{"slug": "turtles-a-large-scale-benchmark-for-turbulent-3d-neural-pde-surrogates", "title": "TurtLES: A Large-Scale Benchmark for Turbulent 3D Neural PDE Surrogates", "summary": "Researchers introduced TurtLES, a 14 TB dataset of 3D turbulent cylinder wakes in the shear-layer transition regime, as a large-scale benchmark for machine-learning surrogates of turbulent 3D neural PDEs. The benchmark targets a gap in computational fluid dynamics, where progress on ML surrogates is limited by the absence of benchmarks capturing realistic, time-dependent turbulent flows.", "body_md": "Machine-learning surrogates are increasingly used to accelerate computational fluid dynamics, yet progress is limited by the lack of benchmarks capturing realistic, time-dependent turbulent flows. We introduce TurtLES, a 14 TB dataset of 3D turbulent cylinder wakes in the shear-layer transition regi", "url": "https://wpnews.pro/news/turtles-a-large-scale-benchmark-for-turbulent-3d-neural-pde-surrogates", "canonical_source": "https://aiflash.com/news/151222/", "published_at": "2026-11-13 20:00:07+00:00", "updated_at": "2026-11-13 20:20:45.756340+00:00", "lang": "en", "topics": ["machine-learning", "ai-research", "neural-networks", "artificial-intelligence"], "entities": ["TurtLES"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/turtles-a-large-scale-benchmark-for-turbulent-3d-neural-pde-surrogates", "markdown": "https://wpnews.pro/news/turtles-a-large-scale-benchmark-for-turbulent-3d-neural-pde-surrogates.md", "text": "https://wpnews.pro/news/turtles-a-large-scale-benchmark-for-turbulent-3d-neural-pde-surrogates.txt", "jsonld": "https://wpnews.pro/news/turtles-a-large-scale-benchmark-for-turbulent-3d-neural-pde-surrogates.jsonld"}}