various fields such as architectural
and mechanical design of bridges, hydrodynamics of boats and submarines, aerodynamics of automobiles and
aircrafts, development of pipelines webs, etc.
Fluids velocity measurements have always been a challenge. Even if for example, trajectory shapes of a liquid
flow can easily be observed introducing colorants in the liquid, accurately determining its velocity is not always
a simple task. This report first establishes a short history of existing velocimetry devices. Afterwards,
advantages of laser velocimetry over other techniques are highlighted as well as their applications for industry,
medicine and science. And finally, three different types of laser velocimetry are thoroughly described and their
general features compared.
I. Brief history of velocimetry
In 1732, the Pitot tube was invented by the French physicist Henry Pitot. 1
It is the first mechanism really able to
determine the velocity of a fluid. The Pitot tube is essentially a pressure sensor which measured value let us
deduce the velocity from Bernoulli’s laws. This device is constituted of two cylindrical concentric tubes: the
extern tube aperture has to be oriented parallel to the fluid flow measuring the environmental pressure
whereas the intern tube aperture faces the fluid flow, indicating the total pressure.
Some years later, in 1796, the Italian physicist Giovanni Venturi created the Venturi tube. This tube is a device
that creates a pressure drop by reducing cross section area of the flow path. It consists of a short straight pipe
between two conical sections where gauges are placed in order to measure the pressure difference between
the two parts of the tube having different section. And in the same way as the Pitot tube, it is possible to find
the fluid velocity from Bernoulli’s laws. Nevertheless, this kind of pressure sensors has several limitations such
as poor accuracy of measurements, disturbances due to the device introduction in the liquid flow and lack of
any turbulent phenomenon possibility.
In the 1830s, Michael Faraday stated his law of induction which would make the invention of the magnetic flow
meter possible. According to him, the voltage induced across any conductor as it moves through a magnetic
field is proportional to the velocity of that conductor. Although this device can be non-invasive, it has some
drawbacks such that the fluid on which the velocity is measured must be electrically conductive, for example,
water that contains ions, and an electrical insulating pipe surface is required.
Similarly, the first description of another physical phenomenon, the Doppler Effect, by the Austrian physicist
Christian Doppler in 1842 was an event which marked the beginning of development of a new kind of flow
sensors based on frequency shifts of an ultrasonic signal when it is reflected by moving gas bubbles or particles.
That frequency shift is proportional to the flow rate.
Another new device involving the Doppler Effect on coherent light waves is the Laser Doppler Velocimeter
(LDV) which was developed soon after the fabrication of the first He-Ne laser in 1962.
Yeh and Cummins developed in 1964, while working at Columbia University, the first prototype of a LDV and
they succeeded in getting accurate velocity measurements of water flowing through a pipe.2 In the late 1970s
several research groups began to experiment a new method of flow quantitative visualization called Particle
Image Velocimetry (PIV) where particles are illuminated by a laser light sheet and their locations filmed by a
3
camera. Finally, since its invention in 1990, a technique called Planar Doppler Velocimeter (PDV) has
undergone a rapid pace of development, since this method takes advantages of light scattering of particles or
molecules. 3
II. Why do we need laser velocimetry?
Laser velocimetry importance comes from the possibility to detect extremely tiny targets which exhibit
dimensions in the order of some micrometers and a great spatial and temporal resolution. As measurements
can be led without introducing any part of devices in the fluid and therefore avoids any external disturbance of
the measured flow velocity, laser velocimetry techniques are considered as non-invasive. Furthermore, some
laser velocimetry complex devices allows measurements of the three components of a fluid velocity at the
same time.
The main applications of laser velocimetry measurements are:
Experimental verification of theoretical models in fluids: Laser velocimetry techniques give to scientists the
opportunity to validate and confirm the numerical algorithms resulting from Computational Fluid Dynamics
(CFD) which allow the analysis and resolution of problems that involve fluid flows. 4
Aerodynamics: In industry, many different aerodynamics experiments using laser velocimetry techniques are
implemented to optimize the design, fabrication and construction of automobiles, airplanes or helicopters, in
order to reduce air resistance for high performance, to decrease the energy consumption or even far to
increase the efficiency of heating systems in aircraft cabins.
