Mehmet Erdem Günay

Yardımcı Doçent Doktor

Mühendislik ve Doğa Bilimleri Fakültesi / Enerji Sistemleri Mühendisliği Bölümü

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  • Akademik Özgeçmiş

     

    Akademik Görevler

    2013-, Yardımcı Doçent Dr., İstanbul Bilgi Universitesi, Enerji Sistemleri Mühendisliği

    2012-2013, Doktora Sonrası Araştırmacı, Boğaziçi Üniversitesi, Kimya Mühendisliği

    2004-2012, Araştırma Görevlisi, Boğaziçi Üniversitesi, Kimya Mühendisliği

     

    İlgi Alanları

    • Temiz kimyasallar ve enerji üretimi
    • Katalizör tasarımı, geliştirmesi ve modellemesi
    • Enerji sistemlerinin modellenmesi, simülasyonu ve optimizasyonu
    • Veri madenciliği teknikleri ile enerji ve elektrik tüketimi tahmini
    • Güneş, rüzgar, biyo enerji sistemlerini içeren yenilenebilir enerji türleri

     

    Verilen Eğitimler

    • Öğretim Üyesi, İstanbul Bilgi Üniversitesi, ESEN 101 Enerji Sistemleri Mühendisliği
    • Öğretim Üyesi, İstanbul Bilgi Üniversitesi, ESEN 213 Termodinamik
    • Öğretim Üyesi, İstanbul Bilgi Üniversitesi, ESEN 216 Akışkanlar Mekaniği
    • Öğretim Üyesi, İstanbul Bilgi Üniversitesi, ESEN 314 Yakıtlar ve Yanma
    • Öğretim Üyesi, İstanbul Bilgi Üniversitesi, ESEN 340 Bioenerji: Temelleri ve Uygulamaları
    • Öğretim Üyesi, İstanbul Bilgi Üniversitesi, ESEN 341 En. Sist. Modelleme ve Simülasyonu

     

    Üye Olunan Araştırma Grupları

     

    Uluslararası Hakemli Dergilerde Yayımlanan Makaleler

    1. Deniz Ulkat, M. Erdem Günay, “Prediction of mean monthly wind speed and optimization of wind power by artificial neural networks using geographical and atmospheric variables: case of Aegean Region of Turkey”, Neural Computing and Applications, doi: 10.1007/s00521-017-2895-x [PDF]
    2. Meltem Baysal, M. Erdem Günay, Ramazan Yıldırım, “Decision tree analysis of past publications on catalytic steam reforming to develop heuristics for high performance: A statistical review”, International Journal of Hydrogen Energy, Vol. 42, Issue 1, pp 243–254, 2017. [PDF]
    3. N. Alper Tapan, Ramazan Yildirim, M. Erdem Günay, Ramazan Yildirim, “Analysis of past experimental data in literature to determine conditions for high performance in biodiesel production”, Biofuels, Bioproducts and Biorefining, Vol. 10, pp. 422–434, Issue 4, 2016. [PDF]
    4. M. Erdem Günay, “Forecasting annual gross electricity demand by artificial neural networks using predicted values of socio-economic indicators and climatic conditions: Case of Turkey”, Energy Policy, Vol. 90, pp. 92–101, 2016. [PDF]
    5. N. Alper Tapan, M. Erdem Günay, Ramazan Yildirim, “Constructing global models from past publications to improve design and operating conditions for direct alcohol fuel cells”, Chemical Engineering Research and Design, Vol. 105, pp.162–170, 2016. [PDF]
    6. Cagla Odabasi, M. Erdem Gunay and R. Yildirim, “Knowledge extraction for water gas shift reaction over noble metal catalysts from publications in the literature between 2002 and 2012″, International Journal of Hydrogen Energy , Vol.39, pp.5733-5746, 2014.[PDF]
    7. M. Erdem Gunay and R. Yildirim, “Developing Global Reaction Rate Model for CO Oxidation over Au Catalysts from Past Data in Literature Using Artificial Neural Networks”, Applied Catalysis A: General, Vol.468, pp.395-402, 2013.[PDF]
    8. M. Erdem Gunay and R. Yildirim, “Knowledge extraction from historical data: Case of selective CO oxidation over noble metal catalysts between 2000-2012″, ChemCatChem, Vol.5, pp.1395–1406, 2013.
    9. M. Erdem Gunay and R. Yildirim, “Modeling preferential CO oxidation over promoted Au/Al2O3 catalysts using decision trees and modular neural networks”, Chemical Engineering Research and Design, Vol.91, pp.874–882, 2013. [PDF]
    10. M. Erdem Gunay, T. Davran-Candan, R. Yildirim, “Analysis of O2 Adsorption Stability and Strength Over Gold Clusters Using DFT and Logistic Regression”, Journal of Cluster Science, Vol. 23, pg. 221–235, 2012. [PDF]
    11. M. Erdem Gunay, F. Akpinar, Z. I. Onsan, R. Yildirim, “Investigation of water-gas shift activity of Pt-MOx-CeO2/Al2O3 (M=K, Ni, Co) using modular artificial neural networks”, International Journal of Hydrogen Energy, Vol. 37, pg. 2094-2102, 2012. [PDF]
    12. M. Erdem Gunay and R. Yildirim, “Neural network analysis of selective CO oxidation over copper-based catalysts for knowledge extraction for published data in the literature”, Industrial Engineering Chemistry Research, Vol. 50, pg. 12488–12500, 2011. [PDF]
    13. T. Davran-Candan, M. Erdem Gunay, R. Yildirim, “Structure and activity relationship for CO and O2 adsorption over gold nanoparticles using DFT and artificial neural networks”, Journal of Chemical Physics, Vol. 132, pg. 174113-1-9, 2010. [PDF]
    14. M. Erdem Gunay and R. Yildirim, “Analysis of selective CO oxidation over promoted Pt/Al2O3 catalysts using modular neural networks: Combining preparation and operational variables”, Applied Catalysis A: General, Vol. 377, pg. 174–180, 2010. [PDF]
    15. M. Erdem Gunay, I. E. Nikerel, E. T. Oner, B. Kirdar, R. Yildirim, “Simultaneous modeling of enzyme production and biomass growth in recombinant Escherichia coli using artificial neural networks”, Biochemical Engineering Journal, Vol. 42, pg. 329-335, 2008. [PDF]
    16. M. Erdem Gunay and R. Yildirim, “Neural network aided design of Pt-Co-Ce/Al2O3 catalyst for selective CO oxidation in hydrogen-rich streams”, Chemical Engineering Journal, Vol. 140, pg. 324–331, 2008. [PDF]

