WO1999053298A1 - Method and system of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma - Google Patents
Method and system of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma Download PDFInfo
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- WO1999053298A1 WO1999053298A1 PCT/IL1999/000196 IL9900196W WO9953298A1 WO 1999053298 A1 WO1999053298 A1 WO 1999053298A1 IL 9900196 W IL9900196 W IL 9900196W WO 9953298 A1 WO9953298 A1 WO 9953298A1
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- 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
- G01N21/62—Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light
- G01N21/71—Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light thermally excited
- G01N21/718—Laser microanalysis, i.e. with formation of sample plasma
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- the present invention relates to methods and systems of elemental analysis and, more particularly, to a method and system of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma.
- Elemental analysis is particularly important in pollution abatement, especially with respect to identification and control of heavy elements as part of compounds either used or formed in industrial processes.
- the term 'heavy elements' refers, in general, to elements of the periodic table of elements whose atomic number is 22 (i.e., element titanium) or greater, and in particular, to heavy metal elements of the periodic table of elements whose atomic number is 22 or greater.
- Heavy element analysis is particularly important in pollution abatement.
- metals such as mercury during coal combustion
- metals such as nickel from the combustion of crude oil
- metals such as nickel from the combustion of the fuel oil
- diesel-powered trucks it is desirable to monitor the emission of metals such as nickel from the combustion of diesel fuel.
- An example of a method and system for real-time, on-line chemical analysis of paniculate samples in which the sample is excited to emit light, for example fluorescence, is that of US Patent No. 5,880,830, issued to Schechter, and manufactured by Green Vision Systems Ltd. of Tel Aviv, Israel. Emitted light is recorded by an instrument such as a scanning interferometer that generates a set of interferogram images, which in turn are used to produce a spectral image, or image cube, of the sample.
- a spectral image, or image cube is a three dimensional data set (a volume) of voxels in which two dimensions are the spatial dimensions of the sample and the third dimension is the wavelength of the imaged light, such that coordinates of a voxel in a spectral image or image cube may be represented as (x,y,l).
- the sample is imaged in two dimensions, so that voxels corresponding to that wavelength constitute the pixels of a monochromatic image of the sample at that wavelength.
- the spectral image is analyzed to produce a two dimensional map of the chemical composition of the sample.
- spectral images are acquired using a scanning interferometer, such as the one described by Cabib et al. in US Patent No. 5,539,517 and manufactured by Applied Spectral Imaging, Ltd. of Migdal Haemek, Israel, under the name 'ASI SD2000'.
- the optical .path difference hereinafter, also referred to as OPD, internal to the interferometer is varied by moving a scanning element of the interferometer.
- OPD optical .path difference
- a two-dimensional interferogram image, featuring pixels, of the sample is acquired that includes a particular linear combination of the target wavelengths.
- data points from a set of several two-dimensional interferogram images are used for plotting pixel intensity vs OPD for that region.
- Data from these plots are used for generating a regional spectral image featuring three-dimensional voxels.
- scanning of upto two hundred different optical path differences, corresponding to the same number of interferogram images may be needed in order to enable generation of an accurate spectral image of the sample.
- This 3 method includes analysis of multiple fields of view, or regions, whereby individual regions of a sample are excited m succession with sufficient energy, for example, using ultra-violet light, to produce a sequence of multiple emissions.
- the set of generated regional spectral images are statistically analyzed to give an elemental composition map representative of an entire sample
- Another limitation of methods and systems featuring -the use of interferometers for elemental analysis relates to the accuracy of emission or image data that are obtained from multiple use of a single field of view of a given sample.
- interferometry methods featuring the use of laser induced plasmas for example, for a laser induced plasma plume of a selected region or subregion of a sample, there is only enough time to acquire one interferogram image per selected OPD, at a given position of the scanning element, since it takes upto about 0.1 second to re-position the scanning element for acquisition of a next interferogram image, compared to microsecond lifetimes of plasma plumes.
- the same region or subregion must be excited again to produce another plasma plume.
- the second plasma plume would not have the same geometric characteristics as the first one, to within desired accuracy and precision.
