Article

A Level Set Formulation of Eulerian Interface Capturing Methods for Incompressible Fluid Flows

Authors:
  • Roswell Biotechnolgies
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Abstract

A level set formulation is derived for incompressible, immiscible Navier–Stokes equations separated by a free surface. The interface is identified as the zero level set of a smooth function. Eulerian finite difference methods based on this level set formulation are proposed. These methods are robust and efficient and are capable of computing interface singularities such as merging and reconnection. Numerical experiments are presented to demonstrate the effectiveness of the methods.

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... However, the interactions of the two-phases are directly captured by a fractional step approach, where the pressure Poisson equation is recast using constant coefficients building upon the ideas in [14] and [13]. A conservative level-set approach is used based on the dual-redistancing scheme proposed in [17,18] for mass conservation, while the pressure jumps at the interface are enforced using the Ghost Fluid Method (GFM) [19]. While the previous approaches are not novel in themselves, to the author's knowledge it is the first time they are combined in such a formulation. ...
... The level-set approach has been widely used in modeling two-phase flows from its relative simplicity through the use of a scalar function ϕ classically defined as a signed distance function [17,21,22], ...
... Numerical diffusion can lead to mass imbalance, where errors are prone to increase with local curvature due to grid resolution. To enforce global mass conservation for each phase, a second redistancing procedure is employed [17,18]. The perturbed Hamilton-Jacobi equation is marched toward steady-state: ...
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Strong turbulence interacting with a free-surface is a challenging problem, where the interface between gas and liquid is disrupted, generating droplets and bubbles. Turbulent bubble entrainment and breakdown is of paramount importance to quantify mass and momentum transport, and developing lower order models. Thus far, computational costs of scale resolving simulations (for both interface and turbulence) have limited the ability to study these flows. In this work we leverage recent advances in two-phase solvers, including a splitting scheme for the Poisson equation allowing the use of FFT-based Fast Poisson Solvers (FPS) greatly reducing solution time, with verifiable accuracy; coupled with the Ghost Fluid Method (GFM) for a sharp interface treatment. The proposed formulation uses the level set approach, with a dual-redistancing scheme for global mass conservation of each phase. To analyze strong free-surface turbulence, homogeneous isotropic turbulence (HIT) is forced under an air-water interface to analyze stationary statistics of the flow including entrained bubble sizes and Reynolds stresses. Two different approaches are used for the sub-surface forcing. The first uses the common linear forcing scheme in physical space, which imposes a constraint on the domain size. The alternative approach relies on the synthetic random Fourier method to generate a boundary condition which reduces the total computational domain, allowing for higher Reynolds number simulations of turbulent free-surface flows.
... This determines the evolution of the lamellipodium shape through the solution of a Hamilton-Jacobi equation, coupled to the elastic equilibrium equation. The resulting mathematical problem is amenable to numerical simulation via the level set method (29,30) which has been applied to cell evolution study (17,31). In addition to the substrate stress field, the evolving shape of the lamellipodium is the main output of the model. ...
... We use the level set method (29,30) which has been successfully applied to cell evolution study, e.g., (17,31) to solve for the evolution of the lamellipodium boundary C t together with the other model equations. The level set function ϕ(x, t) vanishes on C t , is positive inside Ω t and negative outside it. ...
... This procedure is crucial for our formulation, since the extension of the normal velocity V in our case is not continuous across the phase boundary in the sharp-interface ε limit. This makes computations more difficult than in the fluid interface problem considered in (30,38), where the normal velocity is continuous across the interface. ...
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A mathematical model is proposed for shape evolution and locomotion of fish epidermal keratocytes on elastic substrates. The model is based on mechanosensing concepts: cells apply contractile forces onto the elastic substrate, while cell shape evolution depends locally on the substrate stress generated by themselves or external mechanical stimuli acting on the substrate. We use the level set method to study the behavior of the model numerically, and predict a number of distinct phenomena observed in experiments, such as (i) symmetry breaking from the stationary centrosymmetric to the well-known steadily propagating crescent shape, (ii) asymmetric bipedal oscillations and traveling waves in the lamellipodium leading edge (iii) response to mechanical stress externally applied to the substrate (tensotaxis), (iv) changing direction of motion towards an interface with a rigid substrate (durotaxis) and (v) the configuration of substrate wrinkles induced by contractile forces applied by the keratocyte.