Hydrodynamic experiments: In industry and laboratories, laser velocimetry techniques are part of a lot of
research experiments looking for design and manufacturing improvements. These kind of experiments involves
any mechanism immerged in a fluid such as sediment transport process, mixture characterization tests, design
of ship hull structures, simulation for swells of rivers, seas and canals and for pumps functioning.
Combustion process: In aerospace and automotive industry, it is necessary to study flow, temperature and
concentration insides engines in order to reduce pollutant emissions, improve fuel efficiency, optimize diesel
injection and decrease noise levels. Laser velocimetry are complementary techniques used to investigate how
the different swirl flames interact with each other. 5
Biomedical Research: Since the LDV is a non-invasive technique, it has been applied to measure continuous
circulation of blood flow on a microscopic level. The specific studies that have been performed all relate to
detecting blood flow abnormalities. 6
Study of blood in arteries, veins and capillaries, the detection of plasma
and red blood cells are required for the improvement of therapeutic medical procedures.
Flow visualization in wind tunnel: With the development of Planar Doppler Velocimetry, it is possible
nowadays to render the air movements visible in the wind tunnel. For this, submicronic particles are seeded in
the flow and illuminated by a laser light sheet such that these particles follow the stream lines of the vortex,
and scatter the laser light reaching the camera.7
4
III. Laser velocimetry techniques
1. Seed particles and the Doppler effect
All three laser velocimetry techniques we are about to describe need seed particles to be performed and the
first two of them exploit the Doppler Effect induced by these seeded particles presence. Before being able to
measure a liquid flow, seed particles have to be injected in the liquid. These particles are usually spheres
composed with materials such as polystyrene, polyamide or hollow glass which size can ranges from 1 to 100
µm 8 so that they are small enough to be totally carried (no sedimentation effect) by the liquid flow but large
enough to scatter a detectable amount of light. Actually, what we measure is the particles velocities from
which the liquid flow can be deduced if they are properly-sized.
Fig. 1 Illustration of the Doppler shift detected from a seeded particle9
Figure 1 shows how the Doppler Effect gets involved. As a seeded particle crosses over a laser beam, it scatters
the incident light (frequency f) into all directions and consequently behaves itself as a secondary light source.
The scattered light can be caught by a photodetector. However, as the particle is moving as well as scattering
light at the same time, the detected light frequency will be slightly different from the original frequency. This
difference is called the Doppler shift (fD) and directly depends on the relative motion and distance between a
wave source and a detector. As an acoustic illustration we all have experienced, it explains why the pitch of the
sound seems to change when you are standing at a fixed point and a car passes quickly by you. As the car gets
closer and closer, the sound becomes shriller (high frequencies) and as it gets farther away, the sound becomes
deeper (low frequencies).
Going back to our seed particle, the Doppler shift can be expressed as:
2
cos sin2D
Vf
αβλ
=
This underlines the proportionality between the Doppler shift and the absolute value of the particle velocity (V)
as well as its dependence on the particle moving direction (β angle) and the photodetector location (α angle).
2. Laser Doppler Velocimetry
2.1 The heterodyne model
Because the Doppler shift fD is a very small value compared to the huge of the light frequency f, measuring it
accurately is nearly impossible. To get around this issue, the LDV (Laser Doppler Velocimetry) technique also
known as LDA (Laser Doppler Anemometry) introduces the using of the two laser beams of same intensity and
wavelength which crosses each other. When a particle passes through the crossing area, there will be two
different scattered light waves arriving on the photodetector which will therefore detect a light wave with a
frequency equal to f + fD1 and another with a frequency equal to f + fD2.
(1)
When two waves of equal amplitude and nearly equal frequency are added, the resulting signal will have his
periodically amplitude rising and falling with
equal a half of the difference between the two
equal to |fD1 - fD2|/2. As this beat frequency is
Fig.
Considering a simple case as an example,
angle, a particle passing perpendicularly through the intersection area and a pho
bisector of the two beams. Using equation
would be given by:
1 2| | 2 2cos sin sin
2 4 4 2D Df f V Vθ θ θ
λ λ− = =
From that point, the particle velocity V is easily
2.2 The fringe model
A more common way to explain the
understand and closer from how light signals are really processed
Doppler Effect is less visible.
