{ "labelLang" : "hun", "responseDate" : "2024-03-29 09:25", "paging" : { "last" : true, "first" : true, "totalPages" : 1, "totalElements" : 33, "totalUncutElements" : 33, "totalEstimatedElements" : 10, "size" : 100, "number" : 1, "numberOfElements" : 33, "sort" : [ { "direction" : "DESC", "property" : "publishedYear", "ascending" : false }, { "direction" : "ASC", "property" : "firstAuthor", "ascending" : true }, { "direction" : "ASC", "property" : "title", "ascending" : true } ] }, "content" : [ { "otype" : "JournalArticle", "mtid" : 34618853, "status" : "ADMIN_APPROVED", "published" : true, "unhandledTickets" : 0, "deleted" : false, "lastRefresh" : "2024-02-18T13:22:57.878+0000", "lastModified" : "2024-02-18T13:21:36.187+0000", "created" : "2024-02-18T11:23:16.102+0000", "creator" : { "otype" : "Admin", "mtid" : 521, "link" : "/api/admin/521", "label" : "Szuper Admin (admin)", "familyName" : "Szuper", "givenName" : "Admin", "published" : true, "snippet" : true }, "lastDuplumOK" : "2024-02-18T13:21:36.502+0000", "lastDuplumSearch" : "2024-02-18T13:21:36.502+0000", "adminApproved" : "2024-02-18T13:21:36.487+0000", "adminApprover" : { "otype" : "Admin", "mtid" : 10049401, "link" : "/api/admin/10049401", "label" : "Fülöp Tamás (BME GPK admin5)", "familyName" : "Fülöp", "givenName" : "Tamás", "published" : true, "oldId" : 10049401, "snippet" : true }, "core" : false, "citation" : true, "publicationPending" : false, "type" : { "otype" : "PublicationType", "mtid" : 24, "link" : "/api/publicationtype/24", "label" : "Folyóiratcikk", "code" : 24, "otypeName" : "JournalArticle", "listPosition" : 1, "published" : true, "oldId" : 24, "snippet" : true }, "subType" : { "otype" : "SubType", "mtid" : 10000059, "link" : "/api/subtype/10000059", "label" : "Szakcikk (Folyóiratcikk)", "name" : "Szakcikk", "nameEng" : "Article", "docType" : { "otype" : "PublicationType", "mtid" : 24, "link" : "/api/publicationtype/24", "label" : "Folyóiratcikk", "code" : 24, "otypeName" : "JournalArticle", "listPosition" : 1, "published" : true, "oldId" : 24, "snippet" : true }, "listPosition" : 101, "published" : true, "oldId" : 10000059, "snippet" : true }, "category" : { "otype" : "Category", "mtid" : 1, "link" : "/api/category/1", "label" : "Tudományos", "published" : true, "oldId" : 1, "snippet" : true }, "languages" : [ { "otype" : "Language", "mtid" : 10002, "link" : "/api/language/10002", "label" : "Angol", "name" : "Angol", "nameEng" : "English", "published" : true, "oldId" : 2, "snippet" : true } ], "firstAuthor" : "Ma, Qiyang", "authorships" : [ { "otype" : "PersonAuthorship", "mtid" : 114737742, "link" : "/api/authorship/114737742", "label" : "Ma, Qiyang", "listPosition" : 1, "share" : 0.25, "first" : true, "last" : false, "corresponding" : false, "familyName" : "Ma", "givenName" : "Qiyang", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true }, { "otype" : "PersonAuthorship", "mtid" : 114737743, "link" : "/api/authorship/114737743", "label" : "Zhong, Yuhao", "listPosition" : 2, "share" : 0.25, "first" : false, "last" : false, "corresponding" : false, "familyName" : "Zhong", "givenName" : "Yuhao", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true }, { "otype" : "PersonAuthorship", "mtid" : 114737744, "link" : "/api/authorship/114737744", "label" : "Wang, Zimo ✉", "listPosition" : 3, "share" : 0.25, "first" : false, "last" : false, "corresponding" : true, "familyName" : "Wang", "givenName" : "Zimo", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true }, { "otype" : "PersonAuthorship", "mtid" : 114737745, "link" : "/api/authorship/114737745", "label" : "Bukkapatnam, Satish", "listPosition" : 4, "share" : 0.25, "first" : false, "last" : true, "corresponding" : false, "familyName" : "Bukkapatnam", "givenName" : "Satish", "authorTyped" : true, "editorTyped" : false, "otherTyped" : false, "type" : { "otype" : "AuthorshipType", "mtid" : 1, "link" : "/api/authorshiptype/1", "label" : "Szerző", "code" : 0, "published" : true, "oldId" : 0, "snippet" : true }, "published" : false, "snippet" : true } ], "title" : "Effect of Microstructure on the Machinability of Natural Fiber Reinforced Plastic Composites: A Novel Explainable Machine Learning (XML) Approach", "identifiers" : [ { "otype" : "PublicationIdentifier", "mtid" : 25580009, "link" : "/api/publicationidentifier/25580009", "label" : "DOI: 