<efrbr:recordSet xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:efrbr="http://vfrbr.info/efrbr/1.1" xmlns:efrbr-work="http://vfrbr.info/efrbr/1.1/work" xmlns:efrbr-expression="http://vfrbr.info/efrbr/1.1/expression" xmlns:efrbr-manifestation="http://vfrbr.info/efrbr/1.1/manifestation" xmlns:efrbr-person="http://vfrbr.info/efrbr/1.1/person" xmlns:efrbr-corporateBody="http://vfrbr.info/efrbr/1.1/corporateBody" xmlns:efrbr-concept="http://vfrbr.info/efrbr/1.1/concept" xmlns:efrbr-structure="http://vfrbr.info/efrbr/1.1/structure" xmlns:efrbr-responsible="http://vfrbr.info/efrbr/1.1/responsible" xmlns:efrbr-subject="http://vfrbr.info/efrbr/1.1/subject" xmlns:efrbr-other="http://vfrbr.info/efrbr/1.1/other" xsi:schemaLocation="http://vfrbr.info/efrbr/1.1 http://vfrbr.info/schemas/1.1/efrbr.xsd"><efrbr:entities><efrbr-work:work identifier="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68"><efrbr-work:titleOfTheWork>Stochastic weather generator for the design and reliability evaluation of desalination systems with renewable energy sources</efrbr-work:titleOfTheWork></efrbr-work:work><efrbr-expression:expression identifier="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68"><efrbr-expression:titleOfTheExpression>Stochastic weather generator for the design and reliability evaluation of desalination systems with renewable energy sources</efrbr-expression:titleOfTheExpression><efrbr-expression:formOfExpression vocabulary="DIAS:TYPES">
            Peer-Reviewed Journal Publication
            Δημοσίευση σε Περιοδικό με Κριτές
         </efrbr-expression:formOfExpression><efrbr-expression:dateOfExpression type="issued">2021-05-14</efrbr-expression:dateOfExpression><efrbr-expression:dateOfExpression type="published">2020</efrbr-expression:dateOfExpression><efrbr-expression:languageOfExpression vocabulary="iso639-1">en</efrbr-expression:languageOfExpression><efrbr-expression:summarizationOfContent>The operation of Renewable Energy Sources (RES) systems is highly affected by the continuously changing meteorological conditions and the design of a RES system has to be robust to the unknown weather conditions that it will encounter during its lifetime. In this paper, the use of Stochastic Weather Generators (SWGENs) is introduced for the optimal design and reliability evaluation of hybrid Photovoltaic/Wind-Generator systems providing energy to desalination plants. A SWGEN is proposed, which is based on parametric Markov-Switching Auto-Regressive (MSAR) models and is capable to simulate realistic hourly multivariate time series of solar irradiance, temperature and wind speed of the target installation site. Numerical results are presented, demonstrating that: (i) SWGENs enable to evaluate the reliability of RES-based desalination plants during their operation over a 20 years lifetime period and (ii) using an appropriate time series simulated with a SWGEN as input to the design optimization process results in a RES-based desalination plant configuration with higher reliability compared to the configurations derived when the other types of meteorological datasets are used as input to the design optimization process.</efrbr-expression:summarizationOfContent><efrbr-expression:useRestrictionsOnTheExpression type="creative-commons">http://creativecommons.org/licenses/by/4.0/</efrbr-expression:useRestrictionsOnTheExpression><efrbr-expression:note type="journal name">Renewable Energy</efrbr-expression:note><efrbr-expression:note type="journal volume">158</efrbr-expression:note><efrbr-expression:note type="page range">541-553</efrbr-expression:note></efrbr-expression:expression><efrbr-person:person identifier="http://viaf.org/viaf/192812111"><efrbr-person:nameOfPerson vocabulary="VIAF">
            Ailliot, Pierre
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="7C640B08-D0A3-47F1-9556-5CC6EA3502A3"><efrbr-person:nameOfPerson vocabulary="">
            Boutigny Marie
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="http://users.isc.tuc.gr/~ekoutroulis"><efrbr-person:nameOfPerson vocabulary="TUC:LDAP">
            Koutroulis Eftychios
            Κουτρουλης Ευτυχιος
