Principal Investigator

• A Multi-Agent Simulation and Backtesting Workbench Software for Deep Learning and Evolutionary Algorithm based Options Trading Strategy Optimization
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK 1001 project
  Budget: 489.000 TL
  Period: 01/05/2016 - 01/05/2019
  Scope: Analysis and optimization of different option strategies for various market conditions using deep learning and evolutionary computation methodologies
  Team: Dr. A. Murat Özbayoğlu, Dr. Ekin Tokat, Mustafa Uçar, Uğur Şahin, Uğur Güdelek, Efe Arın, Kaan Kaya
  Keywords: Deep Learning, financial markets, stock and option trading, multi-agent systems, evolutionary computation, options strategy optimization
  
  
• ATM User Profiling and Menu Optimization
  Funded by: Ministry of Science, Industry and Technology SANTEZ project with PROVUS, A.S.
  Budget: 125.960 TL
  Period: 01/03/2014 - 15/01/2016
  Scope: Creating customized user ATM menus optimized for faster navigation. The aim is to minimize the number of clicks and/or the time spent for transaction processing
  Team: Dr. A. Murat Özbayoğlu, Dr. Erdoğan Doğdu, Jeyhun Karimov, Erkan Akın
  Keywords: Menu optimization, ETL, clustering, machine learning, evolutionary computation, computational intelligence, Hadoop Mapreduce, transaction forecasting
  
  
• Determination Of Cuttings Transport Properties Of Gasified Drilling Fluids
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK 1001 project
  Budget: 116.000 TL
  Period: 01/05/2008 - 01/02/2011
  Scope: Analysis of multiphase gas-liquid-cuttings flow in eccentric annuli for extracting flow characteristics using image processing and computational intelligence techniques
  Team: Dr. A. Murat Özbayoğlu, Dr. Evren Özbayoğlu, Reza Ettehadi Osgouei, Mehmet Sorgun, Ertan Yüksel
  Keywords: Gas-liquid-cuttings flow, image processing, machine learning, computational intelligence, liquid holdup estimation, pressure drop estimation, horizontal or inclined annuli
  
  

Researcher

• Development of Advanced Machining Monitoring and Prediction Algorithms using Deep Learning for Industry 4.0
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK 1001 project
  Budget: 220.000 TL
  Period: 01/11/2018 - 01/11/2020
  Scope: Developing deep learning based prediction models between process control and monitoring parameters and process consequaneces such as tool wear, tool breakage, and chatter for preventive maintenance
  Team: 1 Principal Investigator, 1 researcher, 1 PhD and 1 graduate student
  Keywords: Deep Learning, advanced process monitoring, computational intelligence, tool condition monitoring, Industry 4.0
  
  
• Establishing Crop Information System for Wheat Production to Sustain Food Security
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK 3001 project
  Budget: 60.000 TL
  Period: 01/10/2015 - 01/10/2018
  Scope: Analysis of wheat crop data using classical and machine learning techniques and provide a crop information system and database with a web interface
  Team: 1 Principal Investigator, 3 researchers, 1 graduate student
  Keywords: Crop information system, computational intelligence, field yield estimation, GIS
  
  
• ECOMANINDUSTRY
  Funded by: European Union FP7-LEAD-ERA Project
  Budget: 330.000 Euro
  Period: 01/04/2013 - 01/04/2016
  Scope: 36 month project to create a web based software for data collection and identfying clean production and industrial symbiosis potentials for companies
  Team: 3 international partners, 6 researchers, 2 programmers, 2 graduate students, Dr. Christoph Hugi, Dr. H. Özgür Ünver, Dr. A. Murat Özbayoğlu, Dr. Engin Kılıç, Dr. Guillaume Massard, Dirk Hengevoos, Tuna Gümüş, Çiğdem Tambağ, M. Zeynel Dağlı, Okan Çıran, Catherine Moser, Emily Vuylsteke
  Keywords: Clean Production, Industrial Symbiosis, software development, database, GIS
  