10.1115/1.4064039", "source" : { "otype" : "PlainSource", "mtid" : 6, "link" : "/api/publicationsource/6", "label" : "DOI", "type" : { "otype" : "PublicationSourceType", "mtid" : 10001, "link" : "/api/publicationsourcetype/10001", "label" : "DOI", "mayHaveOa" : true, "published" : true, "snippet" : true }, "name" : "DOI", "nameEng" : "DOI", "linkPattern" : "https://doi.org/@@@", "publiclyVisible" : true, "published" : true, "oldId" : 6, "snippet" : true }, "validState" : "IDENTICAL", "idValue" : "10.1115/1.4064039", "realUrl" : "https://doi.org/10.1115/1.4064039", "published" : false, "snippet" : true }, { "otype" : "PublicationIdentifier", "mtid" : 25580008, "link" : "/api/publicationidentifier/25580008", "label" : "WoS: 001157909000010", "source" : { "otype" : "PlainSource", "mtid" : 1, "link" : "/api/publicationsource/1", "label" : "WoS", "type" : { "otype" : "PublicationSourceType", "mtid" : 10003, "link" : "/api/publicationsourcetype/10003", "label" : "Indexelő adatbázis", "mayHaveOa" : false, "published" : true, "snippet" : true }, "name" : "WoS", "nameEng" : "WoS", "linkPattern" : "https://www.webofscience.com/wos/woscc/full-record/@@@", "publiclyVisible" : true, "published" : true, "oldId" : 1, "snippet" : true }, "validState" : "IDENTICAL", "idValue" : "001157909000010", "realUrl" : "https://www.webofscience.com/wos/woscc/full-record/001157909000010", "published" : false, "snippet" : true }, { "otype" : "PublicationIdentifier", "mtid" : 24818687, "link" : "/api/publicationidentifier/24818687", "label" : "Egyéb URL: https://asmedigitalcollection.asme.org/manufacturingscience/article/doi/10.1115/1.4064039/1170008/The-Effect-of-Microstructure-on-the-Machinability", "source" : { "otype" : "PlainSource", "mtid" : 40, "link" : "/api/publicationsource/40", "label" : "Egyéb URL", "type" : { "otype" : "PublicationSourceType", "mtid" : 10006, "link" : "/api/publicationsourcetype/10006", "label" : "Link", "mayHaveOa" : true, "published" : true, "snippet" : true }, "name" : "Egyéb URL", "nameEng" : "Other URL", "linkPattern" : "@@@", "publiclyVisible" : true, "published" : true, "oldId" : 40, "snippet" : true }, "idValue" : "https://asmedigitalcollection.asme.org/manufacturingscience/article/doi/10.1115/1.4064039/1170008/The-Effect-of-Microstructure-on-the-Machinability", "realUrl" : "https://asmedigitalcollection.asme.org/manufacturingscience/article/doi/10.1115/1.4064039/1170008/The-Effect-of-Microstructure-on-the-Machinability", "published" : false, "snippet" : true } ], "journal" : { "otype" : "Journal", "mtid" : 13453, "link" : "/api/journal/13453", "label" : "JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME 1087-1357 1528-8935", "pIssn" : "1087-1357", "eIssn" : "1528-8935", "reviewType" : "REVIEWED", "noIF" : false, "sciIndexed" : true, "scopusIndexed" : true, "lang" : "FOREIGN", "hungarian" : false, "published" : true, "oldId" : 13453, "snippet" : true }, "volume" : "146", "issue" : "3", "internalId" : "031003", "firstPageOrInternalIdForSort" : "031003", "pageLength" : 14, "publishedYear" : 2024, "abstractText" : "Natural fiber-reinforced plastic (NFRP) composites are ecofriendly and biodegradable materials that offer tremendous ecological advantages while preserving unique structures and properties. Studies on using these natural fibers as alternatives to conventional synthetic fibers in fiber-reinforced materials have opened up possibilities for industrial applications, especially for sustainable manufacturing. However, critical issues reside in the machinability of such materials because of their multiscale structure and the randomness of the reinforcing elements distributed within the matrix basis. This paper reports a comprehensive investigation of the effect of microstructure heterogeneity on the resultant behaviors of cutting forces for NFRP machining. A convolutional neural network (CNN) links the microstructural reinforcing fibers and their impacts on changing the cutting forces (with an estimated R-squared value over 90%). Next, a model-agnostic explainable machine learning approach is implemented to decipher this CNN black-box model by discovering the underlying mechanisms of relating the reinforcing elements/fibers' microstructures. The presented xml approach extracts physical descriptors from the in-process