... A wide variety of techniques have been proposed to model multiphase fluid systems with incompressible, immiscible fluids. These include explicit front-tracking techniques [1,2], the volume-of-fluid method [3,4], the phasefield method [5,6,7], and the level set method [8,9]. A constant challenge in each of these techniques is the conservation of mass during the course of the simulation. ...
... Some techniques, such as the Immersed Interface Method [21], augment the discretization of the differential equations to take into account the jumps across the interface. Another technique, which is explained here, is to model the domain as a "single" fluid with spatially varying properties [9,22]. The interface condition, Eq. ...
... Additional information regarding the semi-Lagrangian method for Navier-Stokes equations is given in Ref [27]. The next step of a standard projection method would be to determine the pressure to satisfy local volume conservation, Eq. (9). In this work global conservation is also considered. ...
Preprint
The conservation of mass is common issue with multiphase fluid simulations. In this work a novel projection method is presented which conserves mass both locally and globally. The fluid pressure is augmented with a time-varying component which accounts for any global mass change. The resulting system of equations is solved using an efficient Schur-complement method. Using the proposed method four numerical examples are performed: the evolution of a static bubble, the rise of a bubble, the breakup of a thin fluid thread, and the extension of a droplet in shear flow. The method is capable of conserving the mass even in situations with morphological changes such as droplet breakup.
... The family of boundary unfitted approaches, on the other hand, considers meshes which are not fitting with the interface. Several approaches fall in this family: we mention, for instance, the level set formulation [19], the Nitsche-XFEM method [1,18], the fictitious domain approach introduced in [25,26], the cut-FEM method [17], the shifted boundary method [5] and the immersed boundary-conformal isogeometric method [37]. In our case, the fluid and solid are discretized by two completely independent meshes and then the solid discretization is in some way superimposed to the fluid one. ...
... and the continuous one (u, p, X, λ). The error analysis relies again on inf-sup conditions similar to (19). Since the bilinear form B is computed exactly, we assume that the discrete form A h satisfied the inf-sup condition; the proof is postponed to Section 8. ...
... Thanks to the results in [38], Assumption 1 and the first inf-sup condition in (19) [16] imply the following inf-sup condition [6] (29) ...
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We consider a fictitious domain formulation for fluid-structure interaction problems based on a distributed Lagrange multiplier to couple the fluid and solid behaviors. How to deal with the coupling term is crucial since the construction of the associated finite element matrix requires the integration of functions defined over non-matching grids: the exact computation can be performed by intersecting the involved meshes, whereas an approximate coupling matrix can be evaluated on the original meshes by introducing a quadrature error. The purpose of this paper is twofold: we prove that the discrete problem is well-posed also when the coupling term is constructed in approximate way and we discuss quadrature error estimates over non-matching grids.
... For the fluid-fluid interface capturing, some numerical methods were developed to investigate interfacial dynamics such as the front-tracking method [1], level set (LS) method [2], volume of fluid (VOF) method [3], and diffuse interface method [4]. Due to an artificial interface rupture based upon some ad hoc criteria [1], the front-tracking method is not * szh070318@zufe.edu.cn ...
... Once the hydrodynamic force F h is obtained, the hydrodynamic torque T h can be computed, and then the translational and angular velocities are updated by Eqs. (2) and (3). One merit of SPM is the calculation of the hydrodynamic interaction force F h on the particle as one of the direct force methods, which can be obtained by the summation of the fluid-solid interaction force f p at the position x. ...
... In the simulation, the computational domain is divided into a 256 × 256 grid with the same boundary conditions as the previous case. The properties of the fluids and cylindrical particles are given by ρ l = ρ g = 1, η l /η g = 1.0, and (ρ p1 , ρ p2 ) = (1.5, 1.5), (0.5, 0.5), and (1.5, 0.5) for cases (1), (2), and (3), respectively, and Bond number |Bo| = 0.257 ...
