“…High accuracy is achieved on multiphase flow regimes identification in [14] and [15]. Other representative work includes distinguishing multiphase flow patterns for given flow conditions by analysing time-series signals 30 [16], implementing Long-Short Term Memory (LSTM) on flow regime prediction [17], and applying the cluster-based reduced-order model to extract the flow features of slug flow [18].…”