@prefix ocrer: <http://purl.org/net/OCRe/research.owl#> .
@prefix owl:   <http://www.w3.org/2002/07/owl#> .
@prefix scires: <http://vivoweb.org/ontology/scientific-research#> .
@prefix xsd:   <http://www.w3.org/2001/XMLSchema#> .
@prefix skos:  <http://www.w3.org/2004/02/skos/core#> .
@prefix rdfs:  <http://www.w3.org/2000/01/rdf-schema#> .
@prefix ocresd: <http://purl.org/net/OCRe/study_design.owl#> .
@prefix swo:   <http://www.ebi.ac.uk/efo/swo/> .
@prefix cito:  <http://purl.org/spar/cito/> .
@prefix geo:   <http://aims.fao.org/aos/geopolitical.owl#> .
@prefix ocresst: <http://purl.org/net/OCRe/statistics.owl#> .
@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix vivo:  <http://vivoweb.org/ontology/core#> .
@prefix event: <http://purl.org/NET/c4dm/event.owl#> .
@prefix vann:  <http://purl.org/vocab/vann/> .
@prefix foaf:  <http://xmlns.com/foaf/0.1/> .
@prefix c4o:   <http://purl.org/spar/c4o/> .
@prefix fabio: <http://purl.org/spar/fabio/> .
@prefix vcard: <http://www.w3.org/2006/vcard/ns#> .
@prefix thkoeln: <http://cris.nrw/hisinone#> .
@prefix vitro: <http://vitro.mannlib.cornell.edu/ns/vitro/0.7#> .
@prefix vitro-public: <http://vitro.mannlib.cornell.edu/ns/vitro/public#> .
@prefix rdf:   <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix ocresp: <http://purl.org/net/OCRe/study_protocol.owl#> .
@prefix bibo:  <http://purl.org/ontology/bibo/> .
@prefix obo:   <http://purl.obolibrary.org/obo/> .
@prefix ro:    <http://purl.obolibrary.org/obo/ro.owl#> .

<https://fis.th-koeln.de/vivo/individual/FF_001>
        <http://cris.nrw/hisinone/istForschungsfeldvon>
                <https://fis.th-koeln.de/vivo/individual/publ_20114> .

<https://fis.th-koeln.de/vivo/individual/10000135>
        a           thkoeln:Organisationseinheit , foaf:Agent , obo:BFO_0000001 , obo:BFO_0000004 , obo:BFO_0000002 , foaf:Organization , owl:Thing ;
        rdfs:label  "Institut für Elektrische Energietechnik" ;
        <http://cris.nrw/hisinone/istOrganisationseinheitVon>
                <https://fis.th-koeln.de/vivo/individual/publ_20114> .

<https://fis.th-koeln.de/vivo/individual/cite_20114-1>
        a       thkoeln:Zitat , owl:Thing .

<http://cris.nrw/hisinone/OpenAccess>
        a           <http://cris.nrw/hisinone/Zugangsrecht> , owl:NamedIndividual , owl:Thing ;
        rdfs:label  "Open Access"@en-US , "Open Access"@de-DE .

obo:BFO_0000002  a  owl:Class ;
        rdfs:label  "Kontinuant"@de-DE , "Continuant"@en-US , "Continuant"@en .

thkoeln:Artikel  a  owl:Class ;
        rdfs:label  "Artikel"@de-DE , "Article"@en-US .

<https://fis.th-koeln.de/vivo/individual/cite_20114-0>
        a       thkoeln:Zitat , owl:Thing .

<https://fis.th-koeln.de/vivo/individual/journal_2847>
        a                         obo:IAO_0000030 , bibo:Periodical , obo:BFO_0000031 , bibo:Collection , bibo:Journal , owl:Thing , obo:BFO_0000002 , obo:BFO_0000001 , thkoeln:Zeitschrift ;
        rdfs:label                "Energy" ;
        vivo:publicationVenueFor  <https://fis.th-koeln.de/vivo/individual/publ_20114> .

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<http://cris.nrw/hisinone/RessourceText>
        a           owl:NamedIndividual , <http://cris.nrw/hisinone/ArtderRessource> , owl:Thing ;
        rdfs:label  "Text"@de-DE , "Text"@en-US .

