Numerous efficient numerical algorithms have been developed for phase-field surfactant models, including the convex splitting method, the scalar auxiliary variable (SAV) approach, the invariant energy quadratization (IEQ) approach, and the new Lagrange multiplier method. In this paper, we introduce novel numerical schemes based on the supplementary variable method for solving and simulating the binary fluid phase-field surfactant model of the Cahn-Hilliard type. The key innovation of our method is the introduction of an auxiliary variable, which reformulates the original problem into a constrained optimization framework. This reformulation offers several significant advantages over existing approaches. Firstly, our schemes require solving only a few Poisson-type systems with constant coefficient matrices, significantly reducing computational costs. Secondly, the proposed schemes preserve mass conservation and adhere to the original energy dissipation law at the discrete level, in contrast to the SAV and IEQ approaches, which adhere to modified dissipation laws. Additionally, we rigorously establish the energy stability of the schemes. Extensive 2D and 3D numerical experiments confirm the accuracy and efficiency of the proposed schemes.
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