Fig. 2 (a) Scheme of a LDV device
A laser beam (most often produced by a He
the two beams are crossed over by a transmitter lens.
probe volume or measurement volume. As these two beams come from the same coherent light source an
interference fringes pattern appears at the probe volume location.
and dark fringes. The fringe spacing d
between the split beams:
2sin( / 2)fdλθ
= (3)
(a)
5
waves of equal amplitude and nearly equal frequency are added, the resulting signal will have his
periodically amplitude rising and falling with a characteristic frequency called “beat frequency” and which is
of the difference between the two original frequencies. In our case, the beat frequency would be
As this beat frequency is much slower than f, it is also much easier to measure.
Fig. 2 A simple crossed beams geometry9
an example, figure 2 presents two incident beams crossing each other with a
angle, a particle passing perpendicularly through the intersection area and a photodetector located on the
ng equation (1) to express the two Doppler shifts fD1 and f
2 2cos sin sin
2 4 4 2
V Vθ θ θλ λ
= =
From that point, the particle velocity V is easily determined.
to explain the same phenomenon is to use the fringe model 10
which is
how light signals are really processed in devices. Nevertheless,
(a) Scheme of a LDV device11
. (b) Detail of the probe volume12
A laser beam (most often produced by a He-Ne laser source) is split into two beams of equal intensity. Then,
the two beams are crossed over by a transmitter lens. The intersection between the two beams is called the
probe volume or measurement volume. As these two beams come from the same coherent light source an
interference fringes pattern appears at the probe volume location. This pattern consists of
and dark fringes. The fringe spacing df only depends on the wavelength of the laser source and the angle
(2)
(b)
waves of equal amplitude and nearly equal frequency are added, the resulting signal will have his
a characteristic frequency called “beat frequency” and which is
original frequencies. In our case, the beat frequency would be
than f, it is also much easier to measure.
incident beams crossing each other with a θ
todetector located on the
and fD2, the beat frequency
which is probably easier to
. Nevertheless, the link with the
12
Ne laser source) is split into two beams of equal intensity. Then,
ntersection between the two beams is called the
probe volume or measurement volume. As these two beams come from the same coherent light source an
consists of alternating bright
only depends on the wavelength of the laser source and the angle
Fig. 4 (a) Image of a seeded particle about to cross
As a seeded particle crosses the fringe pattern, the intensity of the scattered light will fluctuate at the same
time of the fringes light intensity fluctuations. The scattered light intensity signal is converted by the
photodetector into a voltage signal
is transferred to a band-pass frequency filter in order to remove the Gaussian component and keep the
sinusoid. Actually the frequency of the final signal
corresponds to the beat frequency as seen for the previously described
equation (2). And as a consequence:
2
sin( / 2)Df
V Vf
dθ
λ= =
The particle velocity component which is perpendic
f DV d f=
This configuration doesn’t allow us to get
whether the particle crosses the probe volume from bottom to top or from top to bottom, the same scattered
light signal would be detected.
In more advanced devices, the directional information
incident beam. This will cause the fringe pattern to move permanently and allow disambiguation about the
particle motion direction.
More sophisticated devices are able to measure two and even all the three components of a particle velocity
vector. To achieve this performance
first one have to be included as shown below.
Fig. 3 Multi
Compared to other laser velocity measurement techniques, LDV is a way to obtain a fluid ve
local area as the probe volume is small.
can be reached provided that the injected seed particles concentration is adapted to
great amount of particles crosses the probe volume during short time duration, the signal processing is more
(4)
(5)
(a)
6
seeded particle about to cross the probe volume13
. (b) Voltage signal from the
photodetector. (c) Filtered signal14
As a seeded particle crosses the fringe pattern, the intensity of the scattered light will fluctuate at the same
time of the fringes light intensity fluctuations. The scattered light intensity signal is converted by the
to a voltage signal which is pseudo-sinusoid weighted by a Gaussian function.
pass frequency filter in order to remove the Gaussian component and keep the
sinusoid. Actually the frequency of the final signal called the Doppler frequency in this
corresponds to the beat frequency as seen for the previously described heterodyne
And as a consequence:
The particle velocity component which is perpendicular to the fringe pattern is deduced from
uration doesn’t allow us to get information about the motion direction of the particle becau
the probe volume from bottom to top or from top to bottom, the same scattered
ctional information can be obtained by slightly shifting the frequency of one
he fringe pattern to move permanently and allow disambiguation about the
able to measure two and even all the three components of a particle velocity
To achieve this performance, additional pairs of split laser beams with different wavelength from the
to be included as shown below.
