Measurement of water content of oil-water two-phase flows using dual-frequency microwave method in combination with deep neural network

C Zhao, G Wu, Y Li - Measurement, 2019 - Elsevier
This paper presents a microwave dual frequency correction algorithm to measure the water
content of the oil-water two-phase flows, which can eliminate the influence of conductivity …

A novel deep learning framework for industrial multiphase flow characterization

W Dang, Z Gao, L Hou, D Lv, S Qiu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Due to the inherent disturbances associated with flow structures, measurement of the
complicated flow parameters in multiphase flows remains a challenging problem of …

A parallel-wire microwave resonant sensor for measurement of water holdup in high water-cut oil-in-water flows

W Liu, N Jin, D Wang, Y Han, J Ma - Flow Measurement and …, 2020 - Elsevier
In the present study, we propose a parallel-wire microwave resonant sensor (PMRS) with
transmission-through configuration for water holdup measurement in high water-cut oil-in …

Water cut measurement of oil–water two-phase flow in the resonant cavity sensor based on analytical field solution method

Y Yang, Y Xu, C Yuan, J Wang, H Wu, T Zhang - Measurement, 2021 - Elsevier
Microwave resonant cavity method has become one of the most attractive measurement
ways in the petroleum industry. The exploration of measurement models is of great …

Gas/liquid two-phase flow pattern identification method using Gramian angular field and densely connected network

L Zhang, S Zhang - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Accurate identification of flow patterns is of great importance for industrial production. A flow
pattern identification method based on Gramian angular field (GAF) and densely connected …

Measurement of high-water-content oil-water two-phase flow by electromagnetic flowmeter and differential pressure based on phase-isolation

Y Yang, W Ha, C Zhang, M Liu, X Zhang… - Flow Measurement and …, 2022 - Elsevier
When the oil field has been exploited by long-term water-flooding, it will be in high water-
content stage of production. However, it is a great challenge for high-water-content …

Measurement of inclined oil-water two-phase flows with the combination of electromagnetic flowmeter and differential pressure sensor

Y Liu, Z Tang, L Bai, B Jiang, N Jin - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Accurate measurement of inclined oil–water two-phase flows is vital for guiding reservoir
management. Internal waves in such flows present a major challenge to production logging …

Water holdup measurement of oil-water two-phase flow with low velocity using a coaxial capacitance sensor

X Chen, YF Han, YY Ren, HX Zhang, H Zhang… - … Thermal and Fluid …, 2017 - Elsevier
This paper is devoted to measuring water holdup of oil-water two-phase flow with low
velocity using a coaxial capacitance sensor. We first investigated the distribution …

Measurement of oil–gas–water flows in vertical pipes using electromagnetic flowmeter and dual-conductance sensors

Z Tang, N Jin, Q Yang, L Bai… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Three-phase flows are significantly complicated in comparison to single-phase flows and
gas–liquid two-phase flows. So far, faced with the presence of two nonconductive dispersed …

The performance characteristics of electromagnetic flowmeter in vertical low-velocity oil-water two-phase flow

N Jin, C Yu, Y Han, Q Yang, Y Ren… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
Since the responses of the electromagnetic flowmeter (EMF) can be affected by the flow
characteristics, the combination of the EMF and the void fraction meter is always necessary …