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arxiv: 2604.22253 · v1 · submitted 2026-04-24 · 🧮 math.NA · cs.NA· math-ph· math.MP

A high order accurate and energy stable continuous Galerkin framework on summation-by-parts form for the incompressible Navier-Stokes equations

Pith reviewed 2026-05-08 10:45 UTC · model grok-4.3

classification 🧮 math.NA cs.NAmath-phmath.MP
keywords continuous Galerkinsummation-by-partsNavier-Stokes equationsenergy stabilityhigh-order methodsfinite elementsincompressible flowslid-driven cavity
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The pith

A summation-by-parts continuous Galerkin scheme for the incompressible Navier-Stokes equations achieves high-order accuracy and guaranteed energy stability.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

This paper develops a continuous Galerkin finite element method for the incompressible Navier-Stokes equations that is formulated using summation-by-parts operators. Boundary conditions are imposed weakly with simultaneous approximation terms, allowing the scheme to handle discontinuous data naturally. The resulting discretization is energy stable by construction, which bounds the numerical solution and prevents blow-up. High-order accuracy up to fourth order is verified through convergence tests, and the method is shown to produce oscillation-free results on lid-driven cavity flows even at points of boundary discontinuity. This combination offers a stable and accurate alternative for simulating incompressible flows without requiring extra stabilization techniques.

Core claim

The central discovery is that by casting the continuous Galerkin discretization of the incompressible Navier-Stokes equations into summation-by-parts form and applying simultaneous approximation term boundary conditions, one obtains a scheme that is provably energy stable while retaining high-order accuracy. Lagrange polynomials of degree up to four are used, and the nonlinear terms are discretized to close the energy estimate. Numerical results confirm fourth-order convergence on manufactured solutions and stable, accurate performance on lid-driven cavity and backward-facing step problems across a range of Reynolds numbers.

What carries the argument

Summation-by-parts operators combined with simultaneous approximation term (SAT) weak boundary conditions within a continuous Galerkin finite element framework, which together ensure the discrete energy estimate holds for the Navier-Stokes system.

If this is right

  • The scheme converges at fourth order for smooth problems as shown by manufactured solution tests.
  • Energy stability is maintained, leading to bounded solutions without artificial dissipation.
  • Discontinuous boundary conditions, such as in lid-driven cavity flow, are handled without oscillations or special treatments.
  • The method applies effectively to both lid-driven cavity and backward-facing step flows at various Reynolds numbers.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • The energy stability may allow reliable long-time integrations of incompressible flows.
  • Similar techniques could stabilize high-order discretizations of other nonlinear fluid equations.
  • The approach opens the door to stable high-order simulations in complex geometries with mixed boundary conditions.

Load-bearing premise

The nonlinear convective terms can be discretized using the summation-by-parts operators in a way that allows the energy estimate to close exactly, without needing additional stabilization terms.

What would settle it

Running the fourth-order scheme on the lid-driven cavity problem at high Reynolds number and observing growing kinetic energy or oscillations near the discontinuous corners would falsify the energy stability claim.

Figures

Figures reproduced from arXiv: 2604.22253 by Arnaud G Malan, Jan Nordstr\"om, Mrityunjoy Mandal, Prince Nchupang.

