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Technical University of Munich

Farzan Banihashemi, M.Sc.

Technical University of Munich

Chair of Energy Efficient and Sustainable Design and Building (Prof. Lang)

Postal address

Arcisstr. 21
80333 München

Place of employment

Chair of Energy Efficient and Sustainable Design and Building (Prof. Lang)

Arcisstr. 21(0502)/III
80333 München

  • Phone: +49 (89) 289 - 23842
  • Room: 0502.03.258
  • E-mail: farzan.banihashemi(at)tum.de

Professional Carreer

2023 Data Scientist at Climateflux GmbH
since 2019         Research Fellow at the Institute of Energy Efficient and Sustainable Design and Building
2019 Working Student IONITY GmbH, Construction Planing and Data Analytics
2016 - 2019      TUM School of Management, Technische Universität München, M.Sc. Master in Management
2018 Study Project at IRUBIS GmbH, UnternehmerTUM, TU München
2014 - 2017         Working Student at the Chair of Energy Efficient and Sustainable Design and Building, Center for Urban Ecology and Climate Adaptation
2014 - 2017

Technische Universität München M. Sc. Energy Efficient and Sustainable Building

Work Priorities

  • Data-driven urban building energy modeling (UBEM) 
  • Building energy simulation
  • Machine and deep learning
  • Data-driven occupant behavior

2024

  • Banihashemi, F.; Weber, M.; Deghim, F.; Zong, C.; Lang, W.: Occupancy modeling on non-intrusive indoor environmental data through machine learning. Building and Environment 254, 2024, 111382 more…
  • Banihashemi, F.; Weber, M.; Lang, W.: Deep learning for predictive window operation modeling in open-plan offices. Energy and Buildings 310, 2024, 114109 more…
  • Weber, M.; Banihashemi, F.; Stjelja, D.; Mandl, P.; Mayer, R.; Jacobsen, H-A.: Coddora: CO2-Based Occupancy Detection Model Trained via Domain Randomization. 2024 International Joint Conference on Neural Networks (IJCNN), IEEE, 2024, 1-8 more…

2023

  • Banihashemi, F.; Erlwein, S.; Fellner, J.; Meister, J.; Reitberger, R.; Schade, C.; Lang, W.; Pauleit, S.; Petzold, F.: Digitale Planungsmethoden – Handreichung für Kommunen und Planende. , Ed.: Zentrum für Stadtnatur und Klimaanpassung: Bayerisches Staatsministerium für Umwelt und Verbraucherschutz (StMUV), Zentrum für Stadtnatur und Klimaanpassung (München) , 2023, more…
  • Banihashemi, F.; Weber, M.; Dong, B.; Carlucci, S.; Reitberger, R.; Lang, W.: Window state or action modeling? An explainable AI approach in offices. Energy and Buildings 298, 2023, 113546 more…
  • Weber, M.; Banihashemi, F.; Mandl, P.; Jacobsen, HA:; Mayer, R.: Overcoming Data Scarcity through Transfer Learning in CO2-Based Building Occupancy Detection. Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, ACM, 2023 more…

2022

  • Banihashemi, F.; Erlwein, S.; Fellner, J.; Meister, J.; Reitberger, R.; Schade, C.; Lang, W.; Pauleit, S.; Petzold, F.: Nachverdichtung im Kontext des Klimawandels - Schlussbericht. , Ed.: Zentrum für Stadtnatur und Klimaanpassung: Bayerisches Staatsministerium für Umwelt und Verbraucherschutz (StMUV), Zentrum für Stadtnatur und Klimaanpassung (München) , 2022, more…
  • Banihashemi, F.; Erlwein, S.; Fellner, J.; Meister, J.; Reitberger, R.; Schade, C.; Lang, W.; Pauleit, S.; Petzold, F.: Nachverdichtung im Kontext des Klimawandels - Projektposter. , Ed.: Zentrum für Stadtnatur und Klimaanpassung: Bayerisches Staatsministerium für Umwelt und Verbraucherschutz (StMUV), 2022, more…
  • Banihashemi, F.; Erlwein, S.; Fellner, J.; Meister, J.; Reitberger, R.; Schade, C.; Lang, W.; Pauleit, S.; Petzold, F.: Nachverdichtung im Kontext des Klimawandels - Projektsteckbrief. , Ed.: Zentrum für Stadtnatur und Klimaanpassung: Bayerisches Staatsministerium für Umwelt und Verbraucherschutz (StMUV), 2022, more…
  • Banihashemi, F.; Reitberger, R.; Lang, W.: Investigating Urban Heat Island and Vegetation Effects under the Influence of Climate Change in Early Design Stages. Proceedings of the 27th International Conference of the Association for Computer- Aided Architectural Design Research in Asia (CAADRIA), 2022POST-CARBON, 679-688 more…
  • Deghim, F.; Banihashemi, F.; Koth, S.; Lang, W.: A data-driven approach for predicting occupant thermal comfort in offices. Proceedings of 33. Forum Bauinformatik, 2022 more…
  • Espinosa, A.; Reitberger, R.; Banihashemi, F.; Lang, W.: Analyzing the simplification of context shading for use in building energy simulation. Turning points in the energy transition: Setting the course for the next decades, 202212th Energy Colloquium of the Munich Institute of Integrated Materials, Energy and Process Engineering (MEP), 45 more…
  • Huang, J.; Reitberger, R.; Banihashemi, F.; Lang, W.: A novel risk-based design framework for urban heat island: A case study of Kempten, Germany. Building and Environment, 2022, 109671 more…
  • Reitberger, R.; Banihashemi, F.; Lang, W.: Sensitivity and Uncertainty Analysis of Combined Building Energy Simulation and Life Cycle Assessment. Proceedings of the 27th International Conference of the Association for Computer- Aided Architectural Design Research in Asia (CAADRIA), 2022POST-CARBON, 629-638 more…
  • Reitberger, R.; Schade, C.; Banihashemi, F.; Lang, W.: A life cycle perspective on vertical densification - Embodied impact assessment of vertical building extensions. PLEA Santiago 2022 | Will Cities Survive?, 2022, 702-707 more…
  • Zong, C.; Banihashemi, F.; Vollmer, M.; Lang, W.: Implementation of occupant behaviour models for window control using co-simulation approach. BauSIM 2022, 2022 more…

