Associate Professor EMRULLAH FATİH YETKİN
A BLOK 1. KAT 232
+90 (212) 5336532 - 1821
Education
Doctorate
İSTANBUL TEKNİK ÜNİVERSİTESİ
Hesaplamalı Bilim ve Mühendislik
Master's Degree
İSTANBUL TEKNİK ÜNİVERSİTESİ
Hesaplamalı Bilim ve Mühendislik
Bachelor's Degree
ULUDAĞ ÜNİVERSİTESİ
Elektronik Mühendisliği
Research Areas
- Numerical Linear Algebra
- High Performance Computing
- Machine Learning
- Resilient Computing
Work Experience
2018 /
Continuing
Yönetim Bilişim Sistemleri, Dr. Öğretim Üyesi
Kadir Has Üniversitesi
2016 /
2018
Yönetim Bilişim Sistemleri, Yrd. Doç. Dr.
İstanbul Kemerburgaz Üniversitesi
2014 /
2016
Doktora Sonrası Araştırmacı
Inria Sud-Ouest
2001 /
2012
Araştırma Görevlisi
İstanbul Teknik Üniversitesi
Publications
- Yetkin, E. Fatih; Ceylan, Oguzhan (2023), "Recycling Newton–Krylov algorithm for efficient solution of large scale power systems", International Journal of Electrical Power and Energy Systems, Vol.144, DOI: 10.1016/j.ijepes.2022.108559
- Yetkin, Emrullah Fatih (2023), "Assesment of soft error sensitivity of power flow analysis", Journal of the Faculty of Engineering and Architecture of Gazi University, Vol.38, No.1, 579-589 DOI: 10.17341/gazimmfd.913867
- Taskin, Gulsen; Fatih Yetkin, E.; Camps-Valls, Gustau (2023), "A Scalable Unsupervised Feature Selection With Orthogonal Graph Representation for Hyperspectral Images", IEEE Transactions on Geoscience and Remote Sensing, Vol.61, DOI: 10.1109/TGRS.2023.3284475
- Hindistan, Yavuz Selim; Fatih Yetkin, E. (2023), "A Hybrid Approach With GAN and DP for Privacy Preservation of IIoT Data", IEEE Access, Vol.11, 5837-5849 DOI: 10.1109/ACCESS.2023.3235969
- Bulut, Cem; Ballı, Tuğçe; Yetkin, E. Fatih (2023), "Comparative classification performances of filter model feature selection algorithms in EEG based brain computer interface system", Journal of the Faculty of Engineering and Architecture of Gazi University, Vol.38, No.4, 2397-2407 DOI: 10.17341/gazimmfd.978895
- Yetkin, E. Fatih; Pişkin, Şenol (2021), "Sensitivity of computational fluid dynamics simulations against soft errors", Computing, Vol.103, No.11, 2687-2709 DOI: 10.1007/s00607-021-00976-0
- Lamprianidou, I. S.; Papadopoulos, T. A.; Kryonidis, G. C.; Yetkin, E. Fatih; Pippi, K. D.; Chrysochos, A. I. (2021), "Assessment of load and generation modelling on the quasi-static analysis of distribution networks", Sustainable Energy, Grids and Networks, Vol.27, DOI: 10.1016/j.segan.2021.100509
- Agullo, Emmanuel; Cools, Siegfried; Yetkin, Emrullah Fatih; Giraud, Luc; Schenkels, Nick; Vanroose, Wim (2020), "On soft errors in the conjugate gradient method: Sensitivity and robust numerical detection", SIAM Journal on Scientific Computing, Vol.42, No.6, C335-C358 DOI: 10.1137/18M122858X
- Yetkin, E. Fatih; Ceylan, Oguzhan; Papadopoulos, Theofilos A.; Kazaki, Anastasia G.; Barzegkar-Ntovom, Georgios A. (2019), "Active and Reactive Power Load Profiling Using Dimensionality Reduction Techniques and Clustering", 2019 54th International Universities Power Engineering Conference, UPEC 2019 - Proceedings, DOI: 10.1109/UPEC.2019.8893443
- Barzegkar-Ntovom, Georgios A.; Ceylan, Oguzhan; Papadopoulos, Theofilos A.; Fatih Yetkin, E. (2018), "Generic dynamic load modelling using cluster analysis", Proceedings - 2018 53rd International Universities Power Engineering Conference, UPEC 2018, DOI: 10.1109/UPEC.2018.8541940
- Cools, Siegfried; Yetkin, Emrullah Fatih; Agullo, Emmanuel; Giraud, Luc; Vanroose, Wim (2018), "Analyzing the effect of local rounding error propagation on the maximal attainable accuracy of the pipelined conjugate gradient method", SIAM Journal on Matrix Analysis and Applications, Vol.39, No.1, 426-450 DOI: 10.1137/17M1117872
- Yetkin, E. Fatih; Ceylan, Oguzhan (2017), "Soft-error resiliency of power flow calculations", 2017 52nd International Universities Power Engineering Conference, UPEC 2017, Vol.2017-January, 1-5 DOI: 10.1109/UPEC.2017.8232016