- These effects introduce additional variables during acquisition of spectral data, which directly affect, and need to be separated from, image information relating exclusively to the desired chemical composition of a sample.
- Higher accuracy of spectral data is achieved by having an interferometer or similar method featuring the use of multiple fields of view for obtaining data in a same region of a given sample. Elemental analysis would then be based on the analysis of several separate regions of a sample, where each region represents data obtained by using multiple fields of view.
- the present invention relates to methods and systems of elemental analysis and, more particularly, to a method and system of on-line elemental analysis by temporal gated imaging 5 of atomic emissions induced by laser plasma. Practical application of the present invention is for better monitoring and control of any industrial process where real time, on-line elemental
- the present invention is well suited for real time, on-line monitoring and quality control of combustion gases in the petroleum industry, and for checking purity and uniformity of powders, commonly used in the pharmaceutical and bulk chemical industries.
- the method and system of the present invention leads to higher quality of results of elemental analysis via a temporal gating spectral imaging technique. This translates to obtaining spectral imaging data of plasma plumes more representative of actual electronic/chemical information of analytical samples, as a result of minimizing contribution of thermal effects during decay of plasma plumes. Additionally, the same method and system of the present invention results in high accuracy of elemental analysis results, whereby multiple fields of view are used during atomic emission data acquisition, in which acquired spectral data is obtained from a multiple of targeted subregions in a given region of the sample, each subregion in a separate field of view, for the sample subjected to laser induced plasma formation. This feature enables overcoming the limitation of the time span required for acquiring spectral image data of a sample being orders of magnitude higher than the lifetimes of plasma plumes.
- the preferred embodiment of the method of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma features the following principle steps: (1) Provide a sample divided into Rj regions, with each region having S j subregions; (2) Provide an elemental analysis spectroscopic imaging system, including a scanning interferometer with an adjustable scanning element, for example, a gated laser beam, a gated CCD (charge coupled detector), an optical system, control/data links, and a control system; (3) Adjust and set the interferometer scanning element to a position over a subregion in a region of the sample via control system signal Pi; (4) Generate a laser pulse via control system signal P 2 , onto the subregion, for a duration of a few sub-microseconds, including (a) producing a plasma plume over the subregion, and (b) waiting a finite time (10 - 100 microseconds) following the laser pulse; (5) Open gated CCD via control system signal P 3 , following completion of the finite waiting time, including (a
- the preferred embodiment of the system of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma features the following principle components: (1) A sample divided into R regions, with each region having S j subregions; (2) An elemental analysis spectroscopic imaging system, including a scanning interferometer with an adjustable scanning element for application to multiple fields of view of the subregions within each region of the sample, a gated laser beam, a gated CCD, an optical system, control/data links, and a control system; and (3) Data processing equipment featuring algorithms for (a) performing quantitation of spectral data, including generation of three-dimensional spectral images, involving operations of FFTs on two-dimensional interferogram image pixels, (b) performing a classification process on the generated spectral image data, and (c) performing scenario analysis of the spectral data obtained from a sufficient number of regions of the sample, in order to produce final results of the elemental analysis.
