Research Projects

Funded Research Projects

TÜBİTAK ARDEB Projects

• Principal Investigator — Multimodal NLP Framework for Adverse Drug Event Extraction from Turkish Pharmacovigilance Texts
  ARDEB 1001 (125E751), 2026–2029 (Ongoing)

• Principal Investigator — Modeling Irregular Structures in Biomedical Images via Bézier Curves
  ARDEB 1002 (125E083), 2025–2026 (Ongoing)

• Principal Investigator — GAN-Based Decision Support System for Rare Dermatological Disease Diagnosis
  ARDEB 1002 (122E601), 2022–2023

• Researcher — AI-Supported E-Assessment System for Open-Ended Mathematics Skill Items
  ARDEB 1001 (325K326), 2026–2029 (Ongoing)

• Researcher — An Innovative Model for Performance Assessment in Art Education: Integration of an AI-Based Mixture-of-Agents (MoA) Framework into Undergraduate Programs in Turkey
  ARDEB Social Sciences and Humanities Innovative Solutions Program (225K417), 2026–2028 (Ongoing)

• Researcher — Immersive VR-Based Digital Narratives for Lost Architectural Heritage in 17th Century İzmir
  ARDEB 1001 (124K301), 2024–2027 (Ongoing)

• Researcher — GIS-Based Age-Friendly City Model: Case of Güzelbahçe (İzmir)
  ARDEB COST 2519 (123O301), 2023–2026 (Ongoing)

• Researcher — Shortest Path Estimation on Semi-Explainable Bézier Surfaces via Q-Learning
  ARDEB 1002 (122F455), 2022–2024

• Researcher — Clinical Response Prediction to rTMS Treatment via EEG Analysis and Neural Networks in Stroke Patients
  ARDEB 3501 (120E512), 2020–2024

• Researcher — Automatic Image and Speech Subtitling for Visually and Hearing Impaired Individuals
  ARDEB 2551 UK–Turkey (120N995), 2020–2023

• Researcher — Hybrid ML/DL-Based Decision Support for Trend Topic Detection in Scientific Articles
  ARDEB 1002 (124E073), 2024–2025

• Consultant — Development of a National Guideline for Medical Emergencies in Dental Treatments and a Clinical Decision Support System-Based Mobile Guideline Application
  TÜBİTAK (325S682), 2026–2029 (Ongoing)

TÜBİTAK TEYDEB Projects

• Project Staff — Intelligent Place
  TEYDEB BiGG Investment (2250297), 2025–2027

• Academic Advisor — AI-Based Greenhouse Gas Emission Monitoring and Reporting Platform
  TEYDEB SME R&D (7230215), 2023–2024

• Academic Advisor — High-Performance Predictive Maintenance System
  TEYDEB BiGG Investment (2220154), 2022–2024

TÜBİTAK Science & Society Projects

• Trainer — Big Data Applications and Learning Analytics in Education
  4005 (121B263), 2021–2022

• Researcher — Designing the Future of Agriculture with Smart Technologies
  4004 (121B766), 2021–2022

University Funded Projects

• İzmir Katip Çelebi University, Scientific Research Project
  The Implementation of Groupwise Enhancement and Attention Mechanisms for Turkish Text Mining Problems
  Role: Project Manager

• İzmir Katip Çelebi University, Scientific Research Project
  Automatic Image Captioning for Visually Impaired Individuals
  Role: Researcher

• İzmir Katip Çelebi University, Scientific Research Project
  Investigation of the Change of Quantitative Electroencephalography Parameters with Repetitive Transcranial Magnetic Stimulation (rTMS) Treatment in Stroke Patients and Estimation of Clinical Response to rTMS Treatment with Convolutional Neural Network Method
  Role: Researcher

• İzmir Katip Çelebi University, Scientific Research Project
  Automatic Analysis of Hand Graphs in Rheumatoid Arthritis Patients with Machine Learning Methods
  Role: Researcher

• İzmir Katip Çelebi University, Scientific Research Project
  Development of a Deep Learning-Based Word Coding Representation Method for Turkish Text Mining Applications
  Role: Project Manager

• İzmir Katip Çelebi University, Scientific Research Project
  Detection of Lung Computed Tomography Results of Patients Applying with a Pre-Diagnosis of COVID-19 with Artificial Intelligence
  Role: Vice Project Executive

Industry-Supported Projects

• KOSGEB Supported Research Project
  Hardware and Software Platform Development Project for Smart Energy Management
  Role: Project Consultant

Other Research Projects

• Manisa Celal Bayar University, Scientific Research Project
  License Plate Tracking System
  Role: Researcher

• Manisa Celal Bayar University, Scientific Research Project
  Data Mining Application in Strategic Management of MCBU
  Role: Researcher

• Ege University, Scientific Research Project
  Application of Metaheuristic Methods in Cluster Analysis
  Role: Researcher