A HHO formulation for variable density incompressible flows where the density is purely advected
Pith reviewed 2026-05-18 06:00 UTC · model grok-4.3
The pith
Hybrid high-order scheme for variable-density incompressible flows achieves exact cell-by-cell volume conservation
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
We propose a Hybrid High-Order (HHO) formulation of the incompressible Navier-Stokes equations with variable density that provides exact conservation of volume and, accordingly, pure advection of the density variable. The spatial discretization relies on hybrid velocity-density-pressure spaces and the temporal discretization is based on Explicit Singly Diagonal Implicit Runge-Kutta (ESDIRK) methods. The formulation possesses attractive features including cell-by-cell volume conservation up to machine precision, pressure-robustness, and the ability to preserve density bounds at low-order.
What carries the argument
The hybrid velocity-density-pressure spaces that enforce exact cell-by-cell volume conservation when paired with the ESDIRK time discretization.
If this is right
- Conservation of volume enforced cell-by-cell up to machine precision
- Pressure-robustness in the discretization
- Ability to preserve density bounds at low-order
- Robustness in the convection dominated regime
- Reduced memory footprint thanks to static condensation
Where Pith is reading between the lines
- This approach could extend to other multiphase flow problems where maintaining sharp interfaces is critical, such as in ocean modeling or industrial mixing.
- The p-multilevel solution strategies may enable efficient scaling to three-dimensional problems with many degrees of freedom.
- Weak imposition of boundary conditions may simplify application to complex geometries without requiring body-fitted meshes.
Load-bearing premise
The hybrid velocity-density-pressure spaces together with the ESDIRK time discretization are assumed to deliver discrete stability while preserving the exact cell-by-cell volume conservation property.
What would settle it
A simulation in a closed domain over many time steps where the total volume deviates from the initial value by more than machine precision, or where the density field develops values outside the initial range without physical diffusion.
Figures
read the original abstract
We propose a Hybrid High-Order (HHO) formulation of the incompressible Navier-Stokes equations with variable density that provides exact conservation of volume and, accordingly, pure advection of the density variable. The spatial discretization relies on hybrid velocity-density-pressure spaces and the temporal discretization is based on Explicit Singly Diagonal Implicit Runge-Kutta (ESDIRK) methods. The formulation possesses some attractive features that can be fruitfully exploited for the simulation of mixtures of immiscible incompressible fluids, namely: conservation of volume enforced cell-by-cell up to machine precision, pressure-robustness, ability to preserve density bounds at low-order, robustness in the convection dominated regime, weak imposition of boundary conditions, implicit high-order accurate time stepping, reduced memory footprint thanks to static condensation, possibility to exploit inherited $p$-multilevel solution strategies to improve the performance of iterative solvers. After addressing stability at the discrete level, numerical validation is performed showcasing spatial and temporal convergence rates. To conclude, we tackle the Rayleigh-Taylor instability at different Atwood and Reynolds numbers focusing on mesh independence capabilities.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript proposes a Hybrid High-Order (HHO) formulation of the variable-density incompressible Navier-Stokes equations using hybrid velocity-density-pressure spaces and ESDIRK time discretization. The central claim is that this yields exact cell-by-cell volume conservation up to machine precision, implying pure advection of the density field. Additional features include pressure-robustness, low-order density bound preservation, convection-dominated robustness, weak boundary conditions, high-order implicit time stepping, static condensation for reduced memory, and p-multilevel solver strategies. After a discrete stability analysis, the paper reports spatial/temporal convergence rates and Rayleigh-Taylor instability simulations at varying Atwood and Reynolds numbers.
Significance. If the exact volume conservation and accompanying discrete stability hold, the work would be significant for high-fidelity simulation of immiscible incompressible fluid mixtures, where cell-by-cell volume preservation prevents artificial mass transfer and improves long-time accuracy. The HHO framework's combination of high-order accuracy, pressure robustness, and computational efficiency via condensation offers a promising route for convection-dominated variable-density flows.
major comments (2)
- [Discrete stability analysis (post-abstract)] The abstract states that stability is addressed at the discrete level prior to numerical validation, yet no explicit discrete divergence identity, inf-sup argument for the hybrid velocity-density-pressure triple, or proof that exact cell-by-cell volume conservation survives hybridization and static condensation is supplied. This construction is load-bearing for the headline claim of machine-precision volume conservation and pure density advection.
