In this paper, the first self-adaptive deep learning algorithm is proposed in details to
accelerate flash calculations, which can quantitatively predict the total number of phases in …

Efficient and robust phase equilibrium computation has become a prerequisite for successful
large-scale compositional reservoir simulation. When knowledge of the number of phases is …

CO 2 injection for enhanced oil recovery (CO 2-EOR) is one of the industry's most widely
applied techniques for CO 2 utilization. People use the compositional simulation technique …

Approaches are presented for reducing the computation time spent on flash calculations in
compositional, transient simulations. In a conventional flash calculation, the majority of the …

Given pressure, temperature, and composition of a fluid, one desires to determine whether
the single phase state is stable. This problem is, in principle, much simpler than phase …

CO2 injection into an oil reservoir at low temperature can lead to the formation of three
hydrocarbon phases. Key challenges persist in the development of phase equilibrium …

CO 2 flooding at low temperatures often results in three or more hydrocarbon phases.
Multiphase compositional simulation must simulate such gasfloods accurately. Drawbacks of …

Multiphase flash calculations and phase stability analysis are central in compositional
reservoir and chemical process simulators. For instance, in some simulations, a huge …

Phase equilibrium calculation, also known as flash calculation, has been extensively
applied in petroleum engineering, not only as a standalone application for a separation …

The computational time for conventional flash calculations increases significantly with the
number of components, making it impractical for use in many fine-grid compositional …