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arXiv cs.GR
arXiv cs.GR Research
· 4 weeks, 2 days ago • Sinan Wang, Ruicheng Wang, Taiyuan Zhang, Fan Feng, Jinjin He, Yuchen Sun, Zhiqi Li, Bo Zhu

Hamiltonian Two-Way Coupling of Nonlinear Waves and 3D Flows

Briefing

Large-scale water has always been a balancing act between fidelity and cost. Pure 3D fluid simulation is expensive, while the 2D surface models commonly used in games are fast but often too simple, especially once waves become strongly nonlinear or need to interact cleanly with a 3D region near the camera or shoreline.

This work introduces a 2D wave model built on the canonical Zakharov formulation, where surface height and surface potential form a Hamiltonian pair. That structure matters because it lets the 2D and 3D solvers exchange information in a way that stays mathematically consistent, reducing the reflections and seam artifacts that usually show up at the boundary between the two systems.

In testing, the 2D solver reduced mean wave-height error by 1.7–5× versus SWE, BEM, and Airy baselines, while running more than 10^3× faster than BEM. When coupled to a 3D Navier–Stokes solver, the full system suppressed visible seams in dispersion-matching and Kelvin-wake experiments and still ran over 4× faster than a pure GPU NB-FLIP simulation on the same domain.

For game teams, the practical takeaway is straightforward: hybrid water can become less of a compromise. Graphics programmers working on oceans, wakes, and shoreline transitions get a path to better nonlinear behavior without paying full 3D costs everywhere, which could make hybrid pipelines more viable for real-time projects that need both scale and close-up detail.

“a nonlinear and dispersive 2D wave model based on the canonical Zakharov formulation”

— Bo Zhu et al. · Describing the core model behind the coupling scheme
Original source
Read on arXiv cs.GR
At a glance
what
A Hamiltonian 2D wave model is used for two-way coupling with a localized 3D fluid solver to reduce seam artifacts in hybrid water simulation.
who
Sinan Wang, Ruicheng Wang, Taiyuan Zhang, Fan Feng, Jinjin He, Yuchen Sun, Zhiqi Li, and Bo Zhu.
when
Submitted to arXiv on 25 Aug 2026.
impact
The 2D solver cuts mean wave-height error by 1.7–5× over SWE, BEM, and Airy, and the coupled system runs over 4× faster than pure GPU NB-FLIP on the same domain.
Signal Positive

Meaningful speedup with fewer visible water seams.

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