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RA3Wt6jY7r

Full identifier: https://w3id.org/np/RA3Wt6jY7rpChWyGpQaqC0u1t44i4Bhd3PDIsyyA9uyOM

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Nanopublication

 PICO Research Question: DGGS as an AI-Ready Framework for Multi-Source Earth Observation Data Integration comment approve/disapprove edit as derived nanopublication create new with same template

https://w3id.org/np/RAfZfE1gbU.../research-question research-question http://purl.org/dc/terms/audience audience "Multi-source EO datasets requiring integration for AI/ML applications" .
https://w3id.org/np/RAfZfE1gbU.../research-question research-question http://purl.org/dc/terms/description description "Can DGGS provide an AI-ready spatial framework that eliminates the need for costly harmonization?" .
https://w3id.org/np/RAfZfE1gbU.../research-question research-question http://purl.org/dc/terms/relation relation "Traditional harmonization workflows (reprojection, resampling, vector-raster conversion)" .
https://w3id.org/np/RAfZfE1gbU.../research-question research-question http://purl.org/dc/terms/title title "DGGS as an AI-Ready Framework for Multi-Source Earth Observation Data Integration" .
https://w3id.org/np/RAfZfE1gbU.../research-question research-question http://schema.org/expectedResult expectedResult "Preprocessing time/cost, data alignment accuracy, AI model performance, reproducibility across research groups" .
https://w3id.org/np/RAfZfE1gbU.../research-question research-question http://www.w3.org/2000/01/rdf-schema#comment 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." .
This is the identifier for this whole nanopublication. https://w3id.org/np/RA3Wt6jY7r... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)
"2026-01-25T09:24:13.269Z"
(xsd:dateTime) .
This is the identifier for this whole nanopublication. https://w3id.org/np/RA3Wt6jY7r... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RAfZfE1gbU...
RAfZfE1gbU
.
This is the identifier for this whole nanopublication. https://w3id.org/np/RA3Wt6jY7r... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template https://w3id.org/np/RA7lSq6MuK...
RA7lSq6MuK
.
This is the identifier for this whole nanopublication. https://w3id.org/np/RA3Wt6jY7r... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RA0J4vUn_d...
RA0J4vUn_d
.
This is the identifier for this whole nanopublication. https://w3id.org/np/RA3Wt6jY7r... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RAukAcWHRD...
RAukAcWHRD
.
This is a local identifier minted within the nanopublication. https://w3id.org/np/RA3Wt6jY7r.../sig
sig
http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA3Wt6jY7r... this nanopublication .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RA3Wt6jY7r.../sig
sig
http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)
"RSA"
.

Anne Fouilloux, 25 Jan 2026, 09:24:13 UTC

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