2021

  • Banihashemi, F.; Erlwein, S.; Harter, H.; Meier-Dotzler, C.; Zölch, T.; Bauer, A.; Jean-Louis, G.; Lang, W.; Linke, S.; Mittermüller, J.; Pauleit, S.; Putz, A.: Grüne und Graue Maßnahmen für die Siedlungsentwicklung Klimaschutz und Klimaanpassung in wachsenden Städten – Klimaschutz und Klimaanpassung in wachsenden Städten. Technische Universität München, 2021, more…
  • Banihashemi, F.; Gadi, HK.; Harter, H.; Lang, W.: Gh-urban: A Grasshopper tool for employing CityGML data in dynamical building simulations and the utilization of Energy Application Domain Extension. Building Simulation 2021, 2021 more…
  • Banihashemi, F.; Weber, M.; Lang, W.: Model order reduction of building energy simulation models using a convolutional neural network autoencoder. Building and Environment, 2021, 108498 more…
  • Meier-Dotzler, C.; Zölch, T.; Erlwein, S.; Harter, H.; Banihashemi, F.; Linke, S.; Putz, A.; Pauleit, S.; Lang, W.: Klimaoptimierte Neubauquartiere - Ein Münchner Beispiel für innovative Planung mit "Grüner Infrastruktur". Transforming Cities (4/2021), 2021, 24-29 more…
  • Meier-Dotzler, Christina; Harter, Hannes; Banihashemi, Farzan; Lang, Werner: Comparative Life Cycle Assessment on City Quarter Level – A Case Study of Redensification. Journal of Physics: Conference Series 2042 (1), 2021, 012171 more…
  • Mittermüller, J.; Banihashemi, F.: The Spectrum of Residential Cooling Demand: Modeled Demand Versus occupants’ Real-life Needs. BEHAVE 2020-2021, 2021 more…
  • Mittermüller, J.; Banihashemi, F.: Key Drivers for Residential Cooling Demand - The User Perspective (Presentation at the Energy & Society Conference 2021). Energy & Society Conference 2021, 2021 more…

2020

  • Ehlers, N.; Kierdorf, D.; Banihashemi, F.; Lang, W: Energy supply optimization of the Munich University of Applied Sciences through parametric studies in thermal building simulation. 10 years of MSE: Energy Research in Bavaria, 2020 more…
  • Harter, H.; Banihashemi, F.; Vollmer, M.; Kierdorf, D.; Lang, W.: Comparison of Different Energy Demand Calculation Models on Urban Scale. BauSIM 2020, 2020 more…
  • Pinter, S.; Kierdorf, D.; Vollmer, M.; Banihashemi, F.; Harter, H.; Lang, W.: Measuring Box for Indoor Climate and Thermal Comfort. 10 years of MSE: Energy Research in Bavaria, 2020 more…
  • Vollmer, M.; Langer, M.; Kierdorf, D.; Harter, H.; Banihashemi, F.; Lang, W.: Prediction of window handle state using machine learning. BauSIM 2020, 2020 more…
  • Vollmer, M.; Langer, M.; Banihashemi, F.; Harter, H.; Kierdorf, D.; Lang, W.: Prediction of window handle state using machine learning. Bauphysik 42 (6), 2020, 352-359 more…
  • Wittmann, H.; Banihashemi, F.; Lang, W.: Climate responsive renovation and densification: An approach to reduce the total energy demand of buildings. 10 years of MSE: Energy Research in Bavaria, 2020 more…

2019

  • Linke, S.; Harter, H.; Hirsch, I.; Lang, W.; Banihashemi, F.; Erlwein, S.; Pauleit, S.: Grüne Stadt der Zukunft - Klimaresiliente Quartiere in einer wachsenden Stadt. Stadtgrün ist Mehrwert, 2019 more…

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