EP1405053A1 - Verfahren und gerät zur partikelmessung durch bildverarbeitung - Google Patents
Verfahren und gerät zur partikelmessung durch bildverarbeitungInfo
- Publication number
- EP1405053A1 EP1405053A1 EP02754799A EP02754799A EP1405053A1 EP 1405053 A1 EP1405053 A1 EP 1405053A1 EP 02754799 A EP02754799 A EP 02754799A EP 02754799 A EP02754799 A EP 02754799A EP 1405053 A1 EP1405053 A1 EP 1405053A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- particles
- optical system
- analysis
- particle
- plates
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Withdrawn
Links
- 239000002245 particle Substances 0.000 title claims abstract description 131
- 238000010191 image analysis Methods 0.000 title claims abstract description 10
- 238000000034 method Methods 0.000 title claims description 19
- 238000005259 measurement Methods 0.000 title claims description 18
- 230000003287 optical effect Effects 0.000 claims abstract description 39
- 238000004458 analytical method Methods 0.000 claims abstract description 17
- 239000006185 dispersion Substances 0.000 claims abstract description 11
- 230000003562 morphometric effect Effects 0.000 claims abstract description 5
- 238000013425 morphometry Methods 0.000 claims abstract description 5
- 239000002356 single layer Substances 0.000 claims abstract description 4
- 238000004140 cleaning Methods 0.000 claims description 5
- 230000007547 defect Effects 0.000 claims description 3
- 238000004519 manufacturing process Methods 0.000 claims description 2
- 238000011084 recovery Methods 0.000 claims description 2
- 238000003908 quality control method Methods 0.000 claims 1
- 239000008187 granular material Substances 0.000 abstract description 4
- 239000000463 material Substances 0.000 description 10
- 239000011521 glass Substances 0.000 description 9
- VYPSYNLAJGMNEJ-UHFFFAOYSA-N Silicium dioxide Chemical compound O=[Si]=O VYPSYNLAJGMNEJ-UHFFFAOYSA-N 0.000 description 7
- 238000010586 diagram Methods 0.000 description 6
- 239000000843 powder Substances 0.000 description 5
- 238000007873 sieving Methods 0.000 description 5
- 238000009826 distribution Methods 0.000 description 4
- 230000005484 gravity Effects 0.000 description 4
- 238000003384 imaging method Methods 0.000 description 4
- 239000004576 sand Substances 0.000 description 4
- 230000032258 transport Effects 0.000 description 4
- 229910000831 Steel Inorganic materials 0.000 description 3
- -1 coals Substances 0.000 description 3
- 230000008569 process Effects 0.000 description 3
- 239000010959 steel Substances 0.000 description 3
- 230000001464 adherent effect Effects 0.000 description 2
- 239000011324 bead Substances 0.000 description 2
- 238000011496 digital image analysis Methods 0.000 description 2
- 238000006073 displacement reaction Methods 0.000 description 2
- 238000011156 evaluation Methods 0.000 description 2
- 239000010419 fine particle Substances 0.000 description 2
- 238000005286 illumination Methods 0.000 description 2
- 229910052500 inorganic mineral Inorganic materials 0.000 description 2
- 235000021539 instant coffee Nutrition 0.000 description 2
- 239000011159 matrix material Substances 0.000 description 2
- 239000011707 mineral Substances 0.000 description 2
- 230000001105 regulatory effect Effects 0.000 description 2
- 239000000126 substance Substances 0.000 description 2
- 230000001360 synchronised effect Effects 0.000 description 2
- 229910001369 Brass Inorganic materials 0.000 description 1
- 101000653542 Homo sapiens Transcription factor-like 5 protein Proteins 0.000 description 1
- 239000004677 Nylon Substances 0.000 description 1
- 239000004698 Polyethylene Substances 0.000 description 1
- 239000004809 Teflon Substances 0.000 description 1
- 229920006362 Teflon® Polymers 0.000 description 1
- 102100030647 Transcription factor-like 5 protein Human genes 0.000 description 1
- 238000005299 abrasion Methods 0.000 description 1
- 239000003082 abrasive agent Substances 0.000 description 1
- 230000001133 acceleration Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 239000010951 brass Substances 0.000 description 1
- 238000004364 calculation method Methods 0.000 description 1
- 239000000919 ceramic Substances 0.000 description 1
- 239000003086 colorant Substances 0.000 description 1
- 238000005056 compaction Methods 0.000 description 1
- 230000000295 complement effect Effects 0.000 description 1
- 230000001276 controlling effect Effects 0.000 description 1
- 239000012297 crystallization seed Substances 0.000 description 1
- 238000013461 design Methods 0.000 description 1
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- 239000010432 diamond Substances 0.000 description 1
- 238000009792 diffusion process Methods 0.000 description 1
- 238000004090 dissolution Methods 0.000 description 1
- 239000003814 drug Substances 0.000 description 1
- 239000003337 fertilizer Substances 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- 235000013305 food Nutrition 0.000 description 1