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In this paper a phase-field based lattice Boltzmann equation (LBE) is developed to simulate wettable particles fluid dynamics together with the smoothed-profile method (SPM). In this model the evolution of a fluid-fluid interface is captured by the conservative Allen-Cahn equation (CACE) LBE, and the flow field is solved by a classical incompressible LBE. The solid particle is represent by SPM, and the fluid-solid interaction force is calculated by direct force method. Some benchmark tests including a single wettable particle trapped at the fluid-fluid interface without gravity, capillary interactions between two wettable particles under gravity, and sinking of a horizontal cylinder through an air-water interface are carried out to validate present CACE LBE for fluid-fluid-solid flows. Raft sinking of multiple horizontal cylinders (up to five cylinders) through an air-water interface is further investigated with the present CACE LBE, and a nontrivial dynamics with an unusual nonmonotonic motion of the multiple cylinders is observed in the vertical plane. Numerical results show that the predictions by the present LBE are in good agreement with theoretical solutions and experimental data.
... This comes at the price of reducing the accuracy of the scheme unless special techniques are used. Within this family of methods, we mention, for instance, the level set method [42,24], the immersed boundary method [40,41], the fictitious domain approach [34,33], the immersed boundary-conformal isogeometric method [44], the shifted boundary method [39,6], the virtual element method on polygonal pixel-based tessellations [11], the fat boundary method [10] and, finally, the Nitsche-XFEM method [1,19]. ...
... We set c h = c 0,h . The continuity of c 0,h (µ h , v h (X)) is a direct consequence of the continuity of c 0 combined with (24) and the inclusion X(B) ⊂ Ω; indeed it holds ...
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We consider a distributed Lagrange multiplier formulation for fluid-structure interaction problems in the spirit of the fictitious domain approach. Our previous studies showed that the formulation is unconditionally stable in time and that its mixed finite element discretization is well-posed. In this paper, we analyze the behavior of the condition number with respect to mesh refinement. Moreover, we observe that our formulation does not need any stabilization term in presence of small cut cells and conditioning is not affected by the interface position.
... Our mass transfer model was described in Welch and Wilson [25] in connection with a Volume of Fluid (VOF) implementation. The advection equation for the level set function is solved using the essentially non-oscillatory (ENO) scheme [32], while the advection of the VOF function is achieved through the geometric advection method. Once the location of the interface is identified in the computational domain, we use the embedded boundary method [16] to accurately capture the phase change process at the interface. ...
... We derive the pressure Poisson equation from the augmented continuity equation and the momentum equation, which is solved iteratively by preconditioned conjugate gradient scheme of Van der Vorst [34]. The advection terms of the momentum equations are discretized using the ENO scheme [32], while the diffusive terms are discretized using the central difference scheme. The detailed formulation and numerical method utilized in this study can also be found in Ref. [14]. ...
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The evaporation of a liquid drop of initial diameter (Ddrop) migrating in a tube of diameter (D0) is investigated using the coupled level set and volume of fluid (CLSVOF) method focusing on determining the heat and mass transfer coefficients for a deforming drop. A robust phase change model is developed using an embedded boundary method under a finite difference framework to handle vaporizing flows. The model is extensively validated through simulations of benchmark problems such as arbitrary evaporation of a static drop and reproduction of psychrometric data. The results show that the Sherwood number (Sh) and the Nusselt number (Nu) reach a steady value after an initial transient period for the drop subjected to Hagen-Poiseuille flow. A parametric study is conducted to investigate the effect of drop deformation on the rate of evaporation. It is observed that Stefan flow due to evaporation has a negligible impact on the drop deformation dynamics. We also observed that, for different values of Ddrop/D0, the Sh follows a linear correlation with Re^{1/2}Sc^{1/3}.
... In this case, meshes are generated without taking care of the interface, which is allowed to cross elements. We mention, for instance, the Immersed Boundary Method [66,67], where the interface position is tracked by Dirac delta functions, and the level set method [71,34], where the interface corresponds to the zero level set of a certain function. Other techniques such as Nitsche-XFEM [1], Cut-FEM [28,31,52], Finite Cell methods [38,39,48], and Ghost-FEM [7] are based on the use of penalty terms. ...
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We review the main features of an unfitted finite element method for interface and fluid-structure interaction problems based on a distributed Lagrange multiplier in the spirit of the fictitious domain approach. We recall our theoretical findings concerning well-posedeness, stability, and convergence of the numerical schemes, and discuss the related computational challenges. In the case of elliptic interface problems, we also present a posteriori error estimates.