- a method of elemental analysis by temporal gated imaging of atomic emissions comprising the steps of: (a) providing a sample divided into a plurality of regions, each of the plurality of regions further divided into a plurality of subregions; (b) providing an elemental analysis spectroscopic imaging system, the imaging system including a temporal gated CCD camera; (c) for at least one of the plurality of regions of the sample: (i) setting the spectroscopic imaging system for acquisition of one wavelength of atomic emission of one of the plurality of subregions, the setting corresponding to one of a plurality of single fields of view of the spectroscopic imaging system in the at least one of the plurality of regions, (ii) inducing a plasma plume over the one subregion by irradiating the one subregion, following completion of setting the spectroscopic imaging system, (iii) waiting a finite time for the plasma plumto thermally cool, whereby the thermal spectrum of the plasma plume decays
- a method of elemental analysis by temporal gated imaging of atomic emissions comprising the steps of: (a) providing a sample divided into a plurality of regions, each of the plurality of regions further divided into a plurality of subregions; (b) providing an elemental analysis spectroscopic imaging system, the imaging system including a temporal gated CCD camera; (c) for each of the plurality of regions of the sample: (i) setting the spectroscopic imaging system for acquisition of one wavelength of atomic emission of one of the plurality of subregions, the setting corresponding to one of a plurality of single fields of view of the spectroscopic imaging system in each of the plurality of regions, (ii) inducing a plasma plume over the one subregion by irradiating the one subregion, following completion of the setting the spectroscopic imaging system, (iii) waiting a finite time for the plasma plume to thermally cool, whereby the thermal spectrum of the plasma plume decays, to form
- a method of controlling elemental emissions from an industrial process by temporal gated imaging of atomic emissions comprising the steps of: (a) providing a sample of emission of the industrial process, the sample divided into a plurality of regions, each of the plurality of regions further divided into a plurality of subregions; (b) providing an elemental analysis spectroscopic imaging system, the imaging system including a temporal gated CCD camera; (c) for at least one of the plurality of regions of the sample: (i) setting the spectroscopic imaging system for acquisition of one wavelength of atomic emission of one of the plurality of subregions, the setting corresponding to one of a plurality of single fields of view of the spectroscopic imaging system in the at least one of the plurality of regions, (ii) inducing a plasma plume over the one subregion by irradiating the one subregion, following completion of setting the spectroscopic imaging system, (iii) waiting a finite time for the plasma plume to thermally
- a system of elemental analysis by temporal gated imaging of atomic emissions comprising: (a) a sample divided into a plurality of regions, each of the plurality of regions further divided into a plurality of subregions; (b) a spectroscopic imaging system, the imaging system including: (i) an excitation energy source for inducing atomic emissions of the sample, (ii) a temporal gated CCD camera, and (iii) a means of setting the spectroscopic imaging system for acquisition of two dimensional images of nonthermal atomic emissions of the plurality of the subregions, the setting corresponding to a plurality of single fields of view of the spectroscopic • imaging system in at least one of the plurality of regions; and (d) data processing equipment including algorithms for: (i) generation of a plurality of three-dimensional spectral images from the two dimensional images, whereby each of the spectral images features a plurality of voxels, whereby each of the plurality of
- Implementation of thmethod and system of the present invention involves performing or completing tasks or steps manually, automatically, or a combination thereof.
- several steps of the present invention could be implemented by hardware or by software on any operating system of any firmware or a combination thereof.
- indicated steps of the invention could be implemented as a chip or a circuit.
- indicated steps of the invention could be implemented as a plurality of software instructions being executed by a computer using any suitable operating system.
- indicated steps of the method of the invention could be described as being performed by a data processor, such as a computing platform for executing a plurality of instructions. 10
- FIG. 1 is a diagram of a portion of the surface of an exemplary sample, showing division of the surface into regions and subregions;
- FIG. 2 is a flow diagram of a preferred embodiment of the method of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma according to the present invention
- FIG. 3 is a schematic diagram of an exemplary system for implementing the preferred embodiment of the method of the present invention described in Fig. 2;
- FIG. 4 is an overall flow diagram of the detection and quantitation of spectral data according to the preferred embodiments of the method and system of the present invention
- FIG. 5 is a flow diagram of the classification process according to the preferred embodiments of the method and system of the present invention.
- FIG. 6 is a generalized intensity curve for illustrating fuzzy logic description parameters relating to the classification process of Fig. 5.
- the present invention is of a method and system of real-time on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma.
- the present invention is used in applications of elemental analysis of small samples of industrial processes, for example, requiring detection and quantitation of targeted elements in chemical feeds, intermediates, effluents, or finished products.
- the scope of the present invention includes the chemical analysis of any suitable sample that is spatially extended in two dimensions, including, for example, aerosols and particulates collected on filter paper, as well as soil and sludge samples.
- the present invention is applicable to such analytical samples containing one or more atomic elements capable of exhibiting an atomic emission spectrum induced by a temporally gated, excitation energy source.
- the present invention is applicable to imaging systems 11 having the possibility of including temporally gated acquisition of atomic emission data, for example by using a temporal gated CCD camera synchronized with a gated excitation energy source.
