From particles to precision. Simulating subsonic turbulence with smoothed particle hydrodynamics
The direct numerical simulation of subsonic turbulence with smoothed particle hydrodynamics (SPH) has traditionally been hampered by zeroth-order (E0) errors, inaccurate gradient evaluations, and excessive numerical dissipation. We aim to investigate whether a modern SPH formulation can overcome these challenges by comparing its results to those obtained with state-of-the-art non-SPH codes such as AREPO and GIZMO. We used the SPH-EXA code, a highly scalable, natively GPU-accelerated, state-of-the-art SPH code equipped with an integral-based gradient estimation, advanced artificial viscosity switches with a slope-limited reconstruction, a flexible family of pairing-resistant interpolation kernels, generalized volume elements, and improved handling of density contrasts, which maximizes Lagrangian compatibility. Our results show that SPH-EXA accurately reproduces the Kolmogorov inertial range scaling in the subsonic regime with increasing resolution, closely matching the results of state-of-the-art non-SPH methods. We also identify accurate grad-h terms as critical: a noisy standard implementation can imprint spurious granulation in the density field once dissipation is sufficiently reduced. We demonstrate that, with appropriate methodological advances, SPH can achieve a level of fidelity in modeling subsonic turbulence that rivals the most advanced Eulerian and moving-mesh approaches.
Authors
- Domingo Garcı́a-Senz (ORCID: https://orcid.org/0000-0001-5197-7100)
- Lucio Mayer (ORCID: https://orcid.org/0000-0002-7078-2074)
- Rubén M. Cabezón (ORCID: https://orcid.org/0000-0003-3546-3964)
- Florina M. Ciorba (ORCID: https://orcid.org/0000-0002-2773-4499)
- Ralf S. Klessen (ORCID: https://orcid.org/0000-0002-0560-3172)
- Osman Seckin Simsek (ORCID: https://orcid.org/0000-0002-2719-9174)
- Sebastian Keller
Publication Details
- Journal
- Astronomy and Astrophysics
- Published
- 2026-05-22
- DOI
- https://doi.org/10.1051/0004-6361/202659605
- Primary Topic
- Fluid Dynamics Simulations and Interactions
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- European High Performance Computing Joint Undertaking
- Bundesministerium für Wirtschaft und Energie
- Centro Svizzero di Calcolo Scientifico
- European Research Council