... In such type of method, scalars (q; a; /) are located at the cell centers, and velocity components are assigned at the center of the cell faces. The convection and the viscous terms were discretized by a second order ENO method 61 and central differencing, respectively. An explicit time stepping method was adopted in the present study, and to maintain the stability of the solution, time steps are chosen to satisfy Courant-Friedrichs-Lewy (CFL), capillary, viscous, and gravitational time conditions. ...
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Electrohydrodynamics (EHD) deals with the motion of a liquid under the influence of an external electric field, and a leaky dielectric fluid has low but non-zero conductivity. Many earlier studies on EHD have considered the flow of perfect dielectric fluids. This study has established a computational framework to investigate the droplet evolution pattern of leaky dielectric fluids under an externally applied electric field. The Navier–Stokes equations and charge conservation equations are solved using the coupled level set and volume of fluid method. It was observed that the dynamics of the leaky dielectric liquid emanating from the orifice of an ejector depends on several factors such as flow rate, electric field intensity, surface tension, Coulombic forces, and electrophoretic forces. Different jetting regimes, such as choked jets, pulsating jets, steady cone jets, and multi jets, were observed based on these conditions. Variations in the drop diameters and jet breakup length at different flow rates were studied, and the results were compared with the available experimental results. It was also observed that the breakup time and detached drop volume can be suitably tuned by varying the strength of the applied electric field.
... The advection equation for the level-set is discretized in space using a fifth-order weighted essentially nonoscillatory scheme [23] and advanced in time with a third-order total variation diminishing Runge-Kutta scheme [24]. A dual-redistancing approach is used at every time step to ensure the level-set remains a signed distance function while maintaining the global mass conservation of each phase [25,26]. Numerical tests show that this dual-redistancing approach works very well and achieves low errors in mass conservation while avoiding the additional complexities of other approaches such as coupled volume of fluid (CVOF) [22]. ...
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Two-phase flows involving the dynamic interaction of gas and liquid phases are fundamental to both natural and industrial systems. A critical phenomenon in these flows is bubble fragmentation, which affects interfacial area and mass/momentum transfer. Direct numerical simulations (DNS) of turbulent two-phase bubbly flows allow for improved control of physical parameters and access to local flow variables that are challenging to obtain from traditional experiments. In this work, we perform numerical experiments of bubble breakup in decaying isotropic turbulence, at moderate Weber number regimes. By analyzing the interfacial strain rate and turbulent kinetic energy exchange, we provide new insights into the interplay between turbulence and bubble breakup dynamics. Different bubble sizes around the integral scale are simulated for a fixed bubble Weber number, which defines the ratio of turbulent and surface tension forces, maintaining the level of deformability. Results reveal that bubbles closest to the turbulence integral scale have the highest deformation levels and are most efficient in extracting energy from the flow. Smaller bubbles show the least amount of deformation and are unable to capture energy from the larger eddies, in agreement with the Kolmogorov-Hinze hypothesis.
... The advection equation for the level-set is discretized in space using a fifth-order weighted essentially non-oscillatory scheme [23] and advanced in time with a thirdorder total variation diminishing Runge-Kutta scheme [24]. A dual-redistancing approach is used at every time step to ensure the level-set remains a signed distance function while maintaining global mass conservation of each phase [25,26]. Numerical tests show that this dual-redistancing approach works very well and achieves low errors in mass conservation, while avoiding the additional complexities of other approaches such as coupled Volume of Fluid (CVOF) [22]. ...
Preprint
Full-text available
Two-phase flows involving the dynamic interaction of gas and liquid phases are fundamental to both natural and industrial systems. A critical phenomenon in these flows is bubble fragmentation, which affects interfacial area and mass/momentum transfer. Direct Numerical Simulations (DNS) of turbulent two-phase bubbly flows allow for an improved control of physical parameters and access to local flow variables which are challenging to obtain from traditional experiments. In this work we perform numerical experiments of bubble breakup in decaying isotropic turbulence, at moderate Weber number regimes. By analyzing the interfacial strain rate and turbulent kinetic energy exchange, we provide new insights into the interplay between turbulence and bubble breakup dynamics. Different bubble sizes around the integral scale are simulated for a fixed bubble Weber number, which defines the ratio of turbulent and surface tension forces, maintaining the level of deformability. Results reveal that bubbles closest to the turbulence integral scale have the highest deformation levels, and are most efficient in extracting energy from the flow. Smaller bubbles show the least amount of deformation, and are unable to capture energy from the larger eddies, in agreement with the Kolmogorov-Hinze hypothesis.