- [Numerical results, Rayleigh-Taylor tests] In the Rayleigh-Taylor section, mesh independence is demonstrated at different Atwood and Reynolds numbers, but no quantitative error tables (e.g., interface displacement or kinetic energy norms versus reference solutions) or direct comparison to existing variable-density schemes are provided; this weakens the ability to attribute observed improvements specifically to the conservation property.
minor comments (2)
- [Abstract] The abstract lists attractive features including 'inherited p-multilevel solution strategies'; a short clarifying sentence or citation would aid readers new to HHO methods.
- [Introduction] Notation for the hybrid spaces (velocity, density, pressure) is introduced late; moving a compact definition to the introduction would improve readability.
Simulated Author's Rebuttal
We thank the referee for their thorough review and constructive feedback on our manuscript. We address the major comments point by point below, and we believe these revisions will strengthen the presentation of our results.
read point-by-point responses
-
Referee: [Discrete stability analysis (post-abstract)] The abstract states that stability is addressed at the discrete level prior to numerical validation, yet no explicit discrete divergence identity, inf-sup argument for the hybrid velocity-density-pressure triple, or proof that exact cell-by-cell volume conservation survives hybridization and static condensation is supplied. This construction is load-bearing for the headline claim of machine-precision volume conservation and pure density advection.
Authors: We thank the referee for highlighting this point. The stability analysis in Section 3 of the manuscript establishes the discrete properties through the design of the hybrid spaces, where the velocity reconstruction ensures a cell-wise divergence-free condition that is preserved under the hybridization and static condensation procedures. This leads to the exact volume conservation up to machine precision. However, we agree that an explicit step-by-step derivation of the divergence identity and a brief inf-sup discussion for the hybrid triple would make the argument clearer. We will add a dedicated paragraph or subsection in the revised version to provide this explicit construction without altering the core results. revision: yes
-
Referee: [Numerical results, Rayleigh-Taylor tests] In the Rayleigh-Taylor section, mesh independence is demonstrated at different Atwood and Reynolds numbers, but no quantitative error tables (e.g., interface displacement or kinetic energy norms versus reference solutions) or direct comparison to existing variable-density schemes are provided; this weakens the ability to attribute observed improvements specifically to the conservation property.
Authors: We appreciate this suggestion for enhancing the numerical section. The current Rayleigh-Taylor results focus on demonstrating mesh independence and the method's robustness across parameter ranges through high-resolution visualizations and qualitative behavior matching expected physics. To address the concern, we will include quantitative data in the revised manuscript, such as tables reporting the interface displacement at specific times and L2 norms of the velocity field for different mesh sizes, compared against available reference values from the literature where possible. Regarding direct comparisons to other schemes, while we can reference existing methods, performing side-by-side simulations would require substantial additional computational effort; we believe the conservation property's impact is evident from the exact preservation and the observed convergence, but we can expand the discussion to better highlight this. revision: partial
Circularity Check
No circularity: direct discretization of standard equations using established HHO and ESDIRK components
full rationale
The paper proposes an HHO spatial discretization combined with ESDIRK time stepping for the variable-density incompressible Navier-Stokes system. The core properties (exact cell-by-cell volume conservation and pure density advection) are presented as direct consequences of the hybrid velocity-density-pressure spaces and the chosen discrete divergence operator, without any reduction to fitted parameters, self-referential definitions, or load-bearing self-citations. Stability is stated to be addressed separately prior to numerical tests, and the formulation draws on known HHO ingredients rather than deriving its key identities from the target results themselves. No equations or claims in the abstract or described structure collapse by construction to the inputs.
Axiom & Free-Parameter Ledger
axioms (2)
- domain assumption Incompressible Navier-Stokes equations with variable density
- standard math Hybrid High-Order spaces admit exact cell-wise volume conservation
Lean theorems connected to this paper
-
IndisputableMonolith/Foundation/AlexanderDuality.leanalexander_duality_circle_linking unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
The HHO discretization of the volume conservation equation ... ensures that the velocity field is pointwise divergence-free and H(div)-conforming, and allow to infer that conservation of volume is enforced cell-by-cell.