- Figure 1 shows a portion of a surface of an exemplary sample 10 divided into an arbitrary number, Rj, of regions 12, each region 12 being of size on the order of a few millimeters by a few millimeters.
- regions 12 is shown divided into an arbitrary number, S j , of disjoint subregions 14, each subregion being of size several tens of microns by several tens of microns.
- S j a number
- one subregion 14 at a time is excited in each region 12 to produce a plasma.
- a scanning interferometer is used to acquire the spectral images, then at each position of the scanning element of the interferometer, corresponding to a different OPD, and to a single field of view, only one subregion 14 of each region 12 is excited to produce a plasma. It is assumed that regions 12 are sufficiently homogeneous that all subregions 14 within the same region 12 produce plasmas of the same elemental composition when excited. Because a given subregion 14 of any region 12 is excited only once, alteration of the geometry and composition of that same subregion 14 induced by the excitation of the plasma does not affect the accuracy of the analysis of multiple subregions or regions of the sample.
- a plasma is formed above a subregion 14 by focusing a suitably intense laser beam onto that subregion- 14.
- the plasma as formed exhibits black body thermal radiation influences, but after several microseconds the plasma cools and the thermal radiation decays, leaving a population of nonthermal electronically excited elemental atoms that decay to their ground states .during the course of the next several tens of microseconds, while emitting a spectrum that consists of pronounced atomic lines.
- Elemental analysis of sample 10 is based on analysis of a plurality of regions 12, whereby each region 12 features a plurality of subregions 14.
- Implementation of the method and system of the present invention is such that each field of view corresponds to a single position of the interferometer scanning element over a single subregion 14.
- results are based on a plurality of fields of view corresponding to a plurality of spectral images, where each spectral image relates to the chemical composition of a single region 12.
- the initial spectral image, or image cube consists of a set of a plurality of two- dimensional interferogram images, featuring two-dimensional pixels, acquired from a plurality of laser induced plasmas, at a corresponding set of optical path differences (OPDs).
- OPDs optical path differences
- FFT Fast Fourier Transform
- Figure 2 is a flow diagram of a preferred embodiment of the method of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma according to the present invention.
- Fig. 2 each generally applicable, principle step of the method of the present invention is numbered and enclosed inside a frame. Substeps representing further of an indicated principle step of the method are indicated by a letter in parentheses. Terminology appearing in the following description is consistent with that used in Fig. 2.
- Step 1 there is provision of a sample divided into Rj regions, with each region 13 having S j subregions, as shown in Fig. 1. Regions and/or subregions of the sample can be geometrcially uniform or nonuniform.
- an elemental analysis spectroscopic imaging system including a scanning interferometer with an adjustable scanning element, a gated laser beam, a gated CCD, an optical system, control/data links, and a control system.
- Step 3 there is adjustment and setting of the interferometer scanning element to a position over a subregion in a region of the sample via control system signal Pi.
- Each setting of the interferometer scanning element corresponds to another OPD.
- Step 4 there is generation of a laser pulse via control system signal P 2 , onto the subregion, for a duration of a few sub-microseconds.
- laser pulse duration is of the order of nanoseconds.
- a plasma plume is produced over the subregion as a result of the laser pulse.
- a finite waiting time e.g.,- 10 - 100 microseconds, following completion of the laser pulse, takes place. This time interval corresponds to the approximate time duration required for the initial plasma plume to exhibit thermal decay of black body thermal influences. Moreover, this time interval varies according to characteristics of a given sample, and of a given matrix holding the sample.
- the method of the present invention allows for optimization of this time interval in order to achieve high quality spectral information based on actual atomic emission of various targeted elements of a given sample, separate from thermal and/or matrix influences.
- Step 5 there is temporal gating of the CCD, whereby it is activated and opened for a specified time interval via control system signal P 3 , following completion of the finite waiting time described in Step 4.
- step (a) an interferogram image of the subregion is obtained, via the optical system.