... For instance, the outward unit normal vector to Γ(τ ) is given by n = ∇φ |∇φ| , and the mean curvature of each level set is κ = ∇ · ∇φ |∇φ| . Other geometric quantities, such as the arclength |Γ| and the enclosed area |ω| of ω, can be expressed respectively as 26,28 : ...
Preprint
We propose here the use of the variational level set methodology to capture Lagrangian vortex boundaries in 2D unsteady velocity fields. This method reformulates earlier approaches that seek material vortex boundaries as extremum solutions of variational problems. We demonstrate the performance of this technique for two different variational formulations built upon different notions of coherence. The first formulation uses an energy functional that penalizes the deviation of a closed material line from piecewise uniform stretching [Haller and Beron-Vera, J. Fluid Mech. 731, R4 (2013)]. The second energy function is derived for a graph-based approach to vortex boundary detection [Hadjighasem et al., Phys. Rev. E 93, 063107 (2016)]. Our level-set formulation captures an a priori unknown number of vortices simultaneously at relatively low computational cost. We illustrate the approach by identifying vortices from different coherence principles in several examples.
... and the discretized Heaviside function [38] is ...
Preprint
We investigate the evolution of vortex-surface fields (VSFs) in compressible Taylor--Green flows at Mach numbers (Ma) ranging from 0.5 to 2.0 using direct numerical simulation. The formulation of VSFs in incompressible flows is extended to compressible flows, and a mass-based renormalization of VSFs is used to facilitate characterizing the evolution of a particular vortex surface. The effects of the Mach number on the VSF evolution are different in three stages. In the early stage, the jumps of the compressive velocity component near shocklets generate sinks to contract surrounding vortex surfaces, which shrink vortex volume and distort vortex surfaces. The subsequent reconnection of vortex surfaces, quantified by the minimal distance between approaching vortex surfaces and the exchange of vorticity fluxes, occurs earlier and has a higher reconnection degree for larger Ma owing to the dilatational dissipation and shocklet-induced reconnection of vortex lines. In the late stage, the positive dissipation rate and negative pressure work accelerate the loss of kinetic energy and suppress vortex twisting with increasing Ma.
... In particular, the isoline at φ s = 1/2 represents the interface. Similarly to the Volume of Fluid (Hirt & Nichols 1981) and Level Set (Sussman et al. 1994;Chang et al. 1996) methods used to simulate multi phase flows, we can write the stress in a mixture form as ...
Preprint
We perform numerical simulations of a turbulent channel flow over an hyper-elastic wall. In the fluid region the flow is governed by the incompressible Navier-Stokes (NS) equations, while the solid is a neo-Hookean material satisfying the incompressible Mooney-Rivlin law. The multiphase flow is solved with a one-continuum formulation, using a monolithic velocity field for both the fluid and solid phase, which allows the use of a fully Eulerian formulation. The simulations are carried out at Reynolds bulk Re=2800 and examine the effect of different elasticity and viscosity of the deformable wall. We show that the skin friction increases monotonically with the material elastic modulus. The turbulent flow in the channel is affected by the moving wall even at low values of elasticity since non-zero fluctuations of vertical velocity at the interface influence the flow dynamics. The near-wall streaks and the associated quasi-streamwise vortices are strongly reduced near a highly elastic wall while the flow becomes more correlated in the spanwise direction, similarly to what happens for flows over rough and porous walls. As a consequence, the mean velocity profile in wall units is shifted downwards when shown in logarithmic scale, and the slope of the inertial range increases in comparison to that for the flow over a rigid wall. We propose a correlation between the downward shift of the inertial range, its slope and the wall-normal velocity fluctuations at the wall, extending results for the flow over rough walls. We finally show that the interface deformation is determined by the fluid fluctuations when the viscosity of the elastic layer is low, while when this is high the deformation is limited by the solid properties.
... However, it can potentially involve drawbacks with respect to accuracy of mass conservation, resolution of both discontinuities and high gradients across the interface, or the imposition of boundary conditions. The most common examples for interface capturing methods are the level-set method [2,3] and the volume-of-fluid method [4]. ...