Multi-components velocity measurement device14
Compared to other laser velocity measurement techniques, LDV is a way to obtain a fluid ve
local area as the probe volume is small. Devices handling is simple and a high spatial and temporal resolution
can be reached provided that the injected seed particles concentration is adapted to
f particles crosses the probe volume during short time duration, the signal processing is more
(4)
(5)
(b) (c) V
. (b) Voltage signal from the
As a seeded particle crosses the fringe pattern, the intensity of the scattered light will fluctuate at the same
time of the fringes light intensity fluctuations. The scattered light intensity signal is converted by the
weighted by a Gaussian function. Then, the signal
pass frequency filter in order to remove the Gaussian component and keep the
cy in this fringe model
heterodyne model and defined by
deduced from:
information about the motion direction of the particle because
the probe volume from bottom to top or from top to bottom, the same scattered
obtained by slightly shifting the frequency of one
he fringe pattern to move permanently and allow disambiguation about the
able to measure two and even all the three components of a particle velocity
pairs of split laser beams with different wavelength from the
Compared to other laser velocity measurement techniques, LDV is a way to obtain a fluid velocity at very small
igh spatial and temporal resolution
can be reached provided that the injected seed particles concentration is adapted to the fluid velocity (if a
f particles crosses the probe volume during short time duration, the signal processing is more
Time
difficult). And finally if larger areas of fluid flow have to be
global we describe thereafter have to be used.
3. Planar Doppler Velocimetry
Planar Doppler velocimetry (PDV) also called Doppler Global Velocimetry (
the Doppler Effect but in contrast to LDV, it allows instantaneous velocity measurement on much larger fluid
areas (up to 3m x 3m surfaces).15
Fig.
A laser source (most commonly a pulsed
a special light modulator illuminate
comparing the frequency of the light scattered by particles and the frequency of un
is proportional to the particle velocity component along the
0 01 0 .( ) | |D
f ff f f V R E V
c c= − = − =
r r r
Fig. 6 (a) Multi-components PDV device scheme.
As mentioned previously in the LDV description part,
as it is a negligible fraction of the total frequency of the scattered light. PDV uses another ingenious principle
to solve the problem. The key element of a PDV device is the absorption cell cont
absorption spectrum is depicted in figure 6
ray of this gas. A mix of scattered and un
which divides the incident beam into two beams of equal intensity. The first beam is transmitted to the camera
1 after passing through the absorption cell whereas the second one directly reaches the camera 2
supplies the reference image. The Doppler shif
the reference image and the image from the absorbed beam.
(a)
7
difficult). And finally if larger areas of fluid flow have to be analyzed, other techniques such as the two more
global we describe thereafter have to be used.
Planar Doppler Velocimetry
Doppler velocimetry (PDV) also called Doppler Global Velocimetry (DGV) is another technique
the Doppler Effect but in contrast to LDV, it allows instantaneous velocity measurement on much larger fluid
Fig. 5 Basic principles of the PDV technique16
source (most commonly a pulsed Nd-YAG laser) which beam is transformed into a planar light sheet by
illuminate the liquid flow. The Doppler shift is measured by two
comparing the frequency of the light scattered by particles and the frequency of un-scattered light.
is proportional to the particle velocity component along the Rr
– Er
vector: 16
0 0.( ) | |R E
f ff f f V R E V
c c −= − = − = r r
components PDV device scheme. 17
(b) Transmission spectrum of the iodine absorption cell
As mentioned previously in the LDV description part, measuring the Doppler shift accurately is a real challenge
as it is a negligible fraction of the total frequency of the scattered light. PDV uses another ingenious principle
to solve the problem. The key element of a PDV device is the absorption cell containing iodine gas which light
sorption spectrum is depicted in figure 6. The laser light frequency has to be close from one of an absorption
A mix of scattered and un-scattered light is focused by an optical system on a beamsplitter
h divides the incident beam into two beams of equal intensity. The first beam is transmitted to the camera
1 after passing through the absorption cell whereas the second one directly reaches the camera 2
The Doppler shift is deduced from evaluation of the light intensity shift between
the reference image and the image from the absorbed beam.
