Metrics
Publication
23
Dissertations
2021
2021Doctorate
Araç verileri ile trafik hız tahmin ve mahremiyet modeli
Gazi University, Fen Bilimleri Enstitüsü
2012
2012Postgraduate
Kanserli hücrelerin mikroarray gen ifadelerinin incelenmesi ve veri madenciliği yöntemleri kullanarak sınıflandırılması
Gazi University, Fen Bilimleri Enstitüsü
Foreign Languages
B2 Upper Intermediate
B2 Upper IntermediateEnglish
Research Areas
Computer Vision
Database and Data Structures
Artificial Intelligence, Computer Learning and Pattern Recognition
Academic Positions
2025 - Present
2025 - PresentAssistant Professor
Ankara Yildirim Beyazit University, Mühendislik Ve Doğa Bilimleri Fakültesi, Yazılım Mühendisliği
2010 - 2025
2010 - 2025Lecturer
Gazi University, Tusaş - Kazan Meslek Yüksek Okulu, Bilgisayar Teknolojileri Bölümü
Managerial Experience
2021 - 2024
2021 - 2024Assistant Manager of Research and Application Center
Gazi University, Araştırma Ve Uygulama Merkezleri
Supervised Theses
2023
2023Postgraduate
Havacılıkta kullanılan karbon fiber kompozit malzemelerin görüntü işleme teknikleri ile ultrasonik test görüntülerinin yorumlanması
Gökmen U., Akın M. (Co-Advisor)
H.TAYGUN(Student)
Articles
All (12)
SCI-E, SSCI, AHCI (9)
SCI-E, SSCI, AHCI, ESCI (10)
ESCI (1)
Scopus (9)
TRDizin (5)
2025
20251. Panoramic Radiograph-Based Deep Learning Models for Diagnosis and Clinical Decision Support of Furcation Lesions in Primary Molars
Karamüftüoğlu N., Bulut A., Akın M., Sağıroğlu Ş.
CHILDREN (BASEL) , vol.12, no.11, pp.1517-1536, 2025 (SCI-Expanded, Scopus)
2025
20252. Anomaly detection model with deep learning methods from big data perspective in kubernetes architecture Kubernetes mimarisinde büyük veri perspektifinden derin öğrenme yöntemleriyle anomali tespit modeli
Şimşek M. U., Akgül N. A., AKIN M.
Journal of the Faculty of Engineering and Architecture of Gazi University
, vol.40, no.3, pp.1647-1658, 2025 (SCI-Expanded, Scopus, TRDizin)
2025
20253. Acil durum araçlarının yönlendirilmesinde akıllı ulaşım çözümleri: Ambulans rota oluşturma optimizasyonu
Özcan C., Khoda Karimi Z., Akın M., Kıvanç O., Yılmaz E., Küçükpehlivan M.
Akıllı Ulaşım Sistemleri ve Uygulamaları Dergisi (Online)
, vol.8, no.1, pp.90-103, 2025 (TRDizin)
2025
20254. A novel geo-independent and privacy-preserved traffic speed prediction framework based on deep learning for intelligent transportation systems
AKIN M., Canbay Y., SAĞIROĞLU Ş.
Journal of Supercomputing
, vol.81, no.4, 2025 (SCI-Expanded, Scopus)
2025
20255. A Multi-Criteria Comparison of Large Language Model Powered Assistants in Pre-Research Studies for the Academia
AKIN M., BATUR SİR G. D., Karadag A. A., ÇERÇİOĞLU H.
IEEE Access
, vol.13, pp.127086-127099, 2025 (SCI-Expanded, Scopus)
2025
20256. Grey Wolf Algorithm-Based source size and location determination method for capacity expansion planning in power systems
FESLİ U., ÖZDEMİR M. B., AKIN M.
Engineering Science and Technology, an International Journal
, vol.61, 2025 (SCI-Expanded, Scopus)
2024
20247. Explainable artificial intelligence for LDL cholesterol prediction and classification
Sezer S., Oter A., Ersoz B., Topcuoglu C., İbrahim Bulbul H., Sagiroglu S., et al.
Clinical Biochemistry
, vol.130, 2024 (SCI-Expanded, Scopus)
2023
20238. Analysis of Pilot Distance Estimation in Different Lighting and Visibility Conditions
Gevrek İ., AKIN M., Guru M.
Defence Science Journal
, vol.73, no.6, pp.633-641, 2023 (SCI-Expanded, Scopus)
2023
20239. Comparison of traffic accident injury severity prediction models with explainable machine learning
ÇİÇEK E., AKIN M., Uysal F., Topcu Aytas R.
Transportation Letters
, vol.15, no.9, pp.1043-1054, 2023 (SCI-Expanded, SSCI, Scopus)
2022
202210. Short term traffic speed prediction with RNN method for roads characterized by densitybased clustering method Yoǧunluk tabanli kümeleme yöntemiyle karakteristiǧi oluşturulan yollar için RNN yöntemi ile kisa zamanli trafik hiz tahmini
AKIN M., SAĞIROĞLU Ş.
Journal of the Faculty of Engineering and Architecture of Gazi University
, vol.37, no.2, pp.581-593, 2022 (SCI-Expanded, Scopus, TRDizin)
2021
202111. A New Privacy-Aware Model Proposal and Application on Trajectory Data Publishing
Akın M., Canbay Y., Sagiroglu S.
JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI
, vol.24, no.3, pp.1275-1289, 2021 (ESCI, TRDizin)
2017
201712. Gelişmiş Sürekli Tehditler / Advanced Persistent Threats
AKIN M., SAĞIROĞLU Ş.
