{"@context":{"@vocab":"https://cir.nii.ac.jp/schema/1.0/","rdfs":"http://www.w3.org/2000/01/rdf-schema#","dc":"http://purl.org/dc/elements/1.1/","dcterms":"http://purl.org/dc/terms/","foaf":"http://xmlns.com/foaf/0.1/","prism":"http://prismstandard.org/namespaces/basic/2.0/","cinii":"http://ci.nii.ac.jp/ns/1.0/","datacite":"https://schema.datacite.org/meta/kernel-4/","ndl":"http://ndl.go.jp/dcndl/terms/","jpcoar":"https://github.com/JPCOAR/schema/blob/master/2.0/"},"@id":"https://cir.nii.ac.jp/crid/1390573870495235328.json","@type":"Article","productIdentifier":[{"identifier":{"@type":"DOI","@value":"10.1585/pfr.17.1201048"}},{"identifier":{"@type":"URI","@value":"https://www.jstage.jst.go.jp/article/pfr/17/0/17_1201048/_pdf"}}],"resourceType":"学術雑誌論文(journal article)","dc:title":[{"@language":"en","@value":"Prediction of Turbulence Temporal Evolution in PANTA by Long-Short Term Memory Network"}],"dc:language":"en","description":[{"type":"abstract","notation":[{"@language":"en","@value":"<p>Prediction of time evolution of multi-scale turbulence is performed by using Long-short term memory networks. The time series data is obtained by Langmuir probes in a linear magnetized plasma device, PANTA. The simultaneous prediction of high and low frequency components of turbulence is shown to be possible within several tens percent accuracy. The prediction accuracy depends on the initial network, which can be controlled by reducing the learning rate.</p>"}],"abstractLicenseFlag":"disallow"}],"creator":[{"@id":"https://cir.nii.ac.jp/crid/1410573870495235331","@type":"Researcher","foaf:name":[{"@language":"en","@value":"AIZAWACARANZA Masaomi"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235329","@type":"Researcher","foaf:name":[{"@language":"en","@value":"SASAKI Makoto"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235334","@type":"Researcher","foaf:name":[{"@language":"en","@value":"MINAGAWA Hiroki"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235336","@type":"Researcher","foaf:name":[{"@language":"en","@value":"NAKAZAWA Yuuki"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235332","@type":"Researcher","foaf:name":[{"@language":"en","@value":"LIU Yoshitatsu"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235328","@type":"Researcher","foaf:name":[{"@language":"en","@value":"JAJIMA Yuki"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235330","@type":"Researcher","foaf:name":[{"@language":"en","@value":"KAWACHI Yuichi"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Interdisciplinary Graduate School of Engineering Sciences, Kyushu University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235335","@type":"Researcher","foaf:name":[{"@language":"en","@value":"ARAKAWA Hiroyuki"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Institute of Science and Engineering, Academic Assembly, Shimane University"}]},{"@id":"https://cir.nii.ac.jp/crid/1410573870495235333","@type":"Researcher","foaf:name":[{"@language":"en","@value":"HARA Kazuyuki"}],"jpcoar:affiliationName":[{"@language":"en","@value":"College of Industrial Technology, Nihon University"}]}],"publication":{"publicationIdentifier":[{"@type":"EISSN","@value":"18806821"},{"@type":"LISSN","@value":"18806821"}],"prism:publicationName":[{"@language":"en","@value":"Plasma and Fusion Research"},{"@language":"en","@value":"Plasma and Fusion Research"}],"dc:publisher":[{"@language":"en","@value":"The Japan Society of Plasma Science and Nuclear Fusion Research"},{"@language":"ja","@value":"一般社団法人 プラズマ・核融合学会"}],"prism:publicationDate":"2022-05-13","prism:volume":"17","prism:number":"0","prism:startingPage":"1201048","prism:endingPage":"1201048"},"reviewed":"false","url":[{"@id":"https://www.jstage.jst.go.jp/article/pfr/17/0/17_1201048/_pdf"}],"availableAt":"2022-05-13","foaf:topic":[{"@id":"https://cir.nii.ac.jp/all?q=deep%20learning","dc:title":"deep learning"},{"@id":"https://cir.nii.ac.jp/all?q=plasma","dc:title":"plasma"},{"@id":"https://cir.nii.ac.jp/all?q=turbulence","dc:title":"turbulence"},{"@id":"https://cir.nii.ac.jp/all?q=data%20driven%20science","dc:title":"data driven science"},{"@id":"https://cir.nii.ac.jp/all?q=prediction","dc:title":"prediction"},{"@id":"https://cir.nii.ac.jp/all?q=LSTM","dc:title":"LSTM"}],"project":[{"@id":"https://cir.nii.ac.jp/crid/1040287907250082688","@type":"Project","projectIdentifier":[{"@type":"KAKEN","@value":"21K03509"},{"@type":"JGN","@value":"JP21K03509"},{"@type":"URI","@value":"https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-21K03509/"}],"notation":[{"@language":"ja","@value":"プラズマ乱流におけるスケール混合を伴う構造形成"}]}],"relatedProduct":[{"@id":"https://cir.nii.ac.jp/crid/1360011143578176384","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Long-Range Time Correlations in Plasma Edge Turbulence"}]},{"@id":"https://cir.nii.ac.jp/crid/1360568469302006400","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Using dynamical mode decomposition to extract the limit cycle dynamics of modulated turbulence in a plasma simulation"}]},{"@id":"https://cir.nii.ac.jp/crid/1360853567442190720","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Evaluation of abrupt energy transfer among turbulent plasma structures using singular value decomposition"}]},{"@id":"https://cir.nii.ac.jp/crid/1360857593670108288","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Dynamic interaction between fluctuations with different origins in a linear magnetized plasma"}]},{"@id":"https://cir.nii.ac.jp/crid/1361694368682062208","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Observations of radially elongated particle flux induced by streamer in a linear magnetized plasma"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981471098012032","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Edge-localized-modes in tokamaks"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544418439052672","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Dynamics of the pedestal in the recovery phase between type-III ELMs"}]},{"@id":"https://cir.nii.ac.jp/crid/1363388843696529664","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Predicting disruptive instabilities in controlled fusion plasmas through deep learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951795376009728","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Long Short-Term Memory"}]},{"@id":"https://cir.nii.ac.jp/crid/1390869622211256064","@type":"Article","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Predicting Spatio-Temporal Dynamics in Multi-Dimensional Turbulent Flows via Hankel Sparsity-Promoting Dynamic Mode Decomposition"}]}],"dataSourceIdentifier":[{"@type":"JALC","@value":"oai:japanlinkcenter.org:2009404608"},{"@type":"CROSSREF","@value":"10.1585/pfr.17.1201048"},{"@type":"KAKEN","@value":"PRODUCT-24201047"},{"@type":"OPENAIRE","@value":"doi_________::af1f7aee02d40211fbd09405ce359537"},{"@type":"CROSSREF","@value":"10.1585/pfr.20.1201059_references_DOI_N1h8vY1NAJiUBOlyElP1dUOzrei"}]}