- Karaca, Yeliz; Bayrak, Engülş; Yetkin, Emrullah Fatih (2017), "The classification of Turkish economic growth by artificial neural network algorithms", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol.10405, 115-126 DOI: 10.1007/978-3-319-62395-5_9
- Agullo, E.; Cools, S.; Giraud, L.; Moreau, A.; Salas, P.; Vanroose, W.; Yetkin, E. F.; Zounon, M. (2017), "Hard faults and soft-errors: Possible numerical remedies in linear algebra solvers", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol.10150 LNCS, 11-18 DOI: 10.1007/978-3-319-61982-8_3
- Cools, Siegfried; Vanroose, Wim; Yetkin, Emrullah Fatih; Agullo, Emmanuel; Giraud, Luc (2016), "On rounding error resilience, maximal attainable accuracy and parallel performance of the pipelined conjugate gradients method for large-scale linear systems in PETSc", ACM International Conference Proceeding Series, DOI: 10.1145/2938615.2938621
- Yetkin, Emrullah Fatih; Daʇ, Hasan (2016), "A sparsity-preserving spectral preconditioner for power ow analysis", Turkish Journal of Electrical Engineering and Computer Sciences, Vol.24, No.2, 370-383 DOI: 10.3906/elk-1304-123
- Yetkin, E. Fatih; Daǧ, Hasan (2011), "Sparsity Preserving computation for spectral Projectors", AIP Conference Proceedings, Vol.1368, 267-270 DOI: 10.1063/1.3663510
- Dag, Hasan; Fatih Yetkin, E.; Manguoglu, Murat (2011), "A new preconditioner design based on spectral division for power flow analysis", International Review of Electrical Engineering, Vol.6, No.3, 1339-1348
- Daǧ, H.; Yetkin, E. F. (2010), "A spectral divide and conquer method based preconditioner design for power flow analysis", 2010 International Conference on Power System Technology: Technological Innovations Making Power Grid Smarter, POWERCON2010, DOI: 10.1109/POWERCON.2010.5666015
- Yetkin, E. Fatih; Daǧ, Hasan (2009), "Parallel implementation of iterative rational Krylov methods for model order reduction", ICSCCW 2009 - 5th International Conference on Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control, DOI: 10.1109/ICSCCW.2009.5379421
Projects
| Project Name | Role in the Project | Project Type | Fund Establishment | Project Date |
|---|---|---|---|---|
| CyberMACS - Master of Applied Cybersecurity | Araştırmacı | Uluslararası Proje | Erasmus/JM |
01.10.2022 30.11.2028 |
| Yeni Teknolojiler ve Büyük Veri Analitikleri Kullanılarak, Üretim Endüstri 4.0 Uygulamalarının Üretim Süreçleri İçerisinde Geliştirilmesi | Yürütücü | Ulusal Proje | TÜBİTAK BİDEB |
15.07.2020 15.07.2028 |
| Emlak Sektöründe Yapay Zeka Tabanlı Ürün ve Servisler | Araştırmacı | Ulusal Proje | TÜBİTAK BİDEB |
15.07.2020 15.07.2028 |
| 101007961 AI4LABOUR-Reshaping labour force participation with Artificial Intelligence | Araştırmacı | Uluslararası Proje | HORIZON 2020 |
01.11.2021 31.10.2025 |
| Geri dönüşümlü Krylov Altuzayları ile Doğrusal olmayan Boyut indirgeme Yöntemleri ve Endüstriyel Nesnelerin İnterneti verisine uygulanması | Yürütücü | Ulusal Proje | TÜBİTAK UİDB |
01.06.2022 01.06.2024 |
| Büyük Verilerin Manifold Ögrenme ile Analizi için Özdeger Dagılımı Dilimlenmesi ve Kontür Integraline Dayalı Yeni bir Yöntemin Gelistirilmesi | Yürütücü | Ulusal Proje | TÜBİTAK ARDEB |
15.01.2021 15.01.2024 |
Courses Offered
| Course Name | Course Code | Period |
|---|---|---|
| Applied Linear Algebra | MAN202 | 2023/24 Spring |
| Computational Methods and Tools | MIS204*1 | 2023/24 Spring |
| Machine Learning | CE609*2 | 2023/24 Spring |
| Numerical Linear Algebra | MAT603*1 | 2023/24 Fall |
| Computer Networks and Security | MIS401*1 | 2023/24 Fall |
| Operating Systems&System Programming | CCIP504 | 2023/24 Fall |
| Computer Networks and Security | MIS401*1 | 2024/25 Fall |
| Web Programming Languages | MIS203 | 2024/25 Fall |
| Operating Systems&System Programming | CCIP504 | 2024/25 Fall |