Figure 1
Figure 1. Figure 1: The driven cavity problem geometry (left) and (right) discretization details using 101 × 101 grid points -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 1.2 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 0.2 0.4 0.6 0.8 1 -0.3 -0.25 -0.2 -0.15 -0.1 -0.05 0 0.05 0.1 0.15 0.2 (a) Re = 100 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 1.2 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 0.2 0.4 0.6 0.8 1 -0.6 -0.5 -0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 (b… view at source ↗
Figure 2
Figure 2. Figure 2: Comparisons of the numerically computed horizontal velocity (𝑢) and vertical velocity (𝑣) profile with the benchmark data (Ghia et al. [23]) along 𝑥 = 0.5 and 𝑦 = 0.5 for different Reynolds numbers Mandal M. et al.: Preprint submitted to Elsevier Page 12 of 19 view at source ↗
Figure 3
Figure 3. Figure 3: Contour plots of speed profiles for different Re Mandal M. et al.: Preprint submitted to Elsevier Page 13 of 19 view at source ↗
Figure 4
Figure 4. Figure 4: Pressure contours at Re = 100 and 10,000 view at source ↗
Figure 5
Figure 5. Figure 5: Schematic representation of backward-facing step geometry with boundary conditions view at source ↗
Figure 6
Figure 6. Figure 6: Contour plots for 𝑢-velocity at Re = 800 view at source ↗
Figure 7
Figure 7. Figure 7: Contour plots for speed at Re = 800 nodal points. We start with zero initial conditions and adopt the same iterative approach outlined previously with a time step size Δ𝑡 = 0.1. To assess the accuracy of our formulation, we compare the numerical results at Re = 800 with the reference results in [22]. Notably, the reference solution was obtained using a much finer mesh with second-order Lagrange polynomials… view at source ↗
Figure 8
Figure 8. Figure 8: Vorticity contour at Re = 800 view at source ↗
Figure 9
Figure 9. Figure 9: Pressure contour at Re = 800 (a) (b) (c) view at source ↗
Figure 10
Figure 10. Figure 10: Comparison of (a) 𝑢-velocity and (b) vorticity profiles at 𝑥 = 7 and 𝑥 = 15 with [22], and (c) 𝑢-velocity variation along the inflow and outflow boundaries compared with the reference data [45] at Re = 800. 7. Summary and Conclusions A high-order CGFEM formulation in the SBP-SAT framework has been developed to solve initial-boundary value problems for the incompressible Navier–Stokes (INS) equations. The … view at source ↗
read the original abstract

This paper presents a high-order accurate Continuous Galerkin Finite Element Method (CGFEM) for solving the initial boundary value problems governed by the Incompressible Navier-Stokes (INS) equations. We discretize the INS equations using the CGFEM approach in Summation-By-Parts (SBP) form. Lagrange polynomials of up to 4th order are employed. The boundary conditions are imposed weakly using the Simultaneous Approximation Term (SAT) technique, which accommodates discontinuous boundary data without special treatment. The resulting SBP-SAT formulation guarantees an energy stable discretization. The efficiency of the proposed framework is demonstrated by solving a series of numerical tests. Initially, the Method of Manufactured Solutions (MMS) is employed to demonstrate 4th order convergence. Subsequently, the 4th order accurate scheme is applied to a classical benchmark problem featuring discontinuous boundary conditions: the lid-driven cavity flow over a wide range of Reynolds numbers. Accurate and oscillation-free solutions are achieved even in the vicinity of the discontinuous top corner boundaries. Lastly, a canonical backward-facing step flow problem is solved, where accuracy and efficiency are demonstrated.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 1 minor

Summary. The manuscript develops a continuous Galerkin finite-element discretization of the incompressible Navier-Stokes equations written in summation-by-parts (SBP) form, employing Lagrange polynomials up to degree 4. Boundary conditions are imposed weakly via the simultaneous approximation term (SAT) technique. The central claim is that the resulting SBP-SAT scheme is energy stable by construction. Fourth-order accuracy is verified on manufactured solutions, after which the method is applied to the lid-driven cavity flow (across a range of Reynolds numbers) and the backward-facing step, where the authors report accurate, oscillation-free solutions even near discontinuous boundary data.

Significance. If the discrete energy estimate is rigorously closed for the nonlinear convective term, the work would supply a high-order, provably stable CG framework for incompressible flows that naturally accommodates discontinuous boundary data without special treatment. The reported fourth-order MMS convergence and practical performance on standard benchmarks would then constitute useful evidence of both accuracy and robustness.

major comments (2)
  1. [Abstract / formulation] Abstract and formulation section: the assertion that the SBP-SAT formulation 'guarantees an energy stable discretization' is load-bearing for the entire contribution, yet no explicit derivation of the discrete energy estimate is supplied. In particular, it is not shown how the chosen continuous Lagrange elements and convective discretization satisfy the SBP inner-product identity (u_h, C_h(u_h, u_h))_h = boundary terms only, nor how the discrete divergence-free condition cancels the pressure contribution. Without these steps the stability guarantee does not follow from the SBP property alone.
  2. [Numerical results] Numerical experiments: while fourth-order convergence is demonstrated via MMS, the manuscript does not report a direct numerical check of the discrete energy balance (e.g., time evolution of the discrete kinetic energy or its dissipation rate) on the lid-driven cavity or backward-facing step. Such a verification would be required to confirm that the nonlinear term closes as claimed under the chosen operators.
minor comments (1)
  1. [Discretization] The description of how the SBP property is realized for standard continuous Lagrange elements (including the specific quadrature or operator construction) should be expanded; standard CG mass and stiffness matrices do not automatically deliver the required summation-by-parts identity for the convective term.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for the constructive and detailed comments, which help clarify the presentation of our energy-stability claims. We address each major point below and will incorporate the suggested clarifications and verifications into the revised manuscript.

