Metrics
Publication
24
Open Access
10
UN Sustainable Development Goals
Education
2013 - 2021
2013 - 2021Doctorate
Gazi University, Mühendislik Fakültesi, Bilgisayar Mühendisliği, Turkey
2009 - 2012
2009 - 2012Postgraduate
Gazi University, Mühendislik Fakültesi, Bilgisayar Mühendisliği, Turkey
2001 - 2005
2001 - 2005Undergraduate
Kocaeli University, Mühendislik Fakültesi, Bilgisayar Mühendisliği, Turkey
Dissertations
2021
2021Doctorate
Traffic Speed Prediction And Privacy Model With Vehicle Data
Gazi University, Mühendislik Fakültesi, Bilgisayar Mühendisliği
2012
2012Postgraduate
Kanserli hücrelerin mikroarray gen ifadelerinin incelenmesi ve veri madenciliği yöntemleri kullanarak sınıflandırılması 
Gazi University, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümü
Research Areas
Artificial Intelligence, Computer Learning and Pattern Recognition
Academic Positions
2010 - Present
2010 - PresentLecturer
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
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. Kubernetes mimarisinde büyük veri perspektifinden derin öğrenme yöntemleriyle anomali tespit modeli
Şimşek M. U., Akgül N. A., Akın M.
JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY , vol.40, no.3, pp.1647-1658, 2025 (SCI-Expanded)
2025
20253. 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)
2025
20254. Acil durum araçlarının yönlendirilmesinde akıllı ulaşım çözümleri: Ambulans rota oluşturma optimizasyonu
Özcan Tatar C., Khoda Karimi Z., AKIN M., Kıvanç O., Yılmaz E., Küçükpehlivan M.
Akıllı Ulaşım Sistemleri ve Uygulamaları Dergisi (Online) , vol.8, 2025 (Peer-Reviewed Journal)
2025
20255. Grey Wolf Algorithm-Based source size and location determination method for capacity expansion planning in power systems
Fesli U., Özdemir M. B., Akın M.
ENGINEERING SCIENCE AND TECHNOLOGY, AN INTERNATIONAL JOURNAL , no.61, pp.1-33, 2025 (SCI-Expanded)
2025
20256. A Multi-Criteria Comparison of Large Language Model Powered Assistants in Pre-Research Studies for the Academia
Akin M., Batur Sir G. D., Karadag A., Cercioglu H.
IEEE ACCESS
, vol.13, pp.127086-127099, 2025 (SCI-Expanded)
2024
20247. Explainable artificial intelligence for LDL cholesterol prediction and classification
Sezer S., Oter A., Ersoz B., Topcuoglu C., Bülbül H. İ., Sağıroğlu Ş., et al.
Clinical Biochemistry
, vol.130, 2024 (SCI-Expanded)
2023
20238. Analysis of Pilot Distance Estimation in Different Lighting and Visibility Conditions
Gevrek İ., AKIN M., GÜRÜ M.
Defence Science Journal
, vol.73, no.6, pp.633-641, 2023 (SCI-Expanded)
2023
20239. Comparison of traffic accident injury severity prediction models with explainable machine learning
Cicek E., Akın M., Uysal F., Aytas R. T.
TRANSPORTATION LETTERS
, vol.15, no.9, pp.1043-1054, 2023 (SCI-Expanded)
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., Sagiroglu S.
Journal of the Faculty of Engineering and Architecture of Gazi University
, vol.37, no.2, pp.581-593, 2022 (SCI-Expanded)
2021
202111. Yörünge Verisi Yayınlamada Mahremiyet Duyarlı Yeni Bir Model Önerisi ve Uygulaması
Akın M., Canbay Y., Sağıroğlu Ş.
Journal of Polytechnic
, vol.24, no.3, pp.1275-1286, 2021 (ESCI)
2017
201712. Gelişmiş Sürekli Tehditler / Advanced Persistent Threats
akın M., SAĞIROĞLU Ş.
TÜRKİYE BİLİŞİM VAKFI BİLGİSAYAR BİLİMLERİ VE MÜHENDİSLİĞİ DERGİSİ , vol.10, no.1, 2017 (Peer-Reviewed Journal)
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.
2025 13th International Conference on Smart Grid (icSmartGrid), Glasgow, England, 27 May 2025, (Full Text)
2025
20252. Forecasting Solar Power Generation Using a Novel Hybrid Deep Learning Model with Attention Mechanisms
AKIN M., CANBAY Y., CANBAY P.