Bilgisayar Bilimleri ve Mühendisliği Dergisi , vol.10, no.1, 2017 (TRDizin)
Papers Presented at Peer-Reviewed Scientific Conferences
2025
20251. Power Cable Laying Route Optimization with a Traveling Salesman Problem Approach
Yakar A., AKIN M., ÖZTÜRK N.
13th IEEE International Conference on Smart Grid, icSmartGrid 2025, Glasgow, England, 27 - 29 May 2025, pp.761-765, (Full Text)
2025
20252. Forecasting Solar Power Generation Using a Novel Hybrid Deep Learning Model with Attention Mechanisms
AKIN M., Canbay Y., Canbay P.
19th IEEE International Conference on Compatibility, Power Electronics and Power Engineering, CPE-POWERENG 2025, Antalya, Turkey, 20 - 22 May 2025, (Full Text)
2024
20243. Investigation of Strategies for Expanding Capacity to Address Voltage Stability Challenges in Power Systems
FESLİ U., ÖZDEMİR M. B., AKIN M., ERTAŞ H.
4th International Conference on Smart Grid and Renewable Energy, SGRE 2024, Doha, Qatar, 8 - 10 January 2024, (Full Text)
2024
20244. Deep Learning Based Phase Current Prediction Model in Three-Phase IGBT Two-Level Inverter for Electrical Drives
AKIN M., Canbay Y., OCAK C.
18th IEEE International Conference on Compatibility, Power Electronics and Power Engineering, CPE-POWERENG 2024, Gdynia, Poland, 24 - 26 June 2024, (Full Text)
2024
20245. Privacy-Preserving Prediction of Electricity Consumption in Smart Grids
AKIN M., Canbay Y., Canbay P.
4th International Conference on Smart Grid and Renewable Energy, SGRE 2024, Doha, Qatar, 8 - 10 January 2024, (Full Text)
2021
20216. Improving Performance of Federated Learning based Medical Image Analysis in Non-IID Settings using Image Augmentation
Cetinkaya A. E., AKIN M., SAĞIROĞLU Ş.
14th International Conference on Information Security and Cryptology, ISCTURKEY 2021, Ankara, Turkey, 2 - 03 December 2021, pp.69-74, (Full Text)
2021
20217. A Communication Efficient Federated Learning Approach to Multi Chest Diseases Classification
Cetinkaya A. E., AKIN M., SAĞIROĞLU Ş.
6th International Conference on Computer Science and Engineering, UBMK 2021, Ankara, Turkey, 15 - 17 September 2021, pp.429-434, (Full Text)
2019
20198. Traffic Flow Forecasting Model with Density Based Clustering Algorithm Yogunluk Tabanli Kümeleme Algoritmasi ile Trafik Akis Tahmin Modeli
AKIN M., SAĞIROĞLU Ş., Degirmenci A.
1st International Informatics and Software Engineering Conference, IISEC 2019, Ankara, Turkey, 6 - 07 November 2019, (Full Text)
2019
20199. Traffic Prediction Based on Big Data Perspective Büyük Veri Perspektifinden Trafik Tahmini Traffic Prediction Based on Big Data Perspective
AKIN M., SAĞIROĞLU Ş.
1st International Informatics and Software Engineering Conference, IISEC 2019, Ankara, Turkey, 6 - 07 November 2019, (Full Text)
Books
2022
20221. Büyük Veri ve Yapay Zeka Tabanlı Kapalı Alan Konu Tespiti: iNavi
AKIN M., YILMAZ E., KÜÇÜKPEHLİVAN T., SAĞIROĞLU Ş.
in: Yapay Zeka ve Büyük Veri Kitap Serisi 4, Şeref SAĞIROĞLU; Mustafa Umut DEMİREZEN, Editor, Nobel Akademik Yayıncılık, Ankara, pp.185-209, 2022
2019
20192. SİBER TEHDİTLERDE SON NOKTA:İLERİ DÜZEY KALICI TEHDİTLER
SAĞIROĞLU Ş., AKIN M.
in: SİBER GÜVENLİK VE SAVUNMA : PROBLEMLER VE ÇÖZÜMLER, ŞEREF SAĞIROĞLU, MUSTAFA ŞENOL, Editor, GRAFİKER, Ankara, pp.1-432, 2019
Funded Projects
2020 - 2022
2020 - 2022Büyük Veri Kullanılarak Yerli Otonom Kapalı Alan Haritalandırma, Yüksek Verimli Konum Tahminleme ve Navigasyon Algoritmalarının Geliştirilmesi
TUBITAK Project , 1501 - Industry R & D Projects Support Program
Akın M., Sağıroğlu Ş., Çiftçi M.(Executive)
2020 - 2022
2020 - 2022Büyük Veri Kullanılarak Yerli Trafik Yoğunluk Haritası, Trafik Tahminleme Algoritmaları ve İleri Düzey Trafik Rotalama Algoritmalarının Geliştirilmesi Projesi
TUBITAK Project , 1501 - Industry R & D Projects Support Program
Akın M., Sağıroğlu Ş., Çiftçi M.(Executive)
2020 - 2021
2020 - 2021HAVACILIK ALANINDA HİBRİD EĞİTİM UYGULAMALARI
Development Agency
Akın M., Atak A., Ünal K., Eyimaya S. E., Taşdemirci E., Koçak H., et al.
Patent
2022
2022Trafik yogunluk tahmin sistemi ve bunun yöntemi
Patent
Registered / Approved, The Invention Registration Number: TR 2021 012500 B , Standard Registration