Concepedia

Vibration-based multiphase-flow pattern classification via machine learning techniques

Guilherme Serpa Sestito, Ricardo Álvarez-Briceño, Gherhardt Ribatski, Maíra Martins da Silva, Leopoldo Pisanelli Rodrigues de Oliveira

Flow Measurement and Instrumentation · 2022 · 23 citations · 25 references

Open access

Concepts

EngineeringComputer ScienceMechanical EngineeringMachine LearningMultiphase FlowVibrationCondition MonitoringFlow ModelingPattern RecognitionTime Series Feature ExtractionVibration DiagnosticsVibration MeasurementFlow Pattern RecognitionMachine Learning For Vibration MonitoringPattern Recognition For Flow Diagnostics

References

25

Vibration analysis of shell-and-tube heat exchangers: an overview—Part 1: flow, damping, fluidelastic instability

M. J. Pettigrew, Colette E. Taylor · Journal of Fluids and Structures · 2003 · 145 citations

Engineering, Mechanical Engineering, Physics +17

Prediction of two-phase flow patterns in upward inclined pipes via deep learning

Zi Lin, Xiaolei Liu, Liyun Lao et al. · Energy · 2020 · 132 citations · Full text

Engineering, Civil Engineering, Computational Engineering +16

PWR steam generators

S.J. Green, G. Hetsroni · International Journal of Multiphase Flow · 1995 · 126 citations

The Linear Separability Problem: Some Testing Methods

David Elizondo · IEEE Transactions on Neural Networks · 2006 · 115 citations

Computing, Computer Science, Mathematics +17

Vertical, upward gas-liquid two-phase flow across a tube bundle

R. Ulbrich, Dieter Mewes · International Journal of Multiphase Flow · 1994 · 92 citations

Engineering, Physics, Fluid Dynamics +12