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="http://users.isc.tuc.gr/~tmalisovas"><efrbr-person:nameOfPerson vocabulary="TUC:LDAP">
            Malisovas Athanasios
            Μαλισοβας Αθανασιος
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="87632E27-49AD-443D-96F3-4F1D13524759"><efrbr-person:nameOfPerson vocabulary="">
            Monbet Valérie
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-corporateBody:corporateBody identifier="https://v2.sherpa.ac.uk/id/publisher/30"><efrbr-corporateBody:nameOfTheCorporateBody vocabulary="S/R:PUBLISHERS">
            Elsevier
         </efrbr-corporateBody:nameOfTheCorporateBody></efrbr-corporateBody:corporateBody><efrbr-concept:concept identifier="5B11BB8A-0F68-4D15-8D49-6620D0F76D38"><efrbr-concept:termForTheConcept>
            Renewable energy sources
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="88CEEF4D-EB3E-4B49-BF7F-784B6828F74C"><efrbr-concept:termForTheConcept>
            Desalination
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="3330960B-38AB-4081-810E-BAD2B44154F8"><efrbr-concept:termForTheConcept>
            Stochastic weather generators
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="1D859E7E-3E30-4ADE-A298-7849C6E91D8E"><efrbr-concept:termForTheConcept>
            Markov-switching autoregressive models
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="A3A1A8E1-AD70-48EB-A4FA-B0126E4FEBF4"><efrbr-concept:termForTheConcept>
            Non-parametric resampling
         </efrbr-concept:termForTheConcept></efrbr-concept:concept><efrbr-concept:concept identifier="8E139E45-EE3E-4680-A273-F9E6C5B59216"><efrbr-concept:termForTheConcept>
            Design optimization
         </efrbr-concept:termForTheConcept></efrbr-concept:concept></efrbr:entities><efrbr:relationships><efrbr-structure:structureRelations><efrbr-structure:realizedThrough sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="expression" targetURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68"/></efrbr-structure:structureRelations><efrbr-responsible:responsibleRelations><efrbr-responsible:createdBy sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="http://viaf.org/viaf/192812111"/><efrbr-responsible:realizedBy sourceEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="http://viaf.org/viaf/192812111" role="author"/><efrbr-responsible:realizedBy sourceEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="7C640B08-D0A3-47F1-9556-5CC6EA3502A3" role="author"/><efrbr-responsible:realizedBy sourceEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="http://users.isc.tuc.gr/~ekoutroulis" role="author"/><efrbr-responsible:realizedBy sourceEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="http://users.isc.tuc.gr/~tmalisovas" role="author"/><efrbr-responsible:realizedBy sourceEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="87632E27-49AD-443D-96F3-4F1D13524759" role="author"/><efrbr-responsible:realizedBy sourceEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="person" targetURI="https://v2.sherpa.ac.uk/id/publisher/30" role="publisher"/></efrbr-responsible:responsibleRelations><efrbr-subject:subjectRelations><efrbr-subject:hasSubject sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="concept" targetURI="5B11BB8A-0F68-4D15-8D49-6620D0F76D38"/><efrbr-subject:hasSubject sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="concept" targetURI="88CEEF4D-EB3E-4B49-BF7F-784B6828F74C"/><efrbr-subject:hasSubject sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="concept" targetURI="3330960B-38AB-4081-810E-BAD2B44154F8"/><efrbr-subject:hasSubject sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="concept" targetURI="1D859E7E-3E30-4ADE-A298-7849C6E91D8E"/><efrbr-subject:hasSubject sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="concept" targetURI="A3A1A8E1-AD70-48EB-A4FA-B0126E4FEBF4"/><efrbr-subject:hasSubject sourceEntity="work" sourceURI="http://purl.tuc.gr/dl/dias/2D89C3A8-C299-4640-A5E6-2ED7981E6B68" targetEntity="concept" targetURI="8E139E45-EE3E-4680-A273-F9E6C5B59216"/></efrbr-subject:subjectRelations><efrbr-other:otherRelations/></efrbr:relationships></efrbr:recordSet>