(6)
(b)
analyzed, other techniques such as the two more
DGV) is another technique exploiting
the Doppler Effect but in contrast to LDV, it allows instantaneous velocity measurement on much larger fluid
YAG laser) which beam is transformed into a planar light sheet by
The Doppler shift is measured by two CCD cameras by
scattered light. This value
(b) Transmission spectrum of the iodine absorption cell17
measuring the Doppler shift accurately is a real challenge
as it is a negligible fraction of the total frequency of the scattered light. PDV uses another ingenious principle
aining iodine gas which light
close from one of an absorption
scattered light is focused by an optical system on a beamsplitter
h divides the incident beam into two beams of equal intensity. The first beam is transmitted to the camera
1 after passing through the absorption cell whereas the second one directly reaches the camera 2 which
t is deduced from evaluation of the light intensity shift between
In order to measure the spatial components of the veloc
on the device (each pairs determining velocity along one spatial component) or as seen on figure __ three
coplanar light sheets have to be generated through the fluid flow.
In short, PDV is attractive for measurement of very large scale flows (including gas flows), can reac
dimensional velocity resolution measurement about 5 m/s but devices are usually complex and expensive
(some devices need 6 CCD cameras)
4. Particle Image Velocimetry
A third and more recent laser velocimetry technique known as Particle Image Velocime
with the PDV as the two techniques are
LDV and PDV, the PIV technique doesn’t rely on coherence properties of laser sources.
Fig. 7 (a) Scheme of a PIV device.
In the same way as PDV, PIV requires intervention of
into a light sheet illuminating the fluid flow
an image of the illuminated seeded particles is taken by a CCD camera and a second one is taken as soon as the
second laser pulse occurs. Afterward
given area, locations of particles which appear on it for the first image are compared to particles locations of
the same area of the second image.
particles between the two images, two velocity components (belonging to the light sheet plan) of the particles
can be calculated.
Furthermore, estimation of the third velocity component is possibl
stereoscopic process (well known within
simple 2D images of same objects seen from
PIV is usually a simpler and cheaper mean to measure fluids velocities in large areas than PDV (though not as
large as what PDV is able to probe instantaneously) but in counterpart needs powerful computers to perform
fast images processing.
Conclusion
Nowadays, three competitive laser velocimetry techniques are mainly used for fluid velocity measurements in
both industry and laboratories. Each of them is characterized by specific advantages but also limitations
involved equipments and costs for imple
researchers to analyze situations and then to define which one is more suitable for their applications.
for some applications different techniques are of course usable, there will inevi
results more quickly and efficiently.
(a)
8
In order to measure the spatial components of the velocity, either three pairs of cameras have to be installed
pairs determining velocity along one spatial component) or as seen on figure __ three
sheets have to be generated through the fluid flow.
PDV is attractive for measurement of very large scale flows (including gas flows), can reac
dimensional velocity resolution measurement about 5 m/s but devices are usually complex and expensive
).
Particle Image Velocimetry
A third and more recent laser velocimetry technique known as Particle Image Velocimetry (PIV) is competiting
with the PDV as the two techniques are suitable for velocity measurements in large areas. But conversely to
LDV and PDV, the PIV technique doesn’t rely on coherence properties of laser sources.
(a) Scheme of a PIV device.18
(b) Measurement of the third component of particles velocity by a
stereoscopic method8
PIV requires intervention of a laser beam (supplied by a Nd:YAG laser)
into a light sheet illuminating the fluid flow but this time the laser in only pulsed twice. During the first pulse,
an image of the illuminated seeded particles is taken by a CCD camera and a second one is taken as soon as the
pulse occurs. Afterward, a computer divides the two images into extremely small areas. For a
of particles which appear on it for the first image are compared to particles locations of
. Knowing the time between the two laser pulses and the moving distance of
particles between the two images, two velocity components (belonging to the light sheet plan) of the particles
Furthermore, estimation of the third velocity component is possible by using two cameras to implement
within the photography field as being able to give a 3D perception from two
D images of same objects seen from different angles).
PIV is usually a simpler and cheaper mean to measure fluids velocities in large areas than PDV (though not as
large as what PDV is able to probe instantaneously) but in counterpart needs powerful computers to perform
owadays, three competitive laser velocimetry techniques are mainly used for fluid velocity measurements in
both industry and laboratories. Each of them is characterized by specific advantages but also limitations
involved equipments and costs for implementation are different. To conclude, it is up to engineers and
situations and then to define which one is more suitable for their applications.
for some applications different techniques are of course usable, there will inevitably be one allowing achieving
results more quickly and efficiently.