- 230000010365 information processing Effects 0.000 description 1
- 239000002184 metal Substances 0.000 description 1
- 238000007491 morphometric analysis Methods 0.000 description 1
- 229920001778 nylon Polymers 0.000 description 1
- 230000005693 optoelectronics Effects 0.000 description 1
- 230000008520 organization Effects 0.000 description 1
- 238000003921 particle size analysis Methods 0.000 description 1
- 239000008188 pellet Substances 0.000 description 1
- 229920000573 polyethylene Polymers 0.000 description 1
- 235000008476 powdered milk Nutrition 0.000 description 1
- 230000009257 reactivity Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 238000006748 scratching Methods 0.000 description 1
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- 239000000377 silicon dioxide Substances 0.000 description 1
- 238000013519 translation Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N15/00—Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
- G01N15/02—Investigating particle size or size distribution
- G01N15/0205—Investigating particle size or size distribution by optical means
- G01N15/0227—Investigating particle size or size distribution by optical means using imaging; using holography
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N15/00—Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
- G01N15/02—Investigating particle size or size distribution
- G01N15/0205—Investigating particle size or size distribution by optical means
- G01N2015/025—Methods for single or grouped particles
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N15/00—Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
- G01N15/10—Investigating individual particles
- G01N15/14—Optical investigation techniques, e.g. flow cytometry
- G01N2015/1497—Particle shape
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N2021/845—Objects on a conveyor
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/85—Investigating moving fluids or granular solids
- G01N2021/8592—Grain or other flowing solid samples
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/85—Investigating moving fluids or granular solids
Definitions
- the present invention relates to a method and an apparatus for measuring particles by image analysis, more particularly for automatic measurement of particle size, shape and optical properties.
- the size, shape and optical properties of particles is essential to understand and analyze their mechanical behavior (apparent density with and without compaction, flow fluidity, shear strength, slope angle, %), their tribological behavior and their chemical behavior (dissolution kinetics, electrical capacity, ).
- patent application WO 94/06092 describes a system for automatic measurement of particle size distribution by image analysis.
- the system includes a conveyor belt driven by a horizontal translation.
- This conveyor belt is provided with transverse grooves intended to orient the particles in a preferred direction.
- the grooves are separated by a spacing chosen according to the size of the particles to be analyzed.
- An image is taken in episcopy by means of a camera placed above the conveyor belt.
- the system is equipped with a ring light placed concentrically around the camera lens.
- This system is designed to classify particles in a seed lot based on measurements of crossing lengths and colors in the image. Interrupted scrolling of the strip each time images are taken is designed to analyze approximately 300 particles per minute. A weight proportion is estimated empirically from a projected surface of each particle.
- the apparatus described in WO 94/06092 does not make it possible to collect information on a critical sieving diameter because the particles are not in a flat position at rest due to the use of grooves in the conveyor belt.
- episcopy does not make it possible to collect geometrically correct information for a precise measurement of the size and shape of a particle.
- the apparatus is not suitable for dispersing and capturing images of particles which are too fine (eg 100 m) and deteriorates the properties of friable particles (eg soluble coffee) by contact with mechanical elements. movement.
- friable particles eg soluble coffee
- the present invention relates to an apparatus for measuring particles by image analysis comprising:
- the particles are dispersed in a monolayer on one or more transparent, flat and rigid plates; said plates being transported in a horizontal plane movement and positioned perpendicular to the axis of the optical system for the analysis of each digital image;
- This equipment is intended for a range of particles between 5 ⁇ m and 5 mm, whether it is mineral powders (sand, coals, abrasives, ...), polymeric or ceramic metallic powders, granules and pellets pharmaceuticals, fertilizers, seeds or agri-food products.
