aiqbench analysis
This article details a breakthrough in Earth system modeling where GPU acceleration via OpenACC enabled a 145.7x speedup on the JUPITER supercomputer, yet it highlights the emerging portability bottleneck of directive-based approaches for exascale computing. The core technical challenge discussed is the need to shift from compiler directives to Kokkos-based frameworks to maintain performance across heterogeneous hardware architectures like AMD and Intel systems.
Kilometer-scale Earth modeling has supercomputers SCREAM under limits

Simulating Earth systems at kilometer-scale resolution is now a critical need, demanding a throughput of 100+ simulated days per day.
To understand the physically coupled cycles of water, energy, and carbon, simulating the Earth system at kilometer-scale resolution is now a critical technical requirement. Achieving this demands a throughput of at least 100 simulated days per day, a threshold pushing the limits of current high-performance computing. The German effort is the Icosahedral Nonhydrostatic (ICON) model; however, researchers suggest a fundamental shift in ICON’s development is needed to thrive on European supercomputers like JUPITER, with breakthroughs made possible by the Simple Cloud-Resolving E3SM Atmosphere Model (SCREAM) and a Kokkos-based approach. ICON Achieves 1.25km Global Simulation with OpenACC on JUPITER Taking full advantage of NVIDIA’s Grace Hopper superchips on both Alps and JUPITER, researchers achieved the first…
Excerpt shown under the publisher's RSS terms · 115 words · full text and figures are on the publisher's site
Related coverage
News Archive 2026
Quantum Computing Report · Jul 25, 2026

University of Manchester Uses NVIDIA Earth-2 to Forecast Air Pollution Across the UK
NVIDIA · Sep 16, 2026

Manchester physicists use AI to predict UK air quality
Quantum Zeitgeist · Sep 18, 2026

News
Quantum Computing Report · Jul 25, 2026