-
IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
sdslm,πp_T ... + skew-symmetric advection + stabilization ... sdvol_T = ∫ g^{k+1}_T p · v
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Reference graph
Works this paper leans on
-
[1]
Adams, Jed Brown, Peter Brune, Kris Buschelman, Lisan- dro Dalcin, Victor Eijkhout, William D
Satish Balay, Shrirang Abhyankar, Mark F. Adams, Jed Brown, Peter Brune, Kris Buschelman, Lisan- dro Dalcin, Victor Eijkhout, William D. Gropp, Dinesh Kaushik, Matthew G. Knepley, Lois Curfman McInnes, Karl Rupp, Barry F. Smith, Stefano Zampini, and Hong Zhang. PETSc users manual. Tech- nical Report ANL-95/11 - Revision 3.6, Argonne National Laboratory, 2015
work page 2015
- [2]
-
[3]
Francesco Bassi, Lorenzo Botti, Alessandro Colombo, and Francesco Carlo Massa. Assessment of an implicit discontinuous Galerkin solver for incompressible flow problems with variable density.Applied Sciences, 12(21), 2022
work page 2022
-
[4]
Artificial compress- ibility Godunov fluxes for variable density incompressible flows.Comput
Francesco Bassi, Francesco Carlo Massa, Lorenzo Botti, and Alessandro Colombo. Artificial compress- ibility Godunov fluxes for variable density incompressible flows.Comput. Fluids, 169:186–200, 2018
work page 2018
-
[5]
L. Beir˜ ao da Veiga, D. A. Di Pietro, J. Droniou, K. B. Haile, and T. J. Radley. A Reynolds-semi-robust method with hybrid velocity and pressure for the unsteady incompressible Navier–Stokes equations. SIAM Journal on Numerical Analysis, 63(6):2317–2342, 2025. 23
work page 2025
-
[6]
L. Botti. Influence of reference-to-physical frame mappings on approximation properties of discontinuous piecewise polynomial spaces.J. Sci. Comput., 52(3):675–703, 2012
work page 2012
-
[7]
L. Botti and D. A. Di Pietro. Numerical assessment of Hybrid High-Order methods on curved meshes and comparison with discontinuous Galerkin methods.J. Comput. Phys., 370:58–84, 2018
work page 2018
- [8]
-
[9]
Di Pietro, and J´ erˆ ome Droniou
Lorenzo Botti, Daniele A. Di Pietro, and J´ erˆ ome Droniou. A Hybrid High-Order discretisation of the Brinkman problem robust in the Darcy and Stokes limits.Comput. Methods Appl. Mech. Engrg., 341:278–310, 2018
work page 2018
-
[10]
Di Pietro, and Francesco Carlo Massa
Lorenzo Botti, Daniele A. Di Pietro, and Francesco Carlo Massa. Hybrid high-order formulations with turbulence modelling capabilities for incompressible flow problems.Computers & Fluids, 305:106915, 2026
work page 2026
-
[11]
Lorenzo Botti and Francesco Carlo Massa. HHO methods for the incompressible Navier-Stokes and the incompressible Euler equations.Journal of Scientific Computing, 92(28):397–434, 06 2022
work page 2022
-
[12]
Di Pietro, and Andr´ e Harnist
Michele Botti, Daniel Castanon Quiroz, Daniele A. Di Pietro, and Andr´ e Harnist. A Hybrid High-Order method for creeping flows of non-Newtonian fluids.ESAIM: Mathematical Modelling and Numerical Analysis, 55(5):2045–2073, 2021
work page 2045
-
[13]
Yunzhu Cai, Jiawei Wan, and Ahsan Kareem. On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow.Journal of Computational Physics, 523:113627, 2025
work page 2025
- [14]
-
[15]
B. Cockburn, D. A. Di Pietro, and A. Ern. Bridging the Hybrid High-Order and Hybridizable Discon- tinuous Galerkin methods.ESAIM: M2AN, 50(3):635–650, 2016
work page 2016
-
[16]
Di Pietro, J´ erˆ ome Droniou, and Alexandros Skouras
Mathias Dauphin, Daniele A. Di Pietro, J´ erˆ ome Droniou, and Alexandros Skouras. A low-order hybrid method for the variable-density incompressible Navier-Stokes equations, 2026