- This equipment can be used, for example, as a laboratory instrument for controlling the quality of products, or it can also be adapted on a production line, for example in the mineral, metallurgical, chemical, pharmaceutical, agricultural industry. , food, phytosanitary.
- the device for dispersing particles so as to prevent their overlapping can also be supplemented with a rotary sampler.
- This sampler is intended to reduce the amount of material required without bias, since very high measurement precision can be achieved with only a few grams of material, or a few thousand particles.
- the sampler can be removable and can be short-circuited if it is desired to analyze the entire material or if its friability / ductility requires limiting mechanical shock.
- the material can then be directly fed into a vibration chute which aims to stretch a flow of particles and provide a regular flow to the system. Adjustable vibration of the chute allows a frequency to be adapted to the response properties of the granular material used.
- the particles are brought by an adjustable height drop onto a plate or a series of horizontal, transparent, flat and rigid plates on which they will immobilize before entering the focal field of the optical system, more particularly the field of view of a camera.
- the particles will naturally orient their smallest diameter along the optical axis of the shooting system (perpendicular to the plates).
- Their intermediate diameter (D IN ) which conditions the passage of a particle through a sieve is therefore parallel to the plate and visible in an image plane.
- the plates are part of the device for transporting particles from the fall of the vibrating chute to the place of discharge and cleaning of the plates.
- the dispersion of the particles on the plate or plates is regulated by the height between the vibrating chute and the transport device as well as by the running speed of the transport device.
- the particle dispersing device makes it possible to avoid any overlapping of particles on the plates and to obtain very low levels of particle connectivity. They are, for example, of the order of 1/400 for a sand, 1/200 for soluble coffee. This is statistically negligible and may be subject to filtering during the computer analysis of the data.
- the particle dispersion device manages to disperse materials with very variable intrinsic characteristics (glass beads, polyethylene granules, silica sands, metal powders, lyophilized particles , etc.). For more adherent materials, slightly damp or loaded with fine particles, it may be desirable to adopt a dispersion with compressed air at the outlet of the vibrating chute, for example for powdered milk.
- the device for transporting the particles in the focal field of an optical system comprises one or more horizontal plates on which the particles are dispersed. These plates must have a transparency of more than 90%, avoid any diffusion of light and be free from any defect in mass or surface which may be perceptible by the optical system.
- the plates must be flat and have a hardness such that they resist abrasion and scratching by silica particles. More precisely, the rigidity and the flatness of the plates must be such that the difference in distance to the image plane between the highest point and the lowest point of the plate does not exceed the depth of field of the system.
- the plates will be made of optical quality glass.
- the plates are transported in a horizontal plane movement and are positioned perpendicular to the axis of the optical system for the analysis of each digital image.
- the movement of the plates is preferably at constant speed.
- the perpendicularity of the plates to the optical axis during their passage in the field of vision of the system is ensured by the complementary use of a guide system comprising, for example, teflon slides.
- the displacement of the particles during the taking of images therefore takes place in a perfectly horizontal plane.
- the vibrations of the chute do not affect the particles when taking images.
- the particles are therefore subjected to a horizontal, plane movement at constant speed. While being perpendicular to the optical axis, According to a particular embodiment of the invention, the plates are attached to a conveyor belt.
- the conveyor belt preferably comprises two parallel belts guided by two toothed wheels.
- Each particle dispersed on a horizontal plate then takes its position of equilibrium which is such that its center of gravity is as low as possible.
- the particle is simultaneously brought into the focal field of an optical system.
- the plates are attached to a circular platform consisting for example of a steel disc welded to a motorized axis.
- a speed of rotation can be regulated in combination with an intensity of vibration of the chute to optimize the dispersion of the particles on the plate or plates.
- the optical system according to the invention uses conventional systems of episcopic lighting (top lighting), diascopic (bottom lighting) or a combination of the two, but preference is given to diascopic lighting and to its combination with episcopic lighting .
- a collimated backlight and a telecentric optic are preferably chosen. It is then possible to take a precise image of the projected shadow of each particle along an axis perpendicular to the transparent plate. It can be shown that the diameter of the largest inscribed circle (D IN ) in the projected surface of a particle corresponds to the critical diameter of passage of the particle through a sieve.
- collimated LED diode lighting and telecentric optics make it possible to broaden the depth of field as well as possible and guarantee better imaging conditions for each particle.
- the image can be taken for example with a linear or matrix CCD camera. These cameras have image capture frequencies which can be adjusted as a function of the speed of travel of the transport device, in particular of the conveyor belt.
