Estimating phase fraction/distribution with dielectric contrast analysis
US-2019242733-A1 · Aug 8, 2019 · US
US11733079B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11733079-B2 |
| Application number | US-202117307086-A |
| Country | US |
| Kind code | B2 |
| Filing date | May 4, 2021 |
| Priority date | May 26, 2020 |
| Publication date | Aug 22, 2023 |
| Grant date | Aug 22, 2023 |
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A method for estimating a flow rate of a material (e.g., a multiphase fluid) may include: flowing the material through one or more of a plurality of receptacles of a dielectric contrast analysis structure that includes: a bulk dielectric substance and the plurality of receptacles in the bulk dielectric substance; exposing the dielectric contrast analysis structure to incident electromagnetic radiation; detecting and analyzing a resultant electromagnetic radiation from the exposed dielectric contrast analysis structure to yield a phase fraction in the material and a phase distribution in the material; measuring a differential pressure across the dielectric contrast analysis structure; and estimating the flow rate of the material using the differential pressure, the phase fraction, and the phase distribution in the material.
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What is claimed is: 1. A method comprising: flowing a material through one or more of a plurality of receptacles of a dielectric contrast analysis structure that comprises: a bulk dielectric substance and the plurality of receptacles in the bulk dielectric substance; exposing the dielectric contrast analysis structure to incident electromagnetic radiation; detecting and analyzing a resultant electromagnetic radiation from the exposed dielectric contrast analysis structure to yield a phase fraction in the material and a phase distribution in the material; measuring a differential pressure across the dielectric contrast analysis structure; and estimating a flow rate of the material using the differential pressure, the phase fraction, and the phase distribution in the material. 2. A method according to claim 1 , wherein the estimating the flow rate uses a data analytics model that comprises a machine learning model trained using measured data, simulated data, or a combination thereof. 3. The method of claim 1 , wherein the incident electromagnetic radiation comprises one or more frequencies between 1 megahertz and 100 gigahertz. 4. A method according to claim 1 , wherein the fluid is a multiphase fluid. 5. A method according to claim 1 , wherein the differential pressure is measured using a first pressure sensor and a second pressure sensor spaced 200 cm or less from the first probe with the dielectric contrast analysis structure therebetween. 6. A method according to claim 1 , wherein the analyzing the resultant electromagnetic radiation comprises at least one of: (a) estimating at least one of a complex dielectric constant of the material, a complex permittivity of the material, a complex conductivity of the material, and a complex index of refraction of the material; (b) processing the detected resultant electromagnetic radiation to extract relevant low frequency information; and (c) averaging the detected resultant electromagnetic radiation over a range of orientations to improve signal-to-noise. 7. A method according to claim 1 , wherein: the detecting the resultant electromagnetic radiation comprises: (a) measuring a first transmission coefficient of the resultant electromagnetic radiation through the dielectric contrast analysis structure along a first axis (orientation); and (b) measuring a second transmission coefficient of the resultant electromagnetic radiation through the dielectric contrast analysis structure along a second axis (orientation), different from the first axis; and wherein the analyzing the resultant electromagnetic radiation comprises: comparing the first transmission coefficient and the second transmission coefficient. 8. A method according to claim 7 further comprising: measuring a plurality of transmission coefficients of the resultant electromagnetic radiation through the dielectric contrast analysis structure along a plurality of axes, each of the plurality of axes coplanar with the first axis and the second axis. 9. A method according to claim 8 , wherein the first axis, the second axis, and the plurality of axes are distributed symmetrically across a 360° arc. 10. A method according to claim 8 , wherein the incident electromagnetic radiation comprises a plurality of frequencies; wherein the comparing comprises creating plots of the first, second, and plurality of transmission coefficient measurements as functions of the plurality of frequencies and of relative orientations of the first axis, the second axis, and the plurality of axes; and wherein the analyzing further comprises statistically evaluating the plots. 11. A method according to claim 7 , wherein the incident electromagnetic radiation comprises a plurality of frequencies; and wherein the comparing comprises plotting the first and second transmission coefficient measurements as functions of the plurality of frequencies and of a relative orientation of the first axis with respect to the second axis. 12. A method according to claim 11 , wherein the analyzing further comprises: using data analytics methods and/or machine learning approaches to estimate the phase fraction and/or the phase distribution of the fluid based on the first transmission coefficient and the second transmission coefficient.
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