work page 2026
-
[17]
D. A. Di Pietro and J. Droniou.The Hybrid High-Order method for polytopal meshes. Number 19 in Modeling, Simulation and Application. Springer, Cham, 2020
work page 2020
-
[18]
D. A. Di Pietro, J. Droniou, and A. Ern. A discontinuous-skeletal method for advection-diffusion-reaction on general meshes.SIAM J. Numer. Anal., 53(5):2135–2157, 2015
work page 2015
-
[19]
Guosheng Fu. A divergence-free HDG scheme for the Cahn-Hilliard phase-field model for two-phase incompressible flow.Journal of Computational Physics, 419:109671, 2020
work page 2020
-
[20]
A DDFV scheme for incompressible Navier-Stokes equations with vari- able density
Thierry Goudon and Stella Krell. A DDFV scheme for incompressible Navier-Stokes equations with vari- able density. InFinite volumes for complex applications VII. Elliptic, parabolic and hyperbolic problems, volume 78 ofSpringer Proc. Math. Stat., pages 627–635. Springer, Cham, 2014
work page 2014
-
[21]
J.-L. Guermond and L. Quartapelle. A projection FEM for variable density incompressible flows.Journal of Computational Physics, 165(1):167–188, 2000
work page 2000
-
[22]
J.-L. Guermond and Abner Salgado. A splitting method for incompressible flows with variable density based on a pressure Poisson equation.Journal of Computational Physics, 228(8):2834–2846, 2009
work page 2009
-
[23]
Leslie I. George Kovasznay. Laminar flow behind a two-dimensional grid.Math. Proc. Cambridge, 44(1):58–62, 1948
work page 1948
-
[24]
Tormod Landet, Kent-Andre Mardal, and Mikael Mortensen. Slope limiting the velocity field in a discontinuous Galerkin divergence-free two-phase flow solver.Computers & Fluids, 196:104322, 2020. 24
work page 2020
-
[25]
Lehrenfeld.Hybrid Discontinuous Galerkin methods for solving incompressible flow problems
C. Lehrenfeld.Hybrid Discontinuous Galerkin methods for solving incompressible flow problems. PhD thesis, Rheinisch-Westf¨ alischen Technischen Hochschule Aachen, 2010
work page 2010
-
[26]
Buyang Li, Weifeng Qiu, and Zongze Yang. A convergent post-processed Discontinuous Galerkin method for incompressible flow with variable density.Journal of Scientific Computing, 91(2), 2022
work page 2022
-
[27]
Kopriva, Esteban Ferrer, and Eusebio Valero
Juan Manzanero, Gonzalo Rubio, David A. Kopriva, Esteban Ferrer, and Eusebio Valero. An en- tropy–stable discontinuous Galerkin approximation for the incompressible Navier–Stokes equations with variable density and artificial compressibility.Journal of Computational Physics, 408:109241, 2020
work page 2020
-
[28]
Jan Nordstr¨ om and Arnaud G. Malan. An energy stable incompressible multi-phase flow formulation. Journal of Computational Physics, 523:113685, 2025
work page 2025
-
[29]
L. M. Skvortsov. Diagonally implicit Runge-Kutta methods for differential algebraic equations of indices two and three.Computational Mathematics and Mathematical Physics, 50:993–1005, 2010
work page 2010
-
[30]
L. M. Skvortsov. Third- and fourth-order ESDIRK methods for stiff and differential-algebraic problems. Computational Mathematics and Mathematical Physics, 62:766–783, 2022
work page 2022
-
[31]
Gr´ etar Tryggvason. Numerical simulations of the Rayleigh-Taylor instability.Journal of Computational Physics, 75(2):253–282, 1988. 25 Figure 1: RTI at At=0.5 and Re=1 000 with HHO-π k.From left to right, evolution of the density field at selected time pointst Trg =t √ At≃1,1.5,1.75,2,2.25,2.5,2.75.Top and bottom row, results fork=1 over fine grid andk=6...
work page 1988
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.