- Vmax for the maximum running speed of each plate, in particular on the conveyor belt
- Ts for a determined exposure time of the particle in the focal field of the optical system
- PMP for the loss of focus during an image capture.
- Loss of focus means displacement of the particle during image taking.
- Vmax (PMP * G) / (Ts) to calculate the frame rate at PMP precision. For example, for a PMP of less than 3 pixels, and a G of 24 microns per pixel, a Ts of 50 microseconds, a scrolling speed Vmax of 1440 mm / s is obtained.
- the brightness of the lighting is possibly increased to compensate for the loss of intensity of the contrast due to higher acquisition speeds.
- particle size and morphometry the analysis of 5000 particles per minute in the 200 ⁇ m range can be obtained with a completely conventional matrix CCD camera.
- the extent of the particle size distribution which can be analyzed in a single pass depends on the optics used and on the resolution of the image taking device.
- the use of linear CCD cameras makes it possible to envisage a resolution sufficient to process dimensional ranges from 5 m to 5 mm.
- a current CCD camera (eg 1300x1024) can process a particle size dynamic of 1: 1000.
- An image in shades of gray or in color can therefore be obtained. It will be thresholded to obtain a binary image at the start of which, it is possible to analyze by means of software information relating to the surface and perimeter of the projected shadow, to the surface and perimeter of the convex envelope, to the Feret diameters, elongation, diameter of the inscribed circle, many other morphometric concepts derived from original work in mathematical morphology, reflectance, transparency, color, texture and many other measures size, shape or optical surface properties.
- the apparatus according to the invention comprises a plate cleaning system.
- the plates After passing through the focal field of the optical system, the plates are discharged of their particles, in particular in the lower part of the conveyor belt or in the part opposite the camera of the circular platform. Most particles fall by gravity and are collected in a collector. The smallest particles can be removed using one or more brushes.
- Fig la diagram of image capture by backlight and telecentric optics.
- Figlb magnification of part of fig. relating to the projection of the image of the particle on an image pickup device with a critical diameter of the inscribed circle.
- Fig 2 diagram of the embodiment of the apparatus according to the invention
- Fig 3 Diagram of the flow adjustment system between the output of the sampler and the conveyor belt.
- Fig 4 Parallelism and synchronization of the two toothed belts, fixing of a glass plate.
- Fig 5 diagram of the conveyor belt guiding system to ensure the horizontality of the plates
- Fig 6 diagram of the alternative device for guiding the particles by means of a rotating platform.
- Fig 7 diagram of the image taken by the camera.
- the particle Q is deposited on a transparent, flat and rigid plate P.
- a light source S sends on the particle Q via a lens L, a light beam generating an image I of the shadow of the particle projected along an axis perpendicular to the transparent plate P, on a pickup sensor d image such as for example a CCD camera.
- the diameter D IN of the largest circle inscribed in the projected surface i corresponds to the critical diameter of passage through a sieve (fig lb)
- the particles are fed through a funnel (1.1) and pass through an adjustment valve (1.2) before falling into a rotary sampler (1.3).
- the sampler consists of a cone with a rectangular opening, the speed of which can be continuously adjusted so as to make the material flow even.
- a flow of particles falls on a vibrator (1.9) whose chute consists of three parts 1.4, 1.6 and 1.10 then on the glass plates fixed on two toothed belts 1.19 bringing the particles into the field focal of an optical system 1.16.
- the terminal 1.10 part is used to allow the particles to be brought in as ready as 1.11 glass plates possible and avoid excessive dispersion of particles. Its height (1.29) is therefore adjustable.
- the set of powders collected by systems 1.15, 1.18 and 1.22 falls by gravity into a recovery tank (1.21).
- An adjustment of the material flow between the sampler outlet and part 1.6 is obtained by means of a conical funnel (1.4) of adjustable height (1.30) (fig.3). As illustrated in Figure 3, the flow can also be controlled by adding walls of variable section in the duct of part 1.6.
- a compressor (1.8) ensures a regular air flow which is guided through a pipe placed under the vibrator (1.7) to the leiu of powder discharge on the plates.
- FIG 4 is shown the conveyor belt consisting of two parallel belts guided by two toothed wheels 1.12.
- a series of threaded brass supports 1.20 are fixed on the lower part of the two belts of the device which transports the particles in the focal field of the optical system.
