Projects

Research projects

Current and completed work in visual UAV navigation, terrain analysis, artificial intelligence and research software.

Project status

  • Active
  • Completed
  • Planned

Active

Multi-Temporal Morphological Change Analysis, Rockfall Inventory and Risk/Priority Mapping of Cappadocia Fairy Chimneys

The project examines morphological change, surface retreat and rockfall hazards affecting Cappadocia’s fairy chimneys and tuff formations, with the goal of producing an inventory and a risk-priority map.

  • Photogrammetry
  • Risk Mapping
  • 3D Geology

Core outputs

  • Planned multi-temporal change assessment
  • Planned rockfall inventory and risk-priority map

Active

Vision-Based UAV Altitude Estimation with Deep Learning

This project adapts a ResNet50 regression model to estimate UAV altitude from nadir imagery collected under varied terrain, weather and illumination conditions.

  • Deep Learning
  • ResNet50
  • Computer Vision

Core outputs

  • ResNet50 altitude regression workflow
  • Peer-reviewed journal article and conference paper

Active

Detecting Archaeological Sites from Digital Elevation Models and High-Resolution Orthophoto Maps with Deep Learning

The project investigates automatic archaeological site detection from digital elevation models and high-resolution orthophotos using deep learning and terrain-aware image analysis.

  • Deep Learning
  • Archaeology
  • GeoTIFF

Core outputs

  • MIT-licensed multi-band GeoTIFF analysis software
  • RGB, DSM and DTM processing workflow

Active

Achievement-Based Programme Orientation Detection

This study examines whether patterns in student achievement data can support evidence-based identification of programme orientation and improve academic guidance.

  • Data Analytics
  • Academic Guidance
  • Pattern Recognition

Completed

Development and Integration of a Student Assistant Web Application with OpenAI-Based CustomGPT

The project developed and integrated a web-based student assistant that uses a tailored OpenAI model to provide accessible, context-aware academic support.

  • OpenAI
  • CustomGPT
  • LLM Integration

Completed

Terrain-Based UAV Positioning Using Autoencoder Deep Neural Networks

The doctoral research evaluates terrain-based visual localization for UAVs by learning compact map representations with autoencoders and matching nadir imagery when GNSS is unavailable.

  • Autoencoder
  • UAV Navigation
  • GNSS-Denied

Core outputs

  • 2024 doctoral thesis
  • Autoencoder-based map representation and UAV localization workflow

Completed

Tepebaşı Public Education Centre Automation Software Project

The project coordinated the development of administrative automation software to streamline course, participant and operational records for Tepebaşı Public Education Centre.

  • Software Engineering
  • Automation
  • Database