VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ
In this study, a literature review on Development of a Data-Oriented Fault Diagnosis System is presented and details of an application on a use-case is proposed with analysis and results. With an aim on utilizing the application with CNC machines and rolling bearings,an intelligent fl...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Eskişehir Osmangazi University
2020-12-01
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| Series: | Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi |
| Subjects: | |
| Online Access: | https://dergipark.org.tr/en/download/article-file/1223313 |
| _version_ | 1797916619531354112 |
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| author | Metin YILMAZ Ahmet YAZICI Eyüp ÇINAR |
| author_facet | Metin YILMAZ Ahmet YAZICI Eyüp ÇINAR |
| author_sort | Metin YILMAZ |
| collection | DOAJ |
| description | In this study, a literature review on Development of a Data-Oriented Fault Diagnosis System is presented and details of an application on a use-case is proposed with analysis and results. With an aim on utilizing the application with CNC machines and rolling bearings,an intelligent fleet-based monitoring system application is implemented.The implemented method ensures afleet-based monitoring system is capable of monitoring machines with same type of data and features in a manufacturing environment. The methodology is tested on four rolling bearing offline datasets. The corresponding anomaly scores of each component is calculated and presented. |
| first_indexed | 2024-04-10T13:01:15Z |
| format | Article |
| id | doaj.art-155194cd3f2c45dfb4be6576d7ee1478 |
| institution | Directory Open Access Journal |
| issn | 2630-5712 2630-5712 |
| language | English |
| last_indexed | 2024-04-10T13:01:15Z |
| publishDate | 2020-12-01 |
| publisher | Eskişehir Osmangazi University |
| record_format | Article |
| series | Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi |
| spelling | doaj.art-155194cd3f2c45dfb4be6576d7ee14782023-02-15T16:13:10ZengEskişehir Osmangazi UniversityEskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi2630-57122630-57122020-12-01283289298https://doi.org/10.31796/ogummf.776012VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİMetin YILMAZ0https://orcid.org/0000-0001-9478-4114Ahmet YAZICI1https://orcid.org/0000-0001-5589-2032Eyüp ÇINAR2https://orcid.org/0000-0003-3189-7247TEI –TUSAŞ Motor Sanayii A.Ş.,TEI Eskişehir Yerleşkesi, Bilişim Teknolojileri Bölümü, EskişehirEskişehir Osmangazi Üniversitesi, Mühendislik Mimarlık Fakültesi, Bilgisayar Mühendisliği Bölümü, EskişehirEskişehir Osmangazi Üniversitesi, Mühendislik Mimarlık Fakültesi, Bilgisayar Mühendisliği Bölümü, EskişehirIn this study, a literature review on Development of a Data-Oriented Fault Diagnosis System is presented and details of an application on a use-case is proposed with analysis and results. With an aim on utilizing the application with CNC machines and rolling bearings,an intelligent fleet-based monitoring system application is implemented.The implemented method ensures afleet-based monitoring system is capable of monitoring machines with same type of data and features in a manufacturing environment. The methodology is tested on four rolling bearing offline datasets. The corresponding anomaly scores of each component is calculated and presented.https://dergipark.org.tr/en/download/article-file/1223313cncanomaly detectionproductivityprognosticfleet-basedcondition monitoring |
| spellingShingle | Metin YILMAZ Ahmet YAZICI Eyüp ÇINAR VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi cnc anomaly detection productivity prognostic fleet-basedcondition monitoring |
| title | VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ |
| title_full | VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ |
| title_fullStr | VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ |
| title_full_unstemmed | VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ |
| title_short | VERİ ODAKLI HATA TEŞHİS SİSTEMİ GELİŞTİRİLMESİ |
| title_sort | veri odakli hata teshis sistemi gelistirilmesi |
| topic | cnc anomaly detection productivity prognostic fleet-basedcondition monitoring |
| url | https://dergipark.org.tr/en/download/article-file/1223313 |
| work_keys_str_mv | AT metinyilmaz veriodaklihatateshissistemigelistirilmesi AT ahmetyazici veriodaklihatateshissistemigelistirilmesi AT eyupcinar veriodaklihatateshissistemigelistirilmesi |