<https://fis.th-koeln.de/vivo/individual/publ_20114>
        a                         bibo:Document , thkoeln:Artikel , owl:Thing , obo:IAO_0000030 , obo:BFO_0000031 , obo:BFO_0000001 , thkoeln:Publikation , thkoeln:Journalartikel , foaf:Document , obo:BFO_0000002 ;
        rdfs:label                "RDF description of Effects of Non-Industrial Decentralized Demand-Side-Management on Energy Costs and Battery Storage Requirement in Germany's Power Grid - https://fis.th-koeln.de/vivo/individual/publ_20114" , "Effects of Non-Industrial Decentralized Demand-Side-Management on Energy Costs and Battery Storage Requirement in Germany's Power Grid" ;
        thkoeln:artikelnummer     "135892" ;
        thkoeln:dokumententyp     "Wissenschaftlicher Artikel" ;
        thkoeln:sprache           "englisch" ;
        thkoeln:status            "validiert" ;
        <http://cris.nrw/hisinone/hatForschungsfeld>
                <https://fis.th-koeln.de/vivo/individual/FF_001> ;
        <http://cris.nrw/hisinone/hatOrganisationseinheit>
                <https://fis.th-koeln.de/vivo/individual/10000135> , <https://fis.th-koeln.de/vivo/individual/11000126> ;
        <http://cris.nrw/hisinone/hatRessourceart>
                <http://cris.nrw/hisinone/RessourceText> ;
        <http://cris.nrw/hisinone/hatZitat>
                <https://fis.th-koeln.de/vivo/individual/cite_20114-0> , <https://fis.th-koeln.de/vivo/individual/cite_20114-2> , <https://fis.th-koeln.de/vivo/individual/cite_20114-1> ;
        <http://cris.nrw/hisinone/hatZugangsrecht>
                <http://cris.nrw/hisinone/OpenAccess> ;
        <http://purl.org/dc/elements/1.1/date>
                "2026-04-03T23:47:30"^^xsd:dateTime ;
        <http://purl.org/dc/elements/1.1/publisher>
                <https://fis.th-koeln.de/vivo> ;
        <http://purl.org/dc/elements/1.1/rights>
                <https://fis.th-koeln.de/vivo/termsOfUse> ;
        bibo:abstract             "As the share of volatile renewable energy sources in the electrical power grid continues to grow, needed additional system flexibility can be provided by energy storages, power transmission, and demand-side-management. The interplay between these three elements has recently gained interest in the field of energy system modeling. This study aims to determine the impact of potential non-industrial demand-side-management technologies, including heat pumps, controlled charging of battery electric vehicles, refrigeration, and air conditioning, on energy costs and battery storage requirements in Germany's future electrical power system. The model is analyzed using a novel modeling approach that enables a comparison of flexible loads responding to different market conditions: centralized market conditions with uniform market prices and decentralized market conditions with nodal prices, considering the congestion management potential of demand-side-management. The results show that non-industrial flexible loads can significantly affect the need for battery storage if high residual load peaks can be reduced by the specific technology. However, energy costs may only be reduced by up to 10 %. The study emphasizes the potential of demand-side-management for mitigating grid congestions, demonstrating that investment in battery storages may be lowered by up to 40 % when comparing centralized and decentralized market conditions." ;
        bibo:doi                  "10.1016/j.energy.2025.135892" ;
        bibo:volume               "323" ;
        vitro:mostSpecificType    thkoeln:Journalartikel ;
        vivo:dateTimeValue        <http://cris.nrw/date2025> ;
        vivo:freetextKeyword      "Energy System Modeling" , "Flexibility" , "Power Transmission Grid" , "Demand-Side-Management" , "Nodal Pricing" ;
        vivo:hasPublicationVenue  <https://fis.th-koeln.de/vivo/individual/journal_2847> ;
        vivo:relatedBy            <https://fis.th-koeln.de/vivo/individual/aut_20114-1> , <https://fis.th-koeln.de/vivo/individual/aut_20114-3> , <https://fis.th-koeln.de/vivo/individual/aut_20114-2> .

bibo:Document  a    owl:Class ;
        rdfs:label  "Dokument"@de-DE , "Document"@en-US , "Document"@en .

owl:Thing  a    owl:Class .

thkoeln:Journalartikel
        a           owl:Class ;
        rdfs:label  "Journal Article"@en-US , "Journalartikel"@de-DE .

<https://fis.th-koeln.de/vivo/individual/aut_20114-3>
        a             obo:BFO_0000001 , obo:BFO_0000020 , vivo:Authorship , vivo:Relationship , obo:BFO_0000002 , owl:Thing ;
        vivo:relates  <https://fis.th-koeln.de/vivo/individual/publ_20114> .

<https://fis.th-koeln.de/vivo/individual/11000126>
        a           thkoeln:Organisationseinheit , foaf:Agent , obo:BFO_0000001 , obo:BFO_0000004 , obo:BFO_0000002 , foaf:Organization , owl:Thing ;
        rdfs:label  "Cologne Institute for Renewable Energy" ;
        <http://cris.nrw/hisinone/istOrganisationseinheitVon>
                <https://fis.th-koeln.de/vivo/individual/publ_20114> .

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        rdfs:label  "Entität für Informationsinhalt"@de-DE , "Information Content Entity"@en-US , "Information Content Entity"@en .

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        a       obo:BFO_0000003 , obo:BFO_0000008 , obo:BFO_0000001 , vivo:DateTimeValue , obo:BFO_0000148 , owl:Thing .

<https://fis.th-koeln.de/vivo/individual/aut_20114-1>
        a             obo:BFO_0000001 , obo:BFO_0000020 , vivo:Authorship , vivo:Relationship , obo:BFO_0000002 , owl:Thing ;
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<https://fis.th-koeln.de/vivo/individual/cite_20114-2>
        a       thkoeln:Zitat , owl:Thing .

thkoeln:Publikation  a  owl:Class ;
        rdfs:label  "Publikationen"@de-DE , "Publications"@en-US .

obo:BFO_0000031  a  owl:Class ;
        rdfs:label  "Bedingter Kontinuant"@de-DE , "Generically Dependent Continuant"@en-US , "Generically Dependent Continuant"@en .