Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : EMITTER International Journal of Engineering Technology

Classification Method in Fault Diagnosis of Oil-Immersed Power Transformers by Considering Dissolved Gas Analysis Rosmaliati; Bernandus Anggo Seno Aji; Isa Hafidz; Ardyono Priyadi; Mauridhi Hery Purnomo
EMITTER International Journal of Engineering Technology Vol 10 No 2 (2022)
Publisher : Politeknik Elektronika Negeri Surabaya (PENS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24003/emitter.v10i2.702

Abstract

Fault detection in the incipient stage is necessary to avoid hazardous operating conditions and reduce outage rates in transformers. Fault-detected dissolved gas analysis is widely used to detect incipient faults in oil-immersed transformers. This paper proposes fault diagnosis transformers using an artificial neural network based on classification techniques. Data on the condition of transformer oil is assessed for dissolved gas analysis to measure the dissolved gas concentration in the transformer oil. This type of disturbance can affect the gas concentration in the transformer oil. Fault diagnosis is implemented, and fault reference is provided. The result of the NN method is more accurate than the Tree and Random Forest method, with CA and AUC values 0.800 and 0.913. This classification approach is expected to help fault diagnostics in power transformers.
Co-Authors A'yunin, Intan Qurratun A. Sjamsjiar Rachman Abdul Natsir Abdulah Zainuddin Abdullah Zainuddin Abdullah Zainuddin Abdullah Zainuddin Adi Darmawan Agung Budi Muljono Agus Indra Gunawan Agustiansyah, Muhammad Rizki Al Aqad, Yuniar Rizki Rahmawati Amara, Nadya Ardyono Priyadi Asror, Hazinatul Ayu Ahadi Ningrum Az-Zahra, Annisa Bernandus Anggo Seno Aji Bulkis Kanata Bulkis Kanata Bulkis Kanata Bulkis Kanata Cipta Ramadhani Derajat, Dirga Dama Dwi Ratnasari Dwi Ratnasari Dzulfikar Ats Tsauri Edi Satriyanto Eka Meilia Suryanti Geby Harlia Tri Putri Hakim, Muhamad Shaufil Hamdani, Muhammad Ananda Rizki Hazi, Khaerul Hening, Beta Tiva Ratu Ida Ayu Sri Adnyani Ida Bagus Fery Citarsa Ilmiatul Masfufiah Imam Wahyudi Farid Intan Qurratun A'yunin Isa Hafidz iwan Syarif Jurnal Pepadu Kenya Damayanti Priyatna Khaerunnisa Khaerunnisa, Khaerunnisa Lalu Muhamad Irfan Made Sutha Yadnya Majdi, Shafwatul Maulinda, Ade Azahra Mauridhi Hery Purnomo Misbahuddin, Misbahuddin Misbahul Munir Muhammad Azmi, Muhammad Muhammad Fajrin Akbar Nababan, Sabar Natsir, Abdul Ni Luh Sinar Ayu Ratna Dewi Ni Made Seniari Ni Made Seniari Novie Elok Setiawati Nur Fitratunnisa Paniran Paniran Puspita, Intan Imda Putra, Muhammad Septian Dwi Putri, Aida Musyarrifah Hasri Putri, Andi Nirmala Ramdani, M. Rosyantita, Tania Tri Rousanfikr, Sava Arcadia Sabar Nababan Sani, Nabila Aulia Sari, Ainayya Amalia Sevyanto, Yusril Bagas Sudi Maryanto Al Sasongko Suharyadi, Farhan Ahmad Supriyatna Supriyatna Susanto, Oki Novian Tania Tri Rosyantita Teti Zubaidah Teti Zubaidah Teti Zubaidah Teti Zubaidah Tri Putri, Geby Harlia Trisna Wati Yeni Rahmawati, Yeni Zainuddin, Abdullah