  
• A Virtual Factory Framework for SMEs
  Funded by: Ministry of Science, Industry and Technology SANTEZ project with OSTIM Teknoloji, A.S.
  Budget: 660.000 TL
  Period: 01/04/2012 - 01/10/2015
  Scope: 36 month project for development of an Ontology based Multi-Agent Operational Virtual Factory Framework for Production High Value Added Products by SMEs
  Team: Dr. H. Özgür Ünver, Dr. A. Murat Özbayoğlu, Dr. Engin Kılıç, Dr. Erdoğan Doğdu, Bahram Lotfi Sadigh, Shahrzad Nikghadam, Maria Moradnezhad
  Keywords: Virtual Enterprise, ontology, multi-agent systems, partner selection, high value added products manufacturing
  
  
• SIMOD - Simulation and Modelling for Coal Gasification
  Funded by: Turkish Coal Industries Research project
  Budget: 100.000 TL
  Period: 01/06/2009 - 01/03/2010
  Scope: 9 month project for identfying and optimizing coal gasification parameters and modelling different coal gasification setups with Matlab and MFIX
  Team: Dr. B. Zühtü Uysal, Dr. Atillla Bıyıkoğlu, Dr. Afşin Güngör, Dr. Murat Özbayoğlu, Dr. Coşku Kasnakoğlu
  Keywords: Coal gasification, process optimization
  
  

Consultant

• Smart Forestry - Automated Tree Trunk Volume Estimation
  Funded by: BridgeWiz & Department of Forestry
  Budget: -
  Period: 01/7/2020 - 30/6/2021
  Scope: Consulting on developing computer vision and machine/deep learning models for automated tree detection and tree trunk diameter/volume estimation
  Team: BridgeWiz Research Engineers and 1 consultant from TOBB ETU
  Keywords: Machine Learning, Deep Learning, Image Processing, Computer Vision, Object Detection
  
  
• PrimeApps - Smart Application Development for Saas Platforms
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK TEYDEB project with Ofisim.com
  Budget: -
  Period: 01/6/2018 - 01/12/2019
  Scope: Consulting on machine learning models for developer and user comfort analysis for application development process with a recommendation engine for tool and command selection on the apps
  Team: Ofisim.com Research Engineers and 2 consultants from TOBB ETU
  Keywords: Machine Learning, Saas Platform, Application Development, Recommendation Engines, Data Mining
  
  
• CyDecSys - Advanced Cybersecurity Decision Support System Development, STM Technology
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK TEYDEB project with STM Technology
  Budget: -
  Period: 01/10/2016 - 01/12/2017
  Scope: Developing Machine Learning models for Cybersecurity problems and integrating the solutions into Decision Support System
  Team: STM Technology Research Engineers and 2 consultants from TOBB ETU
  Keywords: Machine Learning for Cybersecurity, Precondition, Postcondition Analysis, Vulnerability Classification
  
  
• Big Data Analytics, STM Technology
  Funded by: STM Technology
  Budget: -
  Period: 01/01/2015 - 01/01/2017
  Scope: Technical consultancy in Big Data Analytics projects
  Team: STM Technology Big Data Department Researchers and Engineers
  Keywords: Traffic Flow Analysis, Social Network Analysis, Forecasting Models, Data Science
  
  
• SEAS - Smart Energy Awareness System
  Funded by: European Union H2020 Project
  Budget: 3,5 Million Euro
  Period: 01/05/2014 - 01/05/2017
  Scope: 36 month project to develop a framework for smart grids for energy efficiency in producer-consumer networks and demonstrating the system on a micro-grid located in Ankara
  Team: 21 international partners, 3 consultants from TOBB ETU: Dr. Erdoğan Doğdu, Dr. Murat Özbayoğlu ve Dr. Nilgün Fesçioğlu Ünver
  Keywords: Smart Grid, Energy Efficiency, ontology, pattern recognition
  
  
• Telegraph-A recommendation system for Interactive TV
  Funded by: The Scientific and Technological Council of Turkey, TUBITAK TEYDEB project with ANEL-ARGE A.S.
  Budget: 450.000 TL
  Period: 01/08/2010 - 01/06/2011
  Scope: 10 month project for development of a web-based interactive TV application providing a user information and recommendation system
  Team: ANEL-ARGE team & 3 consultants from TOBB ETU: Dr. Erdoğan Doğdu, Dr. Murat Özbayoğlu ve Dr. Osman Abul
  Keywords: Interactive TV, recommendation systems, software development