Education

• PhD: Chemical Engineering, Bogazici University, Turkey, 2025
• MS: Chemical Engineering, Bogazici University, Turkey, 2017
• BS : Chemical Engineering, Bogazici University, Turkey, 2015

Research Interests

• Photocatalytic Carbon Dioxide Reduction
• Data Mining, Machine Learning Applications
• Perovskite Solar Cells

Publications

• Yılmaz, B; Yıldırım, R, Analysis of photocatalytic water splitting and CO2 reduction activity of halide perovskites: A machine learning approach, Applied Catalysis B: Environment and Energy, 2026, 385, 126275, https://doi.org/10.1016/j.apcatb.2025.126275
• Yılmaz, B; Ceylan, HB; Yaz, G; Yıldırım, R, Performance Assessment of Catalyst Materials for CO2 Hydrogenation to Methanol Using Explainable Machine Learning, Energy & Fuels, 2025, 39, 21, 9956–9967, https://doi.org/10.1021/acs.energyfuels.5c00792
• Bienkowski, K; Solarska, R; Trinh, L; Widera-Kalinowska, J; Al-Anesi, B; Liu, M; Grandhi, GK; Vivo, P; Oral, B; Yılmaz, B; Yıldırım, R, Halide Perovskites for Photoelectrochemical Water Splitting and CO2 Reduction: Challenges and Opportunities, 2024, https://doi.org/10.1021/acscatal.3c06040
• Yılmaz, B; Oral, B; Yıldırım, R, Machine learning analysis of catalytic CO2 methanation, 2023, https://doi.org/10.1016/j.ijhydene.2022.12.197
• Yılmaz, B; Yıldırım, R, Critical review of machine learning applications in perovskite solar research, Nano Energy, 2021, 80, 105546, https://doi.org/10.1016/j.nanoen.2020.105546
• Yılmaz, B; Odabaşı, Ç; Yıldırım, R, Efficiency and Stability Analysis of 2D/3D Perovskite Solar Cells Using Machine Learning, Energy Technology, 2022, 10, 2100948, https://doi.org/10.1002/ente.202100948

Scientific Events

• Europacat2025 16th European Congress on Catalysis, 2025, Trondheim/NORWAY
• ICC2024 18th International Congress on Catalysis, 2024, Lyon/FRANCE
• Europacat2023 15th European Congress on Catalysis, 2023, Prague/CZECH REPUBLIC
• NCC9 9th National Catalysis Conference, 2023, Çanakkale/TURKEY
• UKMK-15 15th National Chemical Engineering Congress, 2023, Çanakkale/TURKEY
• mESC-IS|INESS 7th International Symposium on Materials for Energy Storage & Conversion, 2023, Muğla/TURKEY
• mESC-School International Summer School on Materials for Energy Storage & Conversion, 2023, Muğla/TURKEY
• Electrochemistry Conference, 2019, İstanbul/TURKEY
• ASC5- 5th Anatolian School of Catalysis, 2019, Izmir / TURKEY
• UKMK-13 13th National Chemical Engineering Congress, 2018, Van / TURKEY
• 27th IUPAC International Symposium on Photochemistry, 2018, Dublin / IRELAND