2025 IEEE 19th International Conference on Compatibility, Power Electronics and Power Engineering (CPE-POWERENG), Antalya, Turkey, 20 - 22 May 2025, (Full Text)
2024
20243. Deep Learning Based Phase Current Prediction Model in Three-Phase IGBT Two-Level Inverter for Electrical Drives
AKIN M., CANBAY Y., OCAK C.
18th International Conference on Compatibility, Power Electronics and Power Engineering, Gdynia, Poland, 24 - 26 June 2024, (Full Text)
2024
20244. Investigation of Strategies for Expanding Capacity to Address Voltage Stability Challenges in Power Systems
Fesli U., Özdemir M. B., Akın M., Ertaş H.
2024 4th International Conference on Smart Grid and Renewable Energy (SGRE), Ad-Dawhah, Qatar, 8 - 10 January 2024, (Full Text)
2024
20245. Privacy-Preserving Prediction of Electricity Consumption in Smart Grids
AKIN M., CANBAY Y., CANBAY P.
2024 4th International Conference on Smart Grid and Renewable Energy (SGRE), 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
Çetinkaya A. E., AKIN M., SAĞIROĞLU Ş.
ISC TURKEY 2021, Ankara, Turkey, 2 - 03 December 2021, (Full Text)
2021
20217. A Communication Efficient Federated Learning Approach to Multi Chest Diseases Classification
Çetinkaya A. E., AKIN M., SAĞIROĞLU Ş.
2021 6th International Conference on Computer Science and Engineering (UBMK), Ankara, Turkey, 15 - 17 September 2021, pp.429-434, (Full Text)
2019
20198. Traffic Flow Forecasting Model with Density Based Clustering Algorithm
AKIN M., SAĞIROĞLU Ş., DEĞİRMENCİ A.
2019 1st International Informatics and Software Engineering Conference (UBMYK), Ankara, Turkey, 6 - 07 November 2019, (Full Text)
2019
20199. Büyük Veri Perspektifinden Trafik Tahmini Traffic Prediction Based on Big Data Perspective
AKIN M., SAĞIROĞLU Ş.
2019 1st International Informatics and Software Engineering Conference (UBMYK), Ankara, Turkey, 6 - 07 November 2019, (Full Text)
2016
201610. GELİŞMİŞ SÜREKLİ TEHDİTLER
AKIN M., SAĞIROĞLU Ş.
PROCEEDINGS OF IX. INTERNATIONAL CONFERENCE ON INFORMATION SECURITY AND CRYPTOLOGY, Ankara, Turkey, 26 - 27 October 2016, pp.79-87, (Full Text)
Books
2022
20221. Büyük Veri ve Yapay Zeka Tabanlı Kapalı Alan Konu Tespiti: iNavi
Akın M., Yılmaz E., Küçükpehlivan T., Sağıroğlu Ş.
in: Yapay Zeka ve Büyük Veri Kitap Serisi 4, Şeref SAĞIROĞLU; Mustafa Umut DEMİREZEN, Editor, Nobel Akademik Yayıncılık, Ankara, pp.185-209, 2022
2020
20202. 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.413-431, 2020
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
(Project Abstract)
Sağiroğlu Ş., Çiftçi M.(Executive), AKIN M.
2020 - 2022
2020 - 2022Büyük Veri Kullanılarak Yerli Trafik Yoğunluk Haritası, Trafik Tahminleme Algoritmaları ve İleri Düzey Trafik Rotalama Algoritmalarının Geliştirilmesi
TUBITAK Project , 1507 - TÜBİTAK SME R&D Start Support Program
(Project Abstract)
Sağiroğlu Ş., Çiftçi M.(Executive), AKIN M.
2020 - 2021
2020 - 2021HAVACILIK ALANINDA HİBRİD EĞİTİM UYGULAMALARI
Development Agency
Yetişken İ. C. (Executive), Eyimaya S. E., Akın M., Koçak H., Taşdemirci E., Ünal K., et al.
2017 - 2017
2017 - 2017Automatic Question Generation
Project Supported by Other Official Institutions
Akın M., Sağıroğlu Ş. (Executive)
Patent
2022
2022Trafik yogunluk tahmin sistemi ve bunun yöntemi
Patent
Registered / Approved, The Invention Registration Number: TR 2021 012500 B , Standard Registration
Peer Reviews in Scientific Publications
March 2025
March 2025IEEE Intelligent Transportation Systems Magazine
Journal Indexed in SCI-E
September 2024
September 2024BIOMEDICAL SIGNAL PROCESSING AND CONTROL
Journal Indexed in SCI-E
September 2024
September 2024ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
Journal Indexed in SCI-E
April 2023
April 2023MEASUREMENT: JOURNAL OF THE INTERNATIONAL MEASUREMENT CONFEDERATION
SCI Journal
September 2022
September 2022