{
  "abstract": "We built NaiNUQ, a multivariate deterministic emulator of the sea-ice model NANUQ which can handle seasonal prediction. Forcing a sea-ice neural emulator with ocean surface currents causes instabilities in the prediction. Using ocean sub-surface currents removes this instability, yielding stable emulator that outperforms atmosphere-only emulators.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": null,
  "author_total": 3,
  "authors": [
    {
      "name": "Charlotte Durand"
    },
    {
      "name": "Pierre Rampal"
    },
    {
      "name": "Laurent Brodeau"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/bch7b24zaw659.bib",
  "cited_by": 0,
  "doi": "10.22541/essoar.15007260/v1",
  "fulltext_url": null,
  "id": "bch7b24zaw659",
  "issns": [],
  "landing_url": "https://hal.science/hal-05771950v1",
  "language": "en",
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "hal",
      "0.info"
    ],
    [
      "hal",
      "0.sdu"
    ],
    [
      "hal",
      "1.info.info-ai"
    ],
    [
      "hal",
      "1.sdu.ocean"
    ],
    [
      "openalex",
      "1902|Arctic and Antarctic ice dynamics"
    ]
  ],
  "openalex": "W7202123850",
  "pdf_url": "https://hal.science/hal-05771950/document",
  "pmcid": null,
  "pmid": null,
  "published": "2026-08-10",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/bch7b24zaw659.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:17:44Z",
      "native_id": "hal-05771950",
      "source": "hal",
      "url": "https://hal.science/hal-05771950v1"
    }
  ],
  "subjects": [
    {
      "field": "earth",
      "origin": "hal:1.sdu.ocean",
      "subfield": "oceanography"
    }
  ],
  "title": "Ocean-Aware Sea-ice Emulator for Future Hybrid Coupled Prediction Systems",
  "title_text": "Ocean-Aware Sea-ice Emulator for Future Hybrid Coupled Prediction Systems",
  "type": "preprint",
  "updated_at": "2026-10-30T12:17:44Z",
  "url": "https://research.draconitic.com/paper/bch7b24zaw659",
  "venue": "HAL",
  "versions": []
}