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astroCAMP: A Community Benchmark and Co-Design Framework for Sustainable SKA-Scale Radio Imaging

David Atienza, Denisa-Andreea Constantinescu, Etienne Orliac, Hugo Miomandre, Jacques Morin, Jean-Fran\c{c}ois Nezan, Micka\"el Dardaillon, Miguel Pe\'on-Quir\'os, Rub\'en Rodr\'iguez \'Alvarez, Sunrise Wang

astroCAMP supplies a metric suite and multi-objective workflow to co-design sustainable SKA-scale radio imaging.

arxiv:2512.13591 v3 · 2025-12-15 · cs.DC · astro-ph.IM · cs.PF

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Claims

C1strongest claim

We present astroCAMP, a reproducible benchmarking and co-design framework for SKA-scale imaging, contributing: (1) a unified metric suite spanning performance, utilisation, memory/data-movement, sustainability, economics, and scientific fidelity; (2) standardised SKA-representative datasets and benchmark configurations; (3) a multi-objective co-design formulation linking quality constraints to time-, energy-, carbon-, and cost-to-solution; and (4) a design-space exploration workflow to derive Pareto-optimal operating regions.

C2weakest assumption

That quantifiable fidelity thresholds acceptable to the SKA community can be defined and used as hard constraints in the multi-objective optimization without invalidating the scientific utility of the resulting images.

C3one line summary

astroCAMP supplies a unified metric suite, representative datasets, and multi-objective co-design workflow to optimize SKA radio imaging for time, energy, carbon, cost, and fidelity on heterogeneous hardware.

References

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[1] Electricity maps. https://app.electricitymaps.com/, 2025. Accessed: November 2025 2025
[2] R., Constantinescu, D.-A., Peón-Quirós, M., and Atienza, D 2025
[3] Aujoux, C., Kotera, K., and Blanchard, O.Estimating the carbon footprint of the grand project, a multi-decade astrophysics experiment.Astroparticle Physics 131(2021), 102587 2021
[4] Bacon, D. J., Battye, R. A., Bull, P., Camera, S., Ferreira, P. G., Harrison, I., Parkinson, D., Pourtsidou, A., Santos, M. G., Wolz, L., et al.Cosmology with phase 1 of the square kilometre array red 2018
[5] Datavizta: Environmental Impact Modelling Tool 2024
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6634061772c85e7a5c7f3d2e341cbf575c0969943d0f1cc5b6e3226281911641

Aliases

arxiv: 2512.13591 · arxiv_version: 2512.13591v3 · doi: 10.48550/arxiv.2512.13591 · pith_short_12: MY2AMF3SZBPH · pith_short_16: MY2AMF3SZBPHUXD7 · pith_short_8: MY2AMF3S
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/MY2AMF3SZBPHUXD7HUXDIHF7K5 \
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Canonical record JSON
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