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RESEARCH PROJECTS

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: 480.000 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, İlknur Uçar, Mustafa Uçar, Uğur Şahin, Oğuzhan Yıldırım, Büşra Karatay
    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: 01/09/2013 - 01/09/2015
    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

  • 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 - 01/10/2017
    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 - 01/04/2015
    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

  • Big Data Analytics, STM Technology
    Funded by: STM Technology
    Budget: -
    Period: 01/12/2015 - 01/05/2017
    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

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