Preprint
A novel method - the Virtual Ring Shear-Slip Mesh Update Method (VR-SSMUM) - for the efficient and accurate modeling of moving boundary or interface problems in the context of the numerical analysis of fluid flow is presented. We focus on cases with periodic straight-line translation including object entry and exit. The periodic character of the motion is reflected in the method via a mapping of the physical domain onto a closed virtual ring. Therefore, we use an extended mesh, where unneeded portions are deactivated to control the computational overhead. We provide a validation case as well as examples for the applicability of the method to 2D and 3D models of packaging machines.
... This is obtained by introducing a monolithic velocity vector field valid everywhere, found by applying the volume averaging procedure [35,36]. Thus, we can write the Cauchy stress tensor σ ij in a mixture form, similarly to the Volume of Fluid [37] and Level Set [38,39] methods commonly used to simulate multiphase flows: ...
Preprint
We consider suspensions of deformable particles in a Newtonian fluid by means of fully Eulerian numerical simulations with a one-continuum formulation. We study the rheology of the visco-elastic suspension in plane Couette flow in the limit of vanishing inertia and examine the dependency of the effective viscosity μ\mu on the solid volume-fraction Φ\Phi, the capillary number \mbox{Ca}, and the solid to fluid viscosity ratio \mbox{K}. The suspension viscosity decreases with deformation and applied shear (shear-thinning) while still increasing with volume fraction. We show that μ\mu collapses to an universal function, μ(Φe)\mu \left( \Phi^{\rm e} \right), with an effective volume fraction Φe\Phi^{\rm e}, lower than the nominal one owing to the particle deformation. This universal function is well described by the Eilers fit, which well approximate the rheology of suspension of rigid spheres at all Φ\Phi. We provide a closure for the effective volume fraction Φe\Phi^{\rm e} as function of volume fraction Φ\Phi and capillary number \mbox{Ca} and demonstrate it also applies to data in literature for suspensions of capsules and red-blood cells. In addition, we show that the normal stress differences exhibit a non-linear behavior, with a similar trend as in polymer and filament suspensions. The total stress budgets reveals that the particle-induced stress contribution increases with the volume fraction Φ\Phi and decreases with deformability.
... The level set (LS) method, originally developed for tracking moving boundaries [1][2][3][4] has been widely applied in various TO problems [5][6][7][8][9]. TO problems can be cast into LS update equations using the shape sensitivities of corresponding objective functions and constraints [7,9]. ...
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This work presents a comparative study on the application of isogeometric analysis in boundary variation methods based topology optimization problems. Level set and phase field are two boundary variation methods gaining in popularity in topology optimization research community. Among different formulations on update methods, this work employs reaction-diffusion and Allen-Cahn update equations for level set and phase field methods respectively. The application of the isogeometric analysis method for these two update equations is new in the literature. The work explores the effect of different parameters, like basis function order, diffusion coefficient, and mesh size on three benchmark topology optimization problems. Our results indicate that quadratic NURBS-basis functions are adequate to solve compliance minimization problems, and increasing order leads to an increase of computation time without much change in accuracy. We found that whereas the phase field method allows a range of diffusion coefficients, the reaction-diffusion-based level set method was able to converge only for a narrow range of diffusion coefficients. Both methods faced convergence problems when the mesh size is increased for higher order basis functions. This study can provide guidance to new users interested in the application of isogeometric analysis in boundary variation methods for topology optimization.
... The motion of curves or surfaces with normal velocity that depends on curvature has a wide range of applications in science, engineering, and mathematics. A short, and nowhere near complete list includes materials science [1,2], fluid and bubble motion [3,4], image processing [5], computer vision [6,7], stochastic control [8], and more recently, data science [9]. There is a wealth of literature on numerical schemes for approximating geometric motions, and one of the most successful and widely used algorithms is the level set method. ...
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We introduce a novel algorithm that converges to level set convex viscosity solutions of high-dimensional Hamilton–Jacobi equations. The algorithm is applicable to a broad class of curvature motion PDEs, as well as a recently developed Hamilton–Jacobi equation for the Tukey depth, which is a statistical depth measure of data points. A main contribution of our work is a new monotone scheme for approximating the direction of the gradient, which allows for monotone discretizations of pure partial derivatives in the direction of, and orthogonal to, the gradient. We provide a convergence analysis of the algorithm on both regular Cartesian grids and unstructured point clouds in any dimension, and present numerical experiments that demonstrate the effectiveness of the algorithm in approximating solutions of the affine flow in two dimensions and the Tukey depth measure of high-dimensional datasets such as MNIST and FashionMNIST.
