Research associate / PhD candidate at Ā Technical university of munich, Germany
š Academic Background:
Hadi holds a Master of Science in Architecture from Brandenburg Technical University, Germany, and Poznan University of Technology, Poland. His Master’s thesis focused on “Central Courtyard Feature Extraction in Remote Sensing Aerial Images Using Deep Learning”
š³ Research Focus:
His PhD research explores target-driven tree planting in urban environments, employing computational methods and machine learning to optimize urban green infrastructure (UGI). His innovative work emphasizes tree canopy growth prediction and developing location optimization models for tree planting.
š¬ Key Research Projects:
- TreeML-Data: A comprehensive dataset on urban tree structure and graph models (Published)
- TreeML-Species Recognition: Automated classification of tree species using neural networks (Under Review)
- TreeML-Planter: A 3D model for optimizing tree planting locations using temporal tree crown geometry prediction (Ready for submission)
š Collaborations & Memberships
He is part of the Urban Green Infrastructure Research Group (RTG UGI), collaborating on interdisciplinary projects with 13 PhD candidates and 15 Principal Investigators.
Publication Top Notes:
- Deep learning in historical architecture remote sensing: Automated historical courtyard house recognition in Yazd, Iran
H. Yazdi, S. Sad Berenji, F. Ludwig, S. Moazen
Heritage, 5(4), 3066-3080, 2022
- A target-driven tree planting and maintenance approach for next generation urban green infrastructure (UGI)
H. Yazdi, Q. Shu, F. Ludwig
JoDLA ā Journal of Digital Landscape Architecture, 178-185, 2023
- Central courtyard feature extraction in remote sensing aerial images using deep learning: A case-study of Iran
H. Yazdi, I. Vukorep, M. Banach, S. Moazen, A. Nadolny, R. Starke, …
Remote Sensing, 13(23), 4843, 2021
- Daylightophil approach towards high-performance architecture for hybrid-optimization of visual comfort and daylight factor in BSk
M. Mahdavinejad, H. Yazdi
International Journal of Architectural and Environmental Engineering, 11(9), 2017
- A multilayered urban tree dataset of point clouds, quantitative structure and graph models
H. Yazdi, Q. Shu, T. Rƶtzer, F. Petzold, F. Ludwig
Scientific Data, 11(1), 28, 2024
- The methods of deep learning and big data analysis in promoting sustainable architecture
H. Yazdi, I. Vukorep, H. Bazazzadeh
IOP Conference Series: Earth and Environmental Science, 1078(1), 012136, 2022
- Predicting resprouting of Platanus Ć hispanica following branch pruning by means of machine learning
Q. Shu, H. Yazdi, T. Rƶtzer, F. Ludwig
Frontiers in Plant Science, 15, 1297390, 2024
- TreeML-Data: A multidisciplinary and multilayer urban tree dataset
H. Yazdi, Q. Shu, T. Rƶtzer, F. Petzold, F. Ludwig
Figshare, 2023
- Machine learning-based prediction of tree crown development in competitive urban environments
H. Yazdi, A. Moser-Reischl, T. Rƶtzer, F. Petzold, F. Ludwig
Urban Forestry & Urban Greening, 128527, 2024
- GroTree: A novel toolbox for simulating and managing urban tree canopy growth
H. Yazdi, Q. Shu, X. Chen, T. Rƶtzer, F. Ludwig
Journal of Digital Landscape Architecture, 815-825, 2024
- A systems perspective on the interactions between urban green infrastructure and the built environment
R. Reitberger, N. Pattnaik, L. Parhizgar, C. Trost, H. Yazdi, M. A. Rahman, …
IOP Conference Series: Earth and Environmental Science, 1363(1), 012071, 2024
- Urban green infrastructure for resilient urban transformations: A system dynamics modelling approach for streets as multifunctional spaces
J. Micklewright, M. Baghaie Poor, E. Fakirova, H. Yazdi, M. A. Rahman
Proceedings of 37th PLEA Conference, Sustainable Architecture and Urban Design, 2024
- Digital workflow for novel urban green system design derived from a historical role model
F. Ludwig, M. Hensel, T. Rƶtzer, A. Ahmeti, X. Chen, H. I. Erdal, A. Reischel, …
2024
- Results brochure of the