33 citations · 64 across the 4 of their papers we have counts for
4 papers
Interfacial area transport for bubbly-to-slug transition flows in small diameter pipes
Zhuoran Dang, Mamoru Ishii
This study aims to experimentally investigate the two-group interfacial area transport in small diameter pipes. Experimental data focusing on the bubbly to slug transition regime,…
Two-phase interfacial structure of bubbly-to-slug transition flows in a 12.7 mm ID vertical tube
Zhuoran Dang, Guanyi Wang, Mamoru Ishii
This experimental study focuses on the characteristics of air-water two-phase interfacial structure. Interfacial parameters including void fraction, interfacial area concentration,…
A physics-informed reinforcement learning approach for the interfacial area transport in two-phase flow
Zhuoran Dang, Mamoru Ishii
The prediction of interfacial structure in two-phase flow systems is difficult and challenging. In this paper, a novel physics-informed reinforcement learning-aided framework (PIRL…
Two-phase flow regime prediction using LSTM based deep recurrent neural network
Zhuoran Dang, Mamoru Ishii
Long short-term memory (LSTM) and recurrent neural network (RNN) has achieved great successes on time-series prediction. In this paper, a methodology of using LSTM-based deep-RNN f…