Machine learning-based particle-laden flow field characterization
US-2021148802-A1 · May 20, 2021 · US
US11536638B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11536638-B2 |
| Application number | US-201916442067-A |
| Country | US |
| Kind code | B2 |
| Filing date | Jun 14, 2019 |
| Priority date | Jun 14, 2018 |
| Publication date | Dec 27, 2022 |
| Grant date | Dec 27, 2022 |
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A system and method are described for rendering a characteristic for a set of particles passing through a measurement volume of a particle optical measurement system. The method includes acquiring raw particle data for the particles passing through the measurement volume. The raw particle data comprises a set of raw particle records. Each particle record comprises at least: a trajectory of at least one particle, and a second primary mark of the at least one particle whose value influences an effective sampling area corresponding to the measurement volume. The method includes generating and storing an effective sampling area based upon: the trajectory of the at least one particle, and the second primary mark. Thereafter, an ensemble characteristic is rendered for the set of particles by performing an operation on the sampling area-corrected set of particle records.
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What is claimed is: 1. A method for rendering a characteristic for a set of particles measured while passing through a measurement volume of a particle optical measurement system, the method comprising: acquiring a raw particle data for the set particles passing through the measurement volume of the particle optical measurement system, where the raw particle data comprises a set of raw particle records, and where each particle record comprises at least: a trajectory of at least one particle into the measurement volume, and a second primary mark of the at least one particle whose value influences an effective sampling area corresponding to the measurement volume; generating and storing, for each one of the set of raw particle records to render a sampling area-corrected set of particle records, an effective sampling area based upon: the trajectory of the at least one particle into the measurement volume, and the second primary mark of the at least one particle; rendering an ensemble characteristic for the set of particles by performing an operation on the sampling area-corrected set of particle records. 2. The method of claim 1 , wherein the effective sampling area is further determined by applying a validation factor that either does not change or reduces a value for the effective sampling area. 3. The method of claim 2 , wherein the effective sampling area is further determined by applying a detection factor that either does not change or reduces a value for the effective sampling area based upon a fraction of particles passing through the measurement volume that did not result in a record generated and stored in the set of raw particle records. 4. The method of claim 1 , wherein the second primary mark is a particle dimension. 5. The method of claim 4 , wherein the particle dimension is a particle diameter. 6. The method of claim 1 , wherein a value of the effective sampling area is determined by a two-dimensional projection of the measurement volume oriented according to the trajectory of the mark into the measurement volume. 7. The method of claim 6 , wherein a value of the effective sampling area is determined by an effective beam width of an intersecting beam pair of a phase-Doppler interferometry apparatus. 8. The method of claim 1 , wherein the ensemble characteristic is a spray flux. 9. The method of claim 1 , wherein the ensemble characteristic is a mean droplet size. 10. The method of claim 1 , wherein the ensemble characteristic is a cumulative—volume representative mark. 11. The method of claim 10 , wherein the cumulative-volume representative mark is a particle physical size parameter. 12. The method of claim 11 , wherein the particle physical size parameter is a diameter. 13. The method of claim 1 , wherein the set of particles are a set of droplets. 14. The method of claim 13 , wherein droplets of the set of droplets are ejected from a spray nozzle into the measurement volume containing a fluid.
in liquids, e.g. trouble · CPC title
by optical means · CPC title
in gas, e.g. fog · CPC title
for determining the trajectory of particles, e.g. of electrons (measurement performed on radiation beams G01T1/29; processing or analysing tracks of particles G01T5/02) · CPC title
Investigating concentration of particle suspensions (by weighing G01N5/00; investigating sedimentation of particle suspensions G01N15/04; investigating individual particles G01N15/10) · CPC title
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