Education

• PhD: Chemical Engineering, Bogazici University, Turkey, -
• MS: Chemical Engineering, Bogazici University, Turkey, 2023
• BS: Chemical Engineering, Bogazici University, Turkey, 2021

Research Interests

• Data mining, machine learning and knowledge extraction in catalytic systems
• Artificial neural network, deep learning

Publications

• Zırhlıoğlu, İG; Yıldırım, R, Machine learning analysis of photocatalytic CO₂ reduction on perovskite materials, Materials Research Bulletin, 2025, 188, 113436, https://doi.org/10.1016/j.materresbull.2025.113436
• Can, E; Jalal, A; Zırhlıoğlu, IG; Uzun, A; Yıldırım, R, Predicting water solubility in ionic liquids using machine learning towards design of hydro-philic/phobic ionic liquids, Journal of Molecular Liquids, 2021, 332, 115848, https://doi.org/10.1016/j.molliq.2021.115848

Scientific Events

• mESC-IS|INESS 7th International Symposium on Materials for Energy Storage & Conversion, 2023, Muğla/TURKEY
• inzva AI Projects, 2019, İstanbul/TURKEY