@prefix adms: <http://www.w3.org/ns/adms#> .
@prefix bfo: <http://purl.obolibrary.org/obo/BFO_> .
@prefix chebi: <http://purl.obolibrary.org/obo/CHEBI_> .
@prefix dcat: <http://www.w3.org/ns/dcat#> .
@prefix dcatap: <http://data.europa.eu/r5r/> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .
@prefix obi: <http://purl.obolibrary.org/obo/OBI_> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix schema1: <http://schema.org/> .
@prefix sio: <http://semanticscience.org/resource/SIO_> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://doi.org/https://doi.org/10.18419/DARUS-5256> a dcat:Dataset ;
    dcatap:applicableLegislation <https://creativecommons.org/licenses/by/4.0> ;
    dct:conformsTo [ a dct:Standard ;
            dct:description "https://w3id.org/nfdi-de/dcat-ap-plus/chemistry/" ;
            dct:title "ChemDCAT-AP" ] ;
    dct:creator [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Fleck" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Samir" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Klenk" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Spera" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Darouich" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Marcelle" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Timo" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Niels" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Hansen" ],
        [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "A human being." ;
                    skos:prefLabel "person" ] ;
            foaf:name "Maximilian" ] ;
    dct:description "Data-driven approaches used to predict thermophysical properties benefit from physical constraints because the extrapolation behavior can be improved and the amount of training data be reduced. In the present work, the well-established entropy scaling approach is incorporated into a neural network architecture to predict the shear viscosity of a diverse set of pure fluids over a large temperature and pressure range. Instead of imposing a particular form of the reference entropy and reference shear viscosity, these properties are learned. The resulting architecture can be interpreted as two linked DeepONets with generalization capabilities." ;
    dct:identifier "https://doi.org/https://doi.org/10.18419/DARUS-5256" ;
    dct:issued "2025-11-04"^^xsd:date ;
    dct:language [ a dct:LinguisticSystem ;
            dct:description "http://id.loc.gov/vocabulary/iso639-1/en" ;
            dct:title "en" ] ;
    dct:modified "2025-11-04"^^xsd:date ;
    dct:publisher [ a foaf:Agent ;
            dct:type [ a skos:Concept ;
                    dct:description "http://purl.org/adms/publishertype/Academia-ScientificOrganisation" ;
                    skos:prefLabel "Academia/Scientific organisation" ] ;
            foaf:name "DaRUS" ] ;
    dct:subject <https://doi.org/https://doi.org/10.18419/DARUS-5256#sample> ;
    dct:title "Generalized DeepONets for Viscosity Prediction Using Learned Entropy Scaling References" ;
    adms:identifier [ a adms:Identifier ;
            dct:description "The DOI of this dataset" ;
            dct:title "DOI" ;
            skos:notation "https://doi.org/10.18419/DARUS-5256" ],
        [ a adms:Identifier ;
            dct:description "The id of this dataset within the NFDI4Chem Search Service (https://search.nfdi4chem.de/)" ;
            dct:title "Search Service ID" ;
            skos:notation "https://search.nfdi4chem.de/dataset/doi-10-18419-darus-5256" ] ;
    dcat:landingPage <https://doi.org/10.18419/DARUS-5256> ;
    prov:wasGeneratedBy <https://doi.org/https://doi.org/10.18419/DARUS-5256#measurement> .

obi:0000070 a schema1:DefinedTerm ;
    schema1:name "assay" .

<https://creativecommons.org/licenses/by/4.0> a <http://data.europa.eu/eli/ontology#LegalResource> ;
    dct:title "Attribution 4.0 International (CC BY 4.0)" .

<https://doi.org/10.18419/DARUS-5256> a foaf:Document .

<https://doi.org/https://doi.org/10.18419/DARUS-5256#measurement> a obi:0000070,
        prov:Activity ;
    dct:description "The kind of activity/process used to generate the dataset" ;
    prov:used <https://doi.org/https://doi.org/10.18419/DARUS-5256#sample> .

<https://doi.org/https://doi.org/10.18419/DARUS-5256#sample_compound> a chebi:23367 .

<https://doi.org/https://doi.org/10.18419/DARUS-5256#sample> a sio:001378 ;
    bfo:0000051 <https://doi.org/https://doi.org/10.18419/DARUS-5256#sample_compound> ;
    dct:title "evaluated sample" .