A reinforcement learning framework that adjusts bubble Sauter mean diameter along a tube reproduces interfacial area concentration measurements in vertical bubbly flow with 6.556% rRMSE when given the experimental void fraction profile as input.
Two-phase interfacial structure of bubbly-to-slug transition flows in a 12.7 mm ID vertical tube
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
This experimental study focuses on the characteristics of air-water two-phase interfacial structure. Interfacial parameters including void fraction, interfacial area concentration, and bubble interfacial velocity are measured using four-sensor electrical conductivity probe on a 12.7 mm ID vertical tube. The tube size is approximately equal to the maximum distorted bubble size. Therefore, the bubbly-to-slug transition characteristics can be different from in other sizes of tubes. Comparing with previous studies, this study provides an experimental database with a wide range on the bubbly-to-slug transition flows, with 4 different superficial liquid velocities (0.3, 0.5, 1.0, and 2.0 m/s) and void fraction ranging from 0.07 to 0.66. Experimental results show that the wall-peak void distribution does not appear in a small diameter tube under the bubbly-to-slug flow transition flow. The distribution is related with both void fraction and the relative bubble size to the tube size. In this sense, a new correlation of distribution parameter in the Drift Flux model is proposed based on the previous studies by Ishii and Hibiki et al. This experimental study can be a good reference for the model development of flow regime transition and the Interfacial Area Transport Equation.
fields
physics.comp-ph 1years
2019 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow
A reinforcement learning framework that adjusts bubble Sauter mean diameter along a tube reproduces interfacial area concentration measurements in vertical bubbly flow with 6.556% rRMSE when given the experimental void fraction profile as input.