- the two belts of the conveyor belt are motorized and synchronized.
- Each transparent plate is fixed to the belts of the conveyor belt by preferably nylon screws.
- Figure 5 is shown the guide system 1.14 which is fixed to the frame (not shown) perpendicular (1.17) to the optical axis (1.27). This allows ensure the positioning in the focal plane and guarantees the horizontality of the plates 1.11 when passing through the image taking field of the camera.
- the plates 1.11 are brought by the belts 1.19 on the runners (1.14).
- the distance 1.28 between the camera lens 1.25 and the surface of the plates is adjustable and strictly controlled, focusing is therefore guaranteed.
- a calibration of the optical system can be carried out by means of a reticle glass plate.
- the reticle image is focused by adjusting the height (1.23) of the 1.24 CCD camera.
- the device which brings the particles into the image capture field consists of a circular platform such as for example a steel disc on which the plates, preferably made of glass, are fixed.
- the steel disc is welded to a motorized axle.
- the speed of rotation is adjustable, the combination between this speed and the vibration intensity of the vibrating chute makes it possible to optimize the dispersion of the particles on the plate.
- the image taking device for example a CCD camera, is synchronized with the position of the plates.
- An external synchronization signal is generated by a photodiode.
- a detection system sends a pulse to the camera.
- the image is therefore stored in the camera and analyzed in real time by software.
- the software allows by means of a simple thresholding procedure to extract the outline of the shadow of the particle for the analysis of its size or shape.
- the number of images taken depends on the speed of rotation and the number of plates fixed on the disc (for example 8 plates), but an upper limit is also imposed by the speed of calculation of the computer.
- a collecting tank or collector can also be fixed in the lower part of the disc, the particles which fall between the plates are collected in this tank.
- the particles which are analyzed are loaded onto the plates at the outlet A of a vibrating chute as in the first embodiment of the invention.
- the image is taken at C corresponding to the axis of the camera and finally a very flexible brush B cleans the surface of the plates P.
- These latter particles are also collected in the same bin R.
- FIG 7 is described the taking of images by the camera 1.24 1.25 lens assembly.
- the plate 1.11 is fixed by means of rings 1.20 on the transmission belt (not shown).
- the axis 1.27 of the optical system forms an angle 1.17 strictly perpendicular to the plate 1.11 thanks to the guide system 1.14.
- EXAMPLE 1 comparison of the method according to the invention with the sieving method.
- the method according to the invention and hereinafter called ALPAGA was compared with the sieving results obtained with 100gr of BCR-68 sand used by 5 different laboratories and recognized by the European organization BCR -
- the sieving values are the expression of the weight fraction of the particles smaller than the size indicated in microns. For each fraction, the table provides an average Oj and an uncertainty S ⁇ O ⁇ ) on the values obtained by the five laboratories of the BCR. It should be highlighted that the analysis made with
- ALPAGA relates to the equivalent of six grams of sand, against the hundred grams used by BCR laboratories.
Landscapes
- Chemical & Material Sciences (AREA)
- Dispersion Chemistry (AREA)
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
- Investigating Or Analysing Materials By Optical Means (AREA)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP02754799A EP1405053A1 (de) | 2001-07-02 | 2002-06-27 | Verfahren und gerät zur partikelmessung durch bildverarbeitung |
Applications Claiming Priority (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP01202539A EP1273901A1 (de) | 2001-07-02 | 2001-07-02 | Verfahren und Vorrichtung zur automatischen Messung der Grösse und Form von Teilchen |
EP01202539 | 2001-07-02 | ||