... On the other hand, interface-capturing methods, such as Volume-of-Fluid (VOF) [9] and level set methods [10], do not require the mesh to conform to the interface. Instead, these methods implicitly represent the interface using a scalar field. ...
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Traditional methods for solving physical equations in curved spaces, especially in fluid mechanics and general relativity, rely heavily on the use of Christoffel symbols. These symbols provide the necessary corrections to account for curvature in differential geometries but lead to significant computational complexity, particularly in numerical simulations. In this paper, we propose a novel, simplified approach that obviates the need for Christoffel symbols by symbolic programming and advanced numerical methods. Our approach is based on defining a symbolic mapping between Euclidean space and curved coordinate systems, enabling the transformation of spatial and temporal derivatives through Jacobians and their inverses. This eliminates the necessity of using Christoffel symbols for defining local bases and tensors, allowing for the direct application of physical laws in Cartesian coordinates even when solving problems in curved spaces. We demonstrate the robustness and flexibility of our method through several examples, including the derivation of the Navier-Stokes equations in cylindrical coordinates, the modeling of complex flows in bent cylindrical tubes, and the breakup of viscoelastic fluid threads. These examples highlight how our method simplifies the numerical formulation while maintaining accuracy and efficiency. Additionally, we explore how these advancements benefit free-surface flows, where mapping physical 3D domains to a simpler computational domain is essential for solving moving boundary problems.
... A dual-redistancing approach is used at every time step to ensure the level-set remains a signed distance function while maintaining global mass conservation of each phase Chang et al. (1996); Zhang et al. (1998). Numerical tests show that this dual-redistancing approach works very well and achieves low errors in mass conservation, while avoiding the additional complexities of other approaches such as coupled Volume of Fluid (CVOF) Calado et al. (2024). ...
Conference Paper
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A ship wake has its characteristic signature from breaking waves at the bow, a turbulent wake, and "white water" surrounding it due to entrained air diffracting light beams. The flow physics are complex, involving gas and liquid phases, turbulence and multi-scale phenomena. High-fidelity computations that capture the interface require intensive resources, particularly in the high Reynolds (turbulent) regime. Direct Numerical Simulations of quasi-steady forced turbulence below a free-surface are conducted as a model for the air entrainment behind a ship's wake. The two-phase flow solver uses the fractional step method for the solution of the Navier-Stokes equation, with a conservative level-set approach to capture the interface, and fast Poisson equation solution. Statistically stationary turbulence is forced below the free-surface, leading to a dynamic interaction and deformation of the interface and bubble formation. Phase-averaged statistics at iso-depths are performed to analyze air volume fraction, turbulent length scales and Reynolds stress components. The Reynolds stresses show a transition from isotropy toward quasi-2D turbulence approaching the free-surface. Spectral information on the fluctuating velocities is also extracted within the intermittent free-surface region and compared for different Weber numbers, as well as interpolated quantities from the free-surface itself. Statistics on the total interfacial area, bubble sizes and sphericity are also analyzed.
... The advection equation for the level-set is discretized in space using a fifth-order weighted essentially non-oscillatory (WENO-5) scheme 23 and advanced in time with a third-order total variation diminishing (TVD) Runge-Kutta scheme 24 . A dualredistancing approach is used at every time step to ensure the level-set remains a signed distance function while maintaining global mass conservation of each phase 25,26 . Numerical tests show that this dual-redistancing approach achieves low errors in mass conservation, while avoiding the additional complexities of other approaches such as coupled Volume of Fluid (CVOF) 22 . ...
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Bubble deformation and breakup from turbulence is present in many engineering applications and in nature, yet the physical mechanisms still remain poorly understood. Depending on the local turbulence intensity or Weber number, a bubble may either deform without breakup, suffer a violent breakup, or exhibit a resonant behavior, where the turbulent eddies excite the bubble's natural frequencies. Recent studies have used spherical harmonic decomposition to analyze bubble interaction with turbulence, quantifying the deformation energy of each eigenmode. However, this approach is only applicable for small levels of deformation (linear regime), while the bubble shape remains close to a sphere. In the present work, we present a novel data-driven approach combining large deformation diffeomorphic metric mapping and proper orthogonal decomposition, which is more robust for large deformations. The method is tested on a set of validation cases and applied to turbulent bubble deformation cases obtained from direct numerical simulations data.
