多相流
两相流
超声波
材料科学
多普勒效应
后验概率
流量测量
测量不确定度
最大后验估计
流量(数学)
贝叶斯推理
观测误差
声学
贝叶斯概率
机械
数学
统计
物理
最大似然
天文
作者
Hanrui Zhang,Feng Dong,Chao Tan
标识
DOI:10.1109/tim.2023.3280504
摘要
Concentration measurement of multiphase flow is essential to flow assurance and monitoring in industrial processes. The concentration profile is a quantitative parameter to diagnose the multiphase flow states and has drawn wide attention from researchers. An ultrasound Doppler technique is adopted to measure the concentration profile of liquid-solid two-phase horizontal pipe flow. A Bayesian inference based on the Differential Evolution Adaptive Metropolis sampling algorithm is proposed to solve the statistical inversion of the concentration profile. The posterior probability distributions of the solid concentration are sampled, and the final concentration profile is chosen with the maximum a posteriori probability. An experimental platform is built for liquid-solid two-phase flow experiments and ultrasound concentration profile measurement. The measured concentration profiles are verified with a maximum mean absolute error of 8.14%.
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