- the method of the present invention allows for optimization of the CCD gating time interval in order to achieve high quality spectral information based on actual atomic emission of various targeted elements of a given sample, separate from thermal and/or matrix influences.
- Step 6 Steps 3 through 5 are repeated for M subregions in the same region of the same sample, using M different fields of view of the optical system, each field of view at another OPD. This step results in generation of a spatial set of sequential interferogram images.
- Step 7 there is quantitation of spectral data obtained from the selected region under analysis.
- this step there is digitation, alignment, summation, and blanking of the image data, according to algorithms featuring specific criteria set at the beginning of the imaging 14 procedure. Further details of this step are shown in Fig. 4, and described in the accompanying description.
- Step 8 there is generation of a spectral image (image cube) from the spatial set of M two-dimensional interferogram images obtained from the same region.
- FFT Fast Fourier Transform
- step (b) the complete spectral image, or image cube, of the sample as a whole, is constructed as full spectrum three-dimensional voxels, where each voxel, having a spectral intensity, represents a full spectrum of two-dimensional pixels in the same selected region of the sample under analysis.
- Step 9 classification process of the spectral data obtained from the same region is performed, in order to produce initial estimates of the elemental analysis of the sample. Further details of this step are shown in Figures 5 and 6, and are described in the accompanying descriptions. In Step 10, Steps 3 through 9 are repeated for N regions of the same sample.
- Step 11 scenario analysis of the spectral data of the N regions is performed to produce final results of the elemental analysis of the entire sample.
- This step is performed by applying scenario analysis algorithms to spectral data surviving the classification process of Step 9.
- Figure 3 is a schematic diagram of an exemplary system for implementing the preferred embodiment of the method of the present invention described in Fig. 2.
- Such a system could be, for example, an automatic real time, on-line system for monitoring heavy elements (e.g., metals) in soot.
- a roll of a porous, thermally stable substrate 16 such as PTFE or fiberglass is mounted on a pair of rollers 18 which move substrate 16 from left to right.
- Exhaust gases bearing particulates from an industrial process are directed by a flue 20 to traverse substrate 16 so that a sample 10 of particles is deposited on substrate 16. Rollers 18 move sample 10 to a field of view position for viewing under a spectroscopic imaging system 36.
- Spectroscopic imaging system 36 includes a gated laser 26, an optical system 28, a scanning interferometer 30, and a gated CCD camera 32 that has a suitable sensitivity and dynamic range.
- Optical system 28 includes components such as prisms or mirrors that direct an output beam 27 from laser 26 sequentially to subregions 14 within regions 12 of sample 10. Components of optical system 28 are represented symbolically in Fig. 3 by a scanning mirror 29.
- Optical system 28 also includes components such as lenses 15 that focus the output beam onto subregions 14 of regions 12 of sample 10, and components such as lenses that direct the light emitted by the plasmas thus created above subregions 14 to scanning interferometer 30.
- the wavelength of the light emitted by laser 26 may be from the near infrared to the near ultraviolet.
- Suitable lasers 26 include a nitrogen gas laser emitting light having a wavelength of 337 nanometers, a Q-switched neodymium YAG laser, emitting light having a wavelength of 1064 nanometers, the same Q-switched neodymium YAG laser in conjunction with a frequency doubler that produces a second harmonic output beam 27 having a wavelength of 532 nanometers, and an XeCl excimer laser emitting light having a wavelength of 318 nanometers.
- the laser pulses are about 5 to 20 nanoseconds in duration, whereby optical system 28 focuses laser beam 27 to a spot, i.e., a subregion 14 (Fig. 1), of about 50 microns in diameter, to achieve a power density between 10 2 and 10 4 J/cm 2 .
- Gated CCD camera 32, scanning interferometer 30, optical system 28, and laser 26, are connected by suitable control/data links 38 to a control system 40.
- activation of gated CCD camera 32 is synchronized as follows: the scanning element of scanning interferometer 30 is positioned over a subregion 14 (Fig. 1) of sample 10 by control system signal Pi , followed by a pulse of laser beam 27 over subregion 14 by control system signal P 2 , followed by activation of gated CCD camera 32 by control system signal P 3 .
