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It implements the PHASE approach (Gerstmann et al. 2016), which combines growing degree day models with geostatistical interpolation to produce area-wide phenological predictions across Germany at 1 km spatial resolution. Since v1.2.0, two in-pipeline publish hooks package the intermediate filter variant results and the final PHASE entry-date COGs as self- contained RO-Crate 1.2 deposits with W3C-anchored provenance (PROV-O), dataset descriptors (DCAT 3 / Dublin Core Terms), and quality metadata (DQV with SKOS bridge to ISO 19157-1). As of v1.3.0, Hook B aggregates the per-(phase, year) intermediate outputs into per-phase multi-band Cloud-Optimised GeoTIFFs (one band per year, named by year) and wide-format per-phase VAM CSVs, reducing the published artefact count from ~896 to 21 files while preserving the per-year ISO 19157-1 quality elements through DQV temporal tagging. v1.4.0 adds two new published quality artefacts to Hook B (CAL, in-sample BAM model-fit diagnostics; GEM, spatial quantiles of the BSE uncertainty raster), auto-writes a README.md into each crate documenting its validation stance, and generates a self-contained ro-crate-preview.html for browser-based inspection without external tooling.", "funding": [ { "award": { "identifiers": [ { "identifier": "https://gepris.dfg.de/gepris/projekt/501899475", "scheme": "url" } ], "number": "501899475", "title": { "en": "FAIRe Dateninfrastruktur f\u00fcr die Agrosystemforschung" } }, "funder": { "id": "018mejw64", "name": "Deutsche Forschungsgemeinschaft" } } ], "publication_date": "2026-05-19", "publisher": "Zenodo", "related_identifiers": [ { "identifier": "https://github.com/JKI-GDM/PhenoPhaseR/tree/v1.4.0", "relation_type": { "id": "issupplementto", "title": { "de": "Erg\u00e4nzt", "en": "Is supplement to" } }, "resource_type": { "id": "software", "title": { "de": "Software", "en": "Software" } }, "scheme": "url" }, { "identifier": "10.5281/zenodo.19483111", "relation_type": { "id": "issourceof", "title": { "de": "Ist Quelle von", "en": "Is source of" } }, "resource_type": { "id": "dataset", "title": { "de": "Datensatz", "en": "Dataset" } }, "scheme": "doi" }, { "identifier": "10.5281/zenodo.19571847", "relation_type": { "id": "issourceof", "title": { "de": "Ist Quelle von", "en": "Is source of" } }, "resource_type": { "id": "dataset", "title": { "de": "Datensatz", "en": "Dataset" } }, "scheme": "doi" }, { "identifier": "10.1016/j.compag.2016.07.032", "relation_type": { "id": "isdocumentedby", "title": { "de": "Wird dokumentiert von", "en": "Is documented by" } }, "resource_type": { "id": "publication-article", "title": { "de": "Zeitschriftenartikel", "en": "Journal article" } }, "scheme": "doi" }, { "identifier": "10.5281/zenodo.18594963", "relation_type": { "id": "isderivedfrom", "title": { "de": "Wird abgeleitet von", "en": "Is derived from" } }, "resource_type": { "id": "dataset", "title": { "de": "Datensatz", "en": "Dataset" } }, "scheme": "doi" } ], "resource_type": { "id": "software", "title": { "de": "Software", "en": "Software" } }, "rights": [ { "description": { "en": "A short and simple permissive license with conditions only requiring preservation of copyright and license notices. Licensed works, modifications, and larger works may be distributed under different terms and without source code." }, "id": "mit", "props": { "scheme": "spdx", "url": "https://opensource.org/licenses/MIT" }, "title": { "en": "MIT License" } } ], "subjects": [ { "subject": "phenology" }, { "subject": "DWD" }, { "subject": "winter wheat" }, { "subject": "growing degree days" }, { "subject": "kriging" }, { "subject": "Bayesian additive model" }, { "subject": "spatial interpolation" }, { "subject": "Cloud Optimized GeoTIFF" }, { "subject": "multi-band time series" }, { "subject": "RO-Crate" }, { "subject": "DCAT" }, { "subject": "DQV" }, { "subject": "PROV-O" }, { "subject": "ISO 19157-1" }, { "subject": "DFFP" }, { "subject": "FAIR" }, { "subject": "FAIR4RS" }, { "subject": "Germany" }, { "subject": "reproducible research" } ], "title": "PhenoPhaseR: Reproducible processing workflow for interpolating phenological DWD observations", "version": "v1.4.0" }, "parent": { "access": { "owned_by": { "user": "253852" }, "settings": { "accept_conditions_text": null, "allow_guest_requests": false, "allow_user_requests": false, "secret_link_expiration": 0 } }, "communities": { "default": "3be62f41-ae97-4c07-80d3-3125a5e33657", "entries": [ { "access": { "member_policy": "open", "members_visibility": "public", "record_submission_policy": "open", "review_policy": "closed", "visibility": "public" }, "children": { "allow": false }, "created": "2025-11-10T16:10:38.402341+00:00", "custom_fields": { "subjects": [ { "id": "euroscivoc:491" }, { "id": "gemet:concept/1874" }, { "id": "gemet:concept/994" } ] }, "deletion_status": { "is_deleted": false, "status": "P" }, "id": "3be62f41-ae97-4c07-80d3-3125a5e33657", "links": {}, "metadata": { "organizations": [ { "id": "022d5qt08" } ], "title": "Julius K\u00fchn Institute (JKI)", "type": { "id": "organization" }, "website": "https://www.julius-kuehn.de/" }, "revision_id": 9, "slug": "jki", "updated": "2026-02-19T11:49:54.255859+00:00" } ], "ids": [ "3be62f41-ae97-4c07-80d3-3125a5e33657" ] }, "id": "18743008", "pids": { "doi": { "client": "datacite", "identifier": "10.5281/zenodo.18743008", "provider": "datacite" } } }, "pids": { "doi": { "client": "datacite", "identifier": "10.5281/zenodo.20289084", "provider": "datacite" }, "oai": { "identifier": "oai:zenodo.org:20289084", "provider": "oai" } }, "revision_id": 8, "stats": { "all_versions": { "data_volume": 4907554.0, "downloads": 51, "unique_downloads": 51, "unique_views": 355, "views": 432 }, "this_version": { "data_volume": 235126.0, "downloads": 2, "unique_downloads": 2, "unique_views": 8, "views": 12 } }, "status": "published", "swh": { "swhid": "swh:1:dir:53f691d15c7ca97d3a88480da72af39a46938557;origin=https://doi.org/10.5281/zenodo.18743008;visit=swh:1:snp:97742176cda8f0c1afb9a587f50a0da03e7b0b46;anchor=swh:1:rel:f0f23f82280cc6afc627e38fa8c6fa5efee8b199;path=JKI-GDM-PhenoPhaseR-4b0ef3b" }, "updated": "2026-05-20T12:44:59.736429+00:00", "versions": { "index": 8, "is_latest": false } }