     

    Ulusal ve Uluslararası Bilimsel Toplantılarda Sunulan Bildiriler

    1. M. Erdem Gunay Cagla Odabasi, Ramazan Yildirim, “Analysis of the Past Published Data on WGS Reaction Over Pt and Au Catalysts by Decision Trees”, XXI Int. Conference on Chemical Reactors, 22-25 September 2014, Delft, Netherlands.
    2. M. Erdem Gunay and Ramazan Yildirim, “Knowledge Extraction for Catalytic Reactions From Experimental Data Using Data Mining Tools”, Europacat XI, 1-6 September 2013, Lyon, France.
    3. M. Erdem Gunay and Ramazan Yildirim, “Knowledge Extraction from Published Data for Selective CO Oxidation Using Data Mining Techniques”, 4thNational Catalysis Conference, 21-24 March 2012, Kocaeli, Turkey.
    4. M. Erdem Gunay and Ramazan Yildirim, “Modeling of Preferential CO Oxidation over Promoted Au/Al2O3 Catalysts Using k-means Clustering and Modular Neural Networks”, 3th National Catalysis Conference, 28 April-1 May 2010, Zonguldak, Turkey.
    5. M. Erdem Gunay and Ramazan Yildirim, “Analysis of preferential CO oxidation over promoted Au/Al2O3 Catalysts Using Partially Connected Artificial Neural Networks”, Europacat IX, 30 August-4 September 2009, Salamanca, Spain.
    6. M. Erdem Gunay and Ramazan Yildirim, “CO Oksidasyon Katalizörlerinin Yapay Sinir Aðlarýyla Modellenmesi”, 8th National Chemical Engineering Conference, 26-29 August 2008, Malatya, Turkey.
    7. M. Erdem Gunay and Ramazan Yildirim, “Modular neural network aided modeling of Pt/Al2O3 catalysts for selective CO oxidation in hydrogen-rich streams”, 14th International Congress on Catalysis, 13-18 July 2008, Seoul, Korea.
    8. M. Erdem Gunay and Ramazan Yildirim, “Modeling Pt/Al2O3 catalysts for selective CO oxidation in hydrogen-rich streams by partially connected neural networks”, 2nd National Catalysis Conference, 18-21 June 2008, Erzurum, Turkey.
    9. M. Erdem Gunay and Ramazan Yildirim, “Neural Network Modeling of Low Temperature CO Oxidation Over Pt Based Catalysts”, 2nd Europacat VIII, 26-31 August 2007, Turku, Finland.

Mehmet Erdem Günay