@prefix this: . @prefix sub: . @prefix np: . @prefix dct: . @prefix nt: . @prefix npx: . @prefix xsd: . @prefix rdfs: . @prefix orcid: . @prefix prov: . @prefix foaf: . sub:Head { this: np:hasAssertion sub:assertion; np:hasProvenance sub:provenance; np:hasPublicationInfo sub:pubinfo; a np:Nanopublication . } sub:assertion { dct:audience "Multi-source EO datasets requiring integration for AI/ML applications"; dct:description "Can DGGS provide an AI-ready spatial framework that eliminates the need for costly harmonization?"; dct:relation "Traditional harmonization workflows (reprojection, resampling, vector-raster conversion)"; dct:subject "DGGS-based spatial indexing as a harmonization framework"; dct:title "DGGS as an AI-Ready Framework for Multi-Source Earth Observation Data Integration"; dct:type ; "Preprocessing time/cost, data alignment accuracy, AI model performance, reproducibility across research groups"; rdfs:comment "Multi-source Earth observation data cannot be directly fed to AI algorithms without costly spatial harmonization — including reprojection, resampling, and vector-raster conversion. This preprocessing bottleneck limits the scalability and reproducibility of machine learning workflows in EO. DGGS offers a potential solution by providing a standardized spatial index where heterogeneous datasets become directly associable via zone IDs, potentially eliminating traditional harmonization steps. However, no systematic synthesis exists evaluating DGGS effectiveness specifically for AI-ready data preparation. This review will assess whether DGGS can serve as a scalable, interoperable framework that enables direct ingestion of multi-source EO data into AI pipelines." . } sub:provenance { sub:assertion prov:wasAttributedTo orcid:0000-0002-1784-2920 . } sub:pubinfo { orcid:0000-0002-1784-2920 foaf:name "Anne Fouilloux" . this: dct:created "2026-01-25T09:24:13.269Z"^^xsd:dateTime; dct:creator orcid:0000-0002-1784-2920; dct:license ; npx:wasCreatedAt ; rdfs:label "PICO Research Question: DGGS as an AI-Ready Framework for Multi-Source Earth Observation Data Integration"; nt:wasCreatedFromProvenanceTemplate ; nt:wasCreatedFromPubinfoTemplate , ; nt:wasCreatedFromTemplate . sub:sig npx:hasAlgorithm "RSA"; npx:hasPublicKey "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQDWv2pJnmDsBOq8OlT1aSvYXSuWT34WOp4FYqEzdnn2F0kqzcFevBqWGZDxJWC0lqCrDEuNfp2QFyPe/+nES9dlHGYIhqPi68fwK6ZiNUotRFxXou+rjFznVvUxtCL8Ede79EBHwWN61QtwSIcU12bLoZsNPFlqQASQ93BJuKlihwIDAQAB"; npx:hasSignature "tkFXjfc0VSB8gfvQ7a30qSMaHyAvJU5d/CloirG8k4gfDCvDPxQC7Tw4iTp6oB6ZRcp2X9y6hKD1HSzb9FyEdRnJgDIbzNxRKfjQNtd3XocEkAZE4fkgXttfNqa1xKtRFoJUhaBUPBUSAvmR/tLQGVvw/KrOQYpMY0LnDoxLOcQ="; npx:hasSignatureTarget this:; npx:signedBy orcid:0000-0002-1784-2920 . }