(b)
ity, either three pairs of cameras have to be installed
pairs determining velocity along one spatial component) or as seen on figure __ three
PDV is attractive for measurement of very large scale flows (including gas flows), can reaches a 3-
dimensional velocity resolution measurement about 5 m/s but devices are usually complex and expensive
try (PIV) is competiting
for velocity measurements in large areas. But conversely to
Measurement of the third component of particles velocity by a
(supplied by a Nd:YAG laser) is transformed
but this time the laser in only pulsed twice. During the first pulse,
an image of the illuminated seeded particles is taken by a CCD camera and a second one is taken as soon as the
, a computer divides the two images into extremely small areas. For a
of particles which appear on it for the first image are compared to particles locations of
me between the two laser pulses and the moving distance of
particles between the two images, two velocity components (belonging to the light sheet plan) of the particles
two cameras to implement
the photography field as being able to give a 3D perception from two
PIV is usually a simpler and cheaper mean to measure fluids velocities in large areas than PDV (though not as
large as what PDV is able to probe instantaneously) but in counterpart needs powerful computers to perform
owadays, three competitive laser velocimetry techniques are mainly used for fluid velocity measurements in
both industry and laboratories. Each of them is characterized by specific advantages but also limitations and
conclude, it is up to engineers and
situations and then to define which one is more suitable for their applications. Though
tably be one allowing achieving
9
References
[1] Henri Pitot, « Description d'une machine pour mesurer la vitesse des eaux courantes et le sillage des
vaisseaux », dans Histoire de l'Académie royale des sciences avec les mémoires de mathématique et de
physique tirés des registres de cette Académie, 1732, p. 363-376
[2] Yeh Y, Cummins H.Z., “ Localized fluid flow measurements with an He-Ne Laser Spectrometer” Appied
Physics Letters, 15 May 1964
[3] Roehle I et al, “Recent developments and aplications of quantitative laser light sheet measuring techniques
in turbomachinery components”, German Aerospace Centre (DLR), 1999.
[4] García Vizcaino, D. “Sistema laser de medida de velocidad por efecto doppler de bajo coste para
aplicaciones industriales e hidrodinámicas”. Universitat Politècnica de Catalunya. Ph. D Dissertation 2005.
[5] Analysis of Hydrogen Enriched Flames by Laser Diagnostics”.
Authors: Andrea Olivani, Fabio Cozzi, Aldo Coghe
13th Intl Symp on Application of Laser Techniques to Fluid Mechanics
Lisbon, Portugal, 26-29 June, 2006
[6] Morf Susanne et al, “Microcirculation abnormalities in patients with fibromyalgia measured by capillary
microscopy and laser fluxmetry”, Arthritis Research Therapy, 2005, Volume 7(2), p. 209-216.
[7] http://www.onera.fr/photos-en/mesexp/doppler-global-velocimetry.php
[8] Particle Image Velocimetry measurement principles http://www.dantecdynamics.com/Default.aspx?ID=820
[9] Laser Doppler Anemometry [LDA] http://web.mit.edu/fluids-modules/www/exper_techniques/LDA.text.pdf
[10] Experiment 4 - LASER DOPPLER ANEMOMETRY W. J. Devenport Last Modified December 21st, 2006
http://www.dept.aoe.vt.edu/~devenpor/aoe3054/manual/expt4/index.html
[11] Laser Doppler Velocimetry/Phase Doppler Interferometry
http://www.lavision.de/en/techniques/ldv_pdi.php
[12] Laser Doppler Velocimetry http://www.erc.wisc.edu/ldv.php
[13] Vélocimétrie laser à franges http://www.onera.fr/conferences/mesures-aerodynamique/14-velocimetrie-
laser-franges.php
[14] How an LDV/LDA works http://measurementsci.com/about_LDV-LDA.html
[15] Doppler Global Velocimetry (DGV) / Planar Doppler Velocimetry (PDV) http://www.holomap.com/dgv.htm
[16] DGV, Doppler Global Velocimetry or the photography of velocity by laser http://www.onera.fr/photos-
en/mesexp/doppler-global-velocimetry.php
[17] Reduction of the measurement uncertainty in Doppler Global Velocimetry
http://www.ptb.de/en/org/1/nachrichten1/2010/fundamentals/dgv.htm
[18] Particle Image Velocimetry (PIV) http://www.dlr.de/as/en/desktopdefault.aspx/tabid-183/251_read-
12796/
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