read point-by-point responses
  1. Referee: [Abstract / formulation] Abstract and formulation section: the assertion that the SBP-SAT formulation 'guarantees an energy stable discretization' is load-bearing for the entire contribution, yet no explicit derivation of the discrete energy estimate is supplied. In particular, it is not shown how the chosen continuous Lagrange elements and convective discretization satisfy the SBP inner-product identity (u_h, C_h(u_h, u_h))_h = boundary terms only, nor how the discrete divergence-free condition cancels the pressure contribution. Without these steps the stability guarantee does not follow from the SBP property alone.

    Authors: We agree that the current manuscript would benefit from a more self-contained, step-by-step derivation of the discrete energy estimate. In the revised version we will add a dedicated subsection (immediately following the definition of the SBP-SAT operators) that explicitly demonstrates: (i) that the continuous Lagrange basis together with the chosen quadrature yields the required SBP inner-product identity for the convective term, so that (u_h, C_h(u_h,u_h))_h reduces to boundary terms only; and (ii) that the weakly enforced discrete divergence-free condition, combined with the consistent discretization of the pressure gradient, produces exact cancellation of the pressure work term inside the energy balance. This will make the stability argument fully rigorous and independent of external references. revision: yes

  2. Referee: [Numerical results] Numerical experiments: while fourth-order convergence is demonstrated via MMS, the manuscript does not report a direct numerical check of the discrete energy balance (e.g., time evolution of the discrete kinetic energy or its dissipation rate) on the lid-driven cavity or backward-facing step. Such a verification would be required to confirm that the nonlinear term closes as claimed under the chosen operators.

    Authors: We concur that a direct numerical verification of the discrete energy balance on the benchmark problems would strengthen the practical evidence for the theoretical stability result. In the revised manuscript we will include additional figures that plot the time evolution of the discrete kinetic energy (and its dissipation rate) for the lid-driven cavity at Re = 100, 1000 and 5000, as well as for the backward-facing step. These plots will demonstrate that the kinetic energy remains bounded and that the observed dissipation is consistent with the viscous term, thereby confirming that the nonlinear convective contribution closes as predicted by the SBP-SAT analysis. revision: yes

Circularity Check

0 steps flagged

No circularity: energy stability follows from standard SBP-SAT construction without reduction to fitted inputs or self-referential definitions.

full rationale

The paper discretizes INS via CGFEM on SBP form with SAT weak boundary imposition, then states that the resulting formulation guarantees energy stability. This claim rests on the SBP property enabling a discrete energy estimate that mimics the continuous one (including convective term cancellation under appropriate skew or divergence form). The MMS convergence test and lid-driven cavity/backward-facing step benchmarks serve as independent verification rather than tautological confirmation. No equations reduce the stability result to a parameter fit, and any self-citations to prior SBP work are not load-bearing for the central guarantee. The derivation chain remains self-contained against external SBP theory.

Axiom & Free-Parameter Ledger

0 free parameters · 2 axioms · 0 invented entities

The central claim rests on the existence of SBP operators compatible with continuous Galerkin elements and on the closure of the energy estimate for the nonlinear system under weak SAT boundary treatment; no free parameters or new entities are introduced in the abstract.

axioms (2)
  • domain assumption Summation-by-parts operators exist for the chosen continuous Galerkin basis and element types
    Invoked to obtain the discrete energy estimate from the SBP identity.
  • ad hoc to paper The nonlinear convective term can be discretized so that the energy estimate remains non-positive without additional stabilization
    Required for the stability guarantee to hold for the full incompressible Navier-Stokes system.

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