EP02754799A EP1405053A1 (de) | 2001-07-02 | 2002-06-27 | Verfahren und gerät zur partikelmessung durch bildverarbeitung |
PCT/EP2002/007209 WO2003005000A1 (fr) | 2001-07-02 | 2002-06-27 | Methode et appareillage pour mesure de particules par analyse d'images |
Publications (1)
Publication Number | Publication Date |
---|---|
EP1405053A1 true EP1405053A1 (de) | 2004-04-07 |
Family
ID=8180577
Family Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP01202539A Withdrawn EP1273901A1 (de) | 2001-07-02 | 2001-07-02 | Verfahren und Vorrichtung zur automatischen Messung der Grösse und Form von Teilchen |
EP02754799A Withdrawn EP1405053A1 (de) | 2001-07-02 | 2002-06-27 | Verfahren und gerät zur partikelmessung durch bildverarbeitung |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP01202539A Withdrawn EP1273901A1 (de) | 2001-07-02 | 2001-07-02 | Verfahren und Vorrichtung zur automatischen Messung der Grösse und Form von Teilchen |
Country Status (4)
Country | Link |
---|---|
US (1) | US20040151360A1 (de) |
EP (2) | EP1273901A1 (de) |
CA (1) | CA2451759A1 (de) |
WO (1) | WO2003005000A1 (de) |
Families Citing this family (48)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7518716B2 (en) * | 2002-12-20 | 2009-04-14 | J.M. Canty Inc. | Granular product inspection device |
US7009703B2 (en) * | 2003-03-27 | 2006-03-07 | J.M.Canty Inc. | Granular product inspection device |
FR2854690B1 (fr) * | 2003-05-09 | 2006-07-21 | France Etat Ponts Chaussees | Procede et dispositif de determination de la morphologie d'un materiau divise |
FR2858411B1 (fr) * | 2003-08-01 | 2006-05-26 | France Etat Ponts Chaussees | Procede et dispositif de determination d'un coefficient d'aplatissement d'un materiau |
AU2005305581A1 (en) * | 2004-11-17 | 2006-05-26 | De Beers Consolidated Mines Limited | An apparatus for and method of sorting objects using reflectance spectroscopy |
EP1671530B1 (de) * | 2004-12-18 | 2008-01-16 | Deere & Company | Erntemaschine |
US7526116B2 (en) * | 2006-01-19 | 2009-04-28 | Luigi Armogida | Automated microscopic sperm identification |
FR2896271B1 (fr) * | 2006-01-19 | 2012-08-17 | Renault Sas | Procede et dispositif de regulation de la temperature d'un moteur a combustion interne |
NO327576B1 (no) * | 2006-06-01 | 2009-08-17 | Ana Tec As | Framgangsmate og apparat for analyse av objekter |
FR2903182B1 (fr) * | 2006-06-29 | 2008-09-26 | Aliapur | Procede de determination d'au moins une caracteristique du format d'un fragment de pneumatique,et procede d'examen d'un echantillon de fragments de pneumatiques |
ITRE20060112A1 (it) * | 2006-09-27 | 2008-03-28 | Sacmi Cooperativa Meccanici Imola Soc Coop | Impianto per il controllo della granulometria di polveri, e metodo |
CN100545746C (zh) * | 2006-12-01 | 2009-09-30 | 鸿富锦精密工业(深圳)有限公司 | 光学视角测量系统及其测量方法 |
DE102007013321A1 (de) * | 2007-03-20 | 2008-09-25 | Jenoptik Laser, Optik, Systeme Gmbh | Vorrichtung und Verfahren zur Bestimmung von Partikelgröße und/oder Partikelform eines Partikelgemisches |
GB2479843B (en) * | 2007-05-18 | 2012-02-29 | Malvern Instr Ltd | Method and apparatus for dispersing a sample of particulate material |
DE102007058590B4 (de) * | 2007-12-04 | 2010-09-16 | Sirona Dental Systems Gmbh | Aufnahmeverfahren für ein Bild eines Aufnahmeobjekts und Aufnahmevorrichtung |
DE102009056503A1 (de) * | 2009-12-02 | 2011-06-09 | Haver & Boecker Ohg | Partikelmessgerät, insbesondere zur Analyse von Korngrößen feiner und feinster Schüttgüter |
JP5741319B2 (ja) * | 2011-08-22 | 2015-07-01 | Jfeスチール株式会社 | 微粉炭吹込み方法 |
CN102944507B (zh) * | 2012-10-31 | 2015-09-30 | 东南大学 | 一种轻质异形颗粒曳力系数的测量装置及测量方法 |
FR2998370A1 (fr) * | 2012-11-20 | 2014-05-23 | Commissariat Energie Atomique | Procede de caracterisation de particules par analyse d'image |
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- 2002-06-27 WO PCT/EP2002/007209 patent/WO2003005000A1/fr not_active Application Discontinuation
- 2002-06-27 US US10/482,221 patent/US20040151360A1/en not_active Abandoned
- 2002-06-27 EP EP02754799A patent/EP1405053A1/de not_active Withdrawn
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WO2003005000A1 (fr) | 2003-01-16 |
CA2451759A1 (fr) | 2003-01-16 |
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