monitoring microscopic images and finds the causality of the fibrous structures' heterogeneity to the resultant machining forces. The results suggest that, for the heterogeneous fibers, the tightly and evenly bounded fiber elements (i.e., with lower aspect ratio, lower eccentricity, and higher compactness) strengthen the material and thereafter play a significant role in increasing the cutting forces during NFRP machining. Therefore, the presented framework of the explainable machine learning approach opens an opportunity to discover the causality of material microstructures on the resultant process dynamics and accurately predict the cutting behaviors during material removal processes.", "subjects" : [ { "otype" : "Classification", "mtid" : 11082, "link" : "/api/classification/11082", "label" : "Egyéb műszaki tudományok és technológiák", "published" : true, "snippet" : true }, { "otype" : "Classification", "mtid" : 10984, "link" : "/api/classification/10984", "label" : "Gépészmérnöki tudományok", "published" : true, "snippet" : true } ], "keywords" : [ { "otype" : "Keyword", "mtid" : 3069, "link" : "/api/keyword/3069", "label" : "COMPOSITES", "published" : true, "oldId" : 3069, "snippet" : true }, { "otype" : "Keyword", "mtid" : 1286211, "link" : "/api/keyword/1286211", "label" : "Sensing", "published" : true, "oldId" : 1286211, "snippet" : true }, { "otype" : "Keyword", "mtid" : 1728062, "link" : "/api/keyword/1728062", "label" : "Monitoring and diagnostics", "published" : true, "snippet" : true }, { "otype" : "Keyword", "mtid" : 2038873, "link" : "/api/keyword/2038873", "label" : "machining processes", "published" : true, "snippet" : true }, { "otype" : "Keyword", "mtid" : 2053631, "link" : "/api/keyword/2053631", "label" : "machine tool dynamics", "published" : true, "snippet" : true }, { "otype" : "Keyword", "mtid" : 2688830, "link" : "/api/keyword/2688830", "label" : "microstructural feature", "published" : true, "snippet" : true }, { "otype" : "Keyword", "mtid" : 3252860, "link" : "/api/keyword/3252860", "label" : "model-agnostic explanations", "published" : true, "snippet" : true }, { "otype" : "Keyword", "mtid" : 3319231, "link" : "/api/keyword/3319231", "label" : "machine behaviors", "published" : true, "snippet" : true } ], "digital" : true, "printed" : null, "sourceYear" : 2024, "foreignEdition" : true, "foreignLanguage" : true, "fullPublication" : true, "conferencePublication" : false, "nationalOrigin" : false, "missingAuthor" : false, "oaType" : "NONE", "oaCheckDate" : "2024-02-18", "oaFree" : false, "citationCount" : 0, "citationCountUnpublished" : 0, "citationCountWoOther" : 0, "independentCitCountWoOther" : 0, "doiCitationCount" : 0, "wosCitationCount" : 0, "scopusCitationCount" : 0, "independentCitationCount" : 0, "unhandledCitationCount" : 0, "citingPubCount" : 0, "independentCitingPubCount" : 0, "unhandledCitingPubCount" : 0, "citedPubCount" : 2, "citedCount" : 2, "ratings" : [ { "otype" : "SjrRating", "mtid" : 11451159, "link" : "/api/sjrrating/11451159", "label" : "sjr:Q1 (2024) Scopus - Computer Science Applications JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME 1087-1357 1528-8935", "listPos" : 164, "rankValue" : 0.24, "type" : "journal", "ratingType" : { "otype" : "RatingType", "mtid" : 10002, "link" : "/api/ratingtype/10002", "label" : "sjr", "code" : "sjr", "published" : true, "snippet" : true }, "subject" : { "otype" : "ClassificationExternal", "mtid" : 1706, "link" : "/api/classificationexternal/1706", "label" : "Scopus - Computer Science Applications", "published" : true, "oldId" : 1706, "snippet" : true }, "ranking" : "Q1", "calculation" : "FROM_PREVIOUS_TO_LAST_YEAR", "published" : true, "snippet" : true } ], "ratingsForSort" : "Q1", "hasCitationDuplums" : false, "userChangeableUntil" : "2024-02-17T13:21:36.118+0000", "directInstitutesForSort" : "", "ownerAuthorCount" : 3, "ownerInstituteCount" : 9, "directInstituteCount" : 0, "authorCount" : 4, "contributorCount" : 0, "hasQualityFactor" : true, "link" : "/api/publication/34618853", "label" : "Ma Qiyang et al. Effect of Microstructure on the Machinability of Natural Fiber Reinforced Plastic Composites: A Novel Explainable Machine Learning (XML) Approach. (2024) JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME 1087-1357 1528-8935 146 3", "template" : "