- control system 40 activates gated CCD camera 32, by control system signal P 3 , to receive light from scanning interferometer 30 only in a time window which starts after a suitable delay, typically in the range of 10 to 100 microseconds, after termination of each pulse from laser 26.
- the plasma as formed following each pulse from laser 26 has a black body thermal spectrum, but after several microseconds the plasma cools and the thermal spectrum decays, leaving only a nonthermal population of eexcited heavy metal atoms that decay to their ground states during the course of the next several tens of microseconds, while emitting a spectrum that consists of pronounced atomic lines. It is this spectrum of atomic lines which is recorded by using the scanning interferometer, enabling .
- the system of the present invention allows for optimization of the synchronization among the setting of the interferometer scanning element 29 via signal P-i, the laser beam pulse via signal P 2 , and the CCD gating time interval via signal P 3 , in order to achieve high quality spectral information based on actual atomic emission of various targeted elements of a 16 given sample, separate from thermal and/or matrix influences.
- Rollers 18 also are connected by a control/data link 38 to control system 40 so that substrate 16 can be advanced under the control of control system 40, such that completion of obtaining spectral imaging data of one sample is followed by delivery of another sample.
- Rollers 18 are mounted on a stage 22 which has two lateral degrees of freedom of motion: left-right, like rollers 18, and also into and out of the plane of Fig. 3.
- Stage 22 also is controlled by control system 40 via a control/data link 38.
- Rollers 18 are activated by electric motors, for gross lateral motion.
- Stage 22 is based on both stepping motors and piezoelectric activators, for fine control of the aiming of laser beam 27.
- rollers 18 are used to move substrate 16 to the right, as seen in Fig. 3, in a stepwise fashion, so that while control system 40 is acquiring and analyzing images of one sample 10, flue 20 is delivering the next sample 10.
- Optical system 28 is provided with a sufficiently low numerical aperture that vertical motion for focusing is unnecessary.
- Control system 40 is based on a personal computer, and includes a frame grabber, for acquiring images from gated CCD camera 32, as well as other hardware interface boards for controlling rollers 18, stage 22, and the other components 26, 28 and 30 of spectroscopic imaging system 36.
- the software of control system 40 includes a database of atomic emission spectra, for a variety of sample matrices, and code for implementing image processing, quantitation, and classification algorithms described below.
- scanning interferometer 30 is replaced by a set of interchangeable optical bandpass filters. These filters may be made easily interchangeable by mounting them on a filter wheel.
- FIG. 4 is an overall flow diagram of the detection and quantitation of spectral data according to the preferred embodiments of the method (Steps 3 through 11 of Fig. 2) and system (Fig. 3) of the present invention.
- the general structure of the flow is a loop (block 60) over regions 12.
- a preliminary set of M two-dimensional interferogram images, featuring pixels, is acquired (block 62) as described above (Step 6 of Fig.
- the two-dimensional interferogram images are summed (block 66) to give a summed, or gray level, image, featuring three-dimensional voxels, which is checked (oval 68) for gray level voxels whose intensities exceed a preset threshold related to background intensity.
- each gray level image features voxels, and, in fact, the intensity value of a gray level voxel represents the sum of the intensities of the two- dimensional pixels featured in the set of two-dimensional interferogram images that share a common location, where the common location is defined by a particular OPD or wavelength.
- the criterion for a sufficiently high amount of targeted (e.g., heavy or metallic) elements being present in a region 12 of sample 10 is that the fraction of gray level image voxels whose intensities exceed the, threshold be sufficiently high. If the criterion is not satisfied, another region 12 of sample 10 is selected (oval 68). Intensities of two-dimensional pixels of the preliminary set of two-dimensional images that correspond to below-threshold intensities of gray level voxels in the summed images are blanked (block 70).
- the remaining set of interferogram images are then linearly transformed to produce a spectral image of a particular target region 12 (Step 8 of Fig. 2).
- This spectral image is classified (block 72 of Fig. 4, and Step 9 of Fig. 2), i.e., compared to the atomic emission spectra in the database to assay targeted elements present in region 12.
- the classification process is followed by a consistency check (Fig. 4, block 74).
