Doç. Dr.

Erdem Günay

+90 212 311 6549

Santralistanbul / E3-212

Akademik Görevler


Uluslararası Hakemli Dergilerde Yayımlanan Makaleler

  1. M. Erdem Günay, Lemi Türker, N. Alper Tapan, Fuel, “Significant parameters and technological advancements in biodiesel production systems”, Vol. 250, pp. 27-41, 2019.[PDF]
  2. Merve G. Yıldız, Tuğba Davran-Candan, M. Erdem Günay, Ramazan Yıldırım, “CO2 capture over amine-functionalized MCM-41 and SBA-15: Exploratory analysis and decision tree classification of past data”, Journal of CO2 Utilization, Vol. 31, pp. 27-42, 2019.[PDF]
  3. Doruk Şen, M. Erdem Günay, K.M. Murat Tunç, “Forecasting annual natural gas consumption using socio-economic indicators for making future policies”, Vol. 173, pp 1106-1118, 2019.[PDF]
  4. M. Erdem Günay, Lemi Türker, N. Alper Tapan, “Decision tree analysis for efficient CO2 utilization in electrochemical systems”, Journal of CO2 Utilization, Vol. 28, pp 83-95, 2018. [PDF]
  5. 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, Vol. 30, pp 3037–3048, 2018. [PDF]
  6. Ayşe Neslihan Şener, M. Erdem Günay, Aybüke Leba, Ramazan Yıldırım, "Statistical review of dry reforming of methane literature using decision tree and artificial neural network analysis", Catalysis Today, Vol. 299, pp 289-302, 2018. [PDF]
  7. 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]
  8. 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]
  9. 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]
  10. 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]
  11. 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]
  12. 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]
  13. 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.
  14. 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]
  15. 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]
  16. 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]
  17. 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]
  18. 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]
  19. 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]
  20. 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]
  21. 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. Dilara M. Subaşı, Ozan Şahin, M. Erdem Günay, “Decision Tree Analysis of Algae Growth for Oil Extraction and Biodiesel Production” INERMA “International Energy Raw Materials and Energy Summit”, 27-30 Eylül 2017, Istanbul, Türkiye
  2. M. Erdem Günay, K. M. Murat Tunç, “Dynamic Modeling and Simulation of a Molten Salt Storage Tank for a Parabolic Trough Solar Power Plant” INERMA “International Energy Raw Materials and Energy Summit”, 27-30 Eylül 2017, Istanbul, Türkiye
  3. Meltem Baysal, M. Erdem Günay, Ramazan Yıldırım, “Knowledge Extraction for Steam Reforming of Methane: A Statistical Review of Past Publications by Decision Trees” 13th European Congress on Catalysis (Europacat 2017),  27-31 Ağustos 2017, Floransa, Italya
  4. 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 Eylül 2014, Delft, Hollanda
  5. M. Erdem Günay “Predicting the Electricity Demand of  Turkey Using the Past Data” International Conference on Energy and Management, 5-7 Haziran 2014, İstanbul, Türkiye
  6. M. Erdem Gunay, Ramazan Yildirim, “Knowledge Extraction for Catalytic Reactions From Experimental Data Using Data Mining Tools”, Europacat XI, 1-6 Eylül 2013, Lyon, Fransa
  7. M. Erdem Gunay, Ramazan Yildirim, “Knowledge Extraction from Published Data for Selective CO Oxidation Using Data Mining Techniques”, 4thNational Catalysis Conference, 21-24 Mart 2012, Kocaeli, Türkiye
  8. M. Erdem Gunay, 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 Nisan-1 Mayıs 2010, Zonguldak, Türkiye
  9. M. Erdem Gunay ve Ramazan Yildirim, “Analysis of preferential CO oxidation over promoted Au/Al2O3 Catalysts Using Partially Connected Artificial Neural Networks”, Europacat IX, 30 August-4 Eylül 2009, Salamanca, İspanya
  10. M. Erdem Gunay, Ramazan Yildirim, “CO Oksidasyon Katalizörlerinin Yapay Sinir Aðlarýyla Modellenmesi”, 8th National Chemical Engineering Conference, 26-29 Ağustos 2008, Malatya, Türkiye
  11. M. Erdem Gunay, 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 Haziran 2008, Seoul, Kore
  12. M. Erdem Gunay, 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 Haziran 2008, Erzurum, Türkiye
  13. M. Erdem Gunay, Ramazan Yildirim, “Neural Network Modeling of Low Temperature CO Oxidation Over Pt Based Catalysts”, 2nd Europacat VIII, 26-31 Ağustos 2007, Turku, Finlandiya

Eğitim

Verdiği Dersler

  • ESEN 213: Termodinamik
  • ESEN 216: Akışkanlar Mekaniği
  • ESEN 314: Yakıtlar ve Yanma
  • ESEN 340: Bioenerji: Temelleri ve Uygulamaları
  • ESEN 341: Enerji Sistemleri Modelleme ve Simülasyonu
  • ESEN 390: Enerji Sistemleri Mühendisliği için Deneysel Tasarım

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

Diğer Bilgiler

Yüksek Lisans Tezleri

  • Duru Akalın, “Feasibility Study and Investment Assessment of Various Energy Generation Methods in Turkey”, İstanbul Bilgi Üniversitesi, 2018, Danışman: M. Erdem Günay.
  • Ahmet Coşgun, “Developing Predictive Models for Biodiesel from Algae Using Data in Published Literature”, Boğaziçi Üniversitesi, 2018, Danışman: Ramazan Yıldırım, Eş-danışman: M. Erdem Günay
  • Meltem Baysal, “Knowledge Extraction for the Steam Reforming of Methane from the Published Papers in the Literature Using Data Mining Techniques”, Boğaziçi Üniversitesi, 2018, Danışman: Ramazan Yıldırım, Eş-danışman: M. Erdem Günay


Bitirme Projeleri

  • Design of a Global Model for Forecasting the Future Electricity Consumption of OECD Countries (Zeynep Alibaşoğlu, Eda Yavuz, 2018)
  • Forecasting Natural Gas Consumption of Some Countries in Framework of Turkey's East Mediterranean Energy Policy (Ahmet Furkan Erol, 2018)
  • Evaluation and Analysis of Ethanol Production Methods: Case of Nigeria (Hassan Abdulhai, 2018)
  • Construction of Photovoltaic System: Case of Ali Samiyen Sports Complex Turk Telecom Arena (Aral Bekdemir, 2018)
  • Optimum Conditions for Algae Growth, Algae Oil and Experimental Analysis of Biodiesel Production (Dilara Maria Subaşı, Ozan Şahin, 2017)
  • Estimated Electricity Consumption for the Future in Some European Countries (Cansu Taşlı, Yiğit Zorkalkan, 2017)
  • Wind Power Estimation and Hydrogen Production Using Wind Energy: Case of Istanbul Bilgi University (Ahmet Can Duman, Özkan Toptaş, 2016)
  • Electric Bus System : Case of Istanbul (Mehmet Göktuğ Türel, 2016)
  • Construction of a Solar Photovoltaic System: Case of Istanbul Bilgi University (Mert İşal, 2016)
  • Biodiesel Production and Optimization of Biodiesel (Çağrım Hancıoğlu, 2016)