... Following Chang et al., 57 to regularize the viscosity, the Heaviside function H is substituted by the subsequent smoothed version as follows: ...
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We investigated the effects of bubble count, flow direction, and Eötvös number on deformable bubbles in turbulent channel flow. For a given shear Reynolds number Re = 180 and fixed bubble volume fractions (1.263% and 2.525%), we conducted a series of direct numerical simulations using a coupled level-set and volume-of-fluid solver to evaluate their impact on bubble volume fraction distribution, velocity fields, and turbulence characteristics. Each aspect was studied based on the microscopic equations of two-phase flow, and the accuracy of the modeling terms used in current Reynolds-averaged Navier–Stokes equation (RANS) models was assessed. The influence on the anisotropic state was analyzed using the Lumley triangle, and the anisotropy of Reynolds stresses was captured through the exact balance equations. The results indicate that in upward flow, bubbles tend to accumulate near the wall, with smaller Eötvös numbers leading to closer proximity to the wall and greater attenuation of the liquid-phase velocity. This distribution enhances energy dissipation and turbulence isotropy. In downward flow, bubbles cluster in the channel center, generating additional pseudo-turbulence and attenuating energy in the buffer layer. Moreover, the interfacial transfer of turbulent energy, as currently modeled in RANS, is found to be inadequate for upward flows.
... Following Chang et al. [40], to regularize the viscosity, the Heaviside function H is substituted by the subsequent smoothed version as: ...
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This study explores the dynamics of dispersed bubbly turbulent flow in a channel using interface-resolved direct numerical simulation (DNS) with an efficient Coupled Level-Set Volume-of-Fluid (CLSVOF) solver. The influence of number of bubbles (96 and 192), flow direction, and Eotvos number was examined across eight distinct cases. The results indicate that in upward flows, bubbles tend to accumulate near the wall, with smaller Eotvos numbers bringing them closer to the wall and enhancing energy dissipation through increased turbulence and vorticity. This proximity causes the liquid phase velocity to attenuate, and the bubbles, being more spherical, induce more isotropic turbulence. Conversely, in downward flows, bubbles cluster in the middle of the channel and induce additional pseudo-turbulence in the channel center, which induce additional turbulent kinetic energy in the channel center. The study further examines budget of Turbulent Kinetic Energy (TKE) and the exact balance equation for the Reynolds stresses, revealing that near-wall bubble motion generates substantial velocity gradients, particularly in the wall-normal direction, significantly impacting the turbulence structure.
... For this reason, these forces and the resulting interface evolution must be calculated accurately. The numerical procedures devised to deal with the interface evolution are typically classified into interface-capturing [ 9,10] and interface-tracking [ 11] methods. ...
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This chapter briefly describes the theoretical approaches commonly used to gain insight into the tip streaming phenomenon. These approaches allow one to solve or at least obtain information from the governing equations presented in the previous chapter. We discuss the main characteristics of direct numerical simulations and global and local stability analyses. The differences between these two last approaches are explained to emphasize the importance of the global stability analysis for tip streaming. Concepts such as global modes, asymptotic stability, and short-term response are also discussed. The temporal and spatiotemporal local stability analyses provide information on the behavior of the jets emitted in the microjetting mode of the tip streaming configurations. This chapter closes with some results obtained from those analyses and directly related to those configurations, including the effects of electric fields, surfactants, and viscoelasticity.
... Stokes interface problems arise from the simulation of the two-phase incompressible flows (cf. [11,29,32]), fluid structure interaction (FSI) problems (cf. [24,30,32]), and other applications whose simulation domain is often formed by several materials separated by curves or surfaces from each other. ...
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... where ∆t is the time-step and the D v = 1 2 (∇U + (∇U ) T ) is the deformation tensor. The convective terms in the momentum equation are discretized using the higher order essentially non-oscillatory (ENO) scheme as described by Chang et al. (1996), and the remaining space derivatives are discretized using the central difference scheme. The discretized form of the momentum equation is solved explicitly for the known volume fraction field F n , which gives rise to the provisional velocity field. ...
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