- elemental detection, quantitation, and classification has been performed on a large enough number of regions 12 (Fig. 4, block 76)
- the initial data are analyzed by a scenario analysis algorithm to convert them to final estimates of absolute elemental amounts (Fig. 4, block 78, and Fig. 2, Step 11).
- Figure 5 is a flow diagram of the classification process according to the preferred embodiments of the method and system of the present invention (block 72 of Fig. 4, and Step 9 of Fig. 2).
- spectral intensities of voxels i.e., pixels of two-dimensional images, that share a common location (i.e., I)
- a database of atomic emission spectra to determine the elemental composition of a region 12 of exemplary sample 10 (Fig. 1).
- the most powerful of these is multivariate analysis in general, and principal component regression (PCR) or least squares analysis (for example, partial least squares analysis (PLS) or non-linear least squares fitting) in particular. See, for example, H. 18
- PCR principal component regression
- least squares analysis for example, partial least squares analysis (PLS) or non-linear least squares fitting
- both multivariate regression e.g., principle component regression
- fuzzy logic analysis e.g., fuzzy logic analysis
- the linear combination is determined by two methods, fuzzy logic analysis (block 80) and principal component regression (block 82). Both of these methods yield both estimates of elemental species amounts and uncertainty measures for those estimates.
- the two sets of estimates are reconciled (block 84) to give a final set of estimated amounts of the targeted elements of the sample.
- the observed spectra of the various regions 12 can be compared to each other by other well-established methods, such as cluster analysis, to determine minimum numbers of targeted elemental species that are conwith these spectra. For example, if a spectral line is present in one set of regions and absent in another set of regions, then there is at least one targeted elemental specie that is present in the first set of regions and absent in the second set of regions.
- Figure 6 is a generalized intensity curve 86 (plotted as intensity I as a function of wavelength I), illustrating five of the description parameters used in the fuzzy logic analysis, relating to the classification process of Fig. 5. Although in principle the spectral lines of atomic elements in the plumes are sharp, in practice these lines are broadened, as shown,, for example by thermal broadening. Curve 86 has two peaks, one with a peak intensity Ii at wavelength l l s and the other with a peak intensity I 2 at wavelength l 2 . The minimum intensity between the two peaks is I 3 , corresponding to a wavelength l 3 . The full width at half amplitude of the first peak is designated by Di. The full width at half amplitude of the second peak is designated by D 2 .
- ⁇ ⁇ and l 3 The difference between ⁇ ⁇ and l 3 is D 3 .
- the five description parameters illustrated in Fig. 6 are: 19 peak height ratio I]/I 2 peak full width at half amplitude ratio D ⁇ /D 2 number of peaks peak to minimum ratio D ⁇ /D 3 peak wavelength ratio I ⁇ /l 2
- Elemental species amounts having been estimated for each voxel of the spectral image, the estimates are analyzed for mutual consistency (Fig. 4, block 74), based on the criterion that neighboring voxels are expected to feature similar elemental compositions. It is unlikely that a voxel (i , ⁇ ) will feature a different composition than a neighboring voxel (k,l, ⁇ ), where i - l ⁇ k ⁇ i + l and j - l ⁇ l ⁇ j + 1 (neighborhood decision concept), for the same wavelength, I. Voxels not satisfying the criterion are culled from final spectral image.
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DE19983118T DE19983118T1 (en) | 1998-04-10 | 1999-04-11 | Method and system of an online element analysis by means of a time-gate-controlled mapping of atomic emissions that are induced by means of a laser plasma |
GB0026822A GB2352517B (en) | 1998-04-10 | 1999-04-11 | Method and system of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma |
AU33427/99A AU3342799A (en) | 1998-04-10 | 1999-04-11 | Method and system of on-line elemental analysis by temporal gated imaging of atomic emissions induced by laser plasma |
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Cited By (6)
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WO2001084106A2 (en) | 2000-04-20 | 2001-11-08 | Greenvision Systems Ltd. | Method for generating intra-particle morphological concentration / density maps and histograms of a chemically pure particulate substance |
WO2011027315A1 (en) | 2009-09-04 | 2011-03-10 | Moshe Danny S | Grading of agricultural products via hyper spectral imaging and analysis |
CN102636479A (en) * | 2012-04-23 | 2012-08-15 | 北京大学 | Atmospheric heavy metal on-line detection system |
CN102661935A (en) * | 2012-05-15 | 2012-09-12 | 广东电网公司电力科学研究院 | LIBS (Laser-induced Breakdown Spectroscopy) belt type powdery material detector |
CN105938097A (en) * | 2016-04-15 | 2016-09-14 | 成都以太航空保障工程技术有限责任公司 | Multi-element oil liquid analysis system based on CCD polychromator |
CN107852238A (en) * | 2016-06-28 | 2018-03-27 | 索尼半导体解决方案公司 | Reception device, method of reseptance, dispensing device, sending method and communication system |
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CN110196247A (en) * | 2018-02-26 | 2019-09-03 | 成都艾立本科技有限公司 | A kind of fine coal classification method based on laser induced breakdown spectroscopy |
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US5751416A (en) * | 1996-08-29 | 1998-05-12 | Mississippi State University | Analytical method using laser-induced breakdown spectroscopy |
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- 1999-04-11 AU AU33427/99A patent/AU3342799A/en not_active Abandoned
- 1999-04-11 GB GB0026822A patent/GB2352517B/en not_active Expired - Fee Related
- 1999-04-11 WO PCT/IL1999/000196 patent/WO1999053298A1/en active Application Filing
- 1999-04-11 DE DE19983118T patent/DE19983118T1/en not_active Withdrawn
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US5446538A (en) * | 1991-06-06 | 1995-08-29 | Fraunhofer-Gesellschaft Zur Forderung Der Angewandten Forschung E.V. | Process and device for emission spectorscopy |
US5751416A (en) * | 1996-08-29 | 1998-05-12 | Mississippi State University | Analytical method using laser-induced breakdown spectroscopy |
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WO2001084106A2 (en) | 2000-04-20 | 2001-11-08 | Greenvision Systems Ltd. | Method for generating intra-particle morphological concentration / density maps and histograms of a chemically pure particulate substance |
EP1275078A2 (en) * | 2000-04-20 | 2003-01-15 | Greenvision Systems Ltd | Method for generating intra-particle morphological concentration / density maps and histograms of a chemically pure particulate substance |
EP1275078A4 (en) * | 2000-04-20 | 2007-03-07 | Greenvision Systems Ltd | Method for generating intra-particle morphological concentration / density maps and histograms of a chemically pure particulate substance |
WO2011027315A1 (en) | 2009-09-04 | 2011-03-10 | Moshe Danny S | Grading of agricultural products via hyper spectral imaging and analysis |
CN102636479A (en) * | 2012-04-23 | 2012-08-15 | 北京大学 | Atmospheric heavy metal on-line detection system |
CN102636479B (en) * | 2012-04-23 | 2013-12-11 | 北京大学 | Atmospheric heavy metal on-line detection system |
CN102661935A (en) * | 2012-05-15 | 2012-09-12 | 广东电网公司电力科学研究院 | LIBS (Laser-induced Breakdown Spectroscopy) belt type powdery material detector |
CN105938097A (en) * | 2016-04-15 | 2016-09-14 | 成都以太航空保障工程技术有限责任公司 | Multi-element oil liquid analysis system based on CCD polychromator |
CN107852238A (en) * | 2016-06-28 | 2018-03-27 | 索尼半导体解决方案公司 | Reception device, method of reseptance, dispensing device, sending method and communication system |
CN107852238B (en) * | 2016-06-28 | 2022-03-18 | 索尼半导体解决方案公司 | Receiving apparatus, receiving method, transmitting apparatus, transmitting method, and communication system |
Also Published As
Publication number | Publication date |
---|---|
GB2352517A (en) | 2001-01-31 |
AU3342799A (en) | 1999-11-01 |
GB2352517B (en) | 2002-11-13 |
DE19983118T1 (en) | 2001-05-17 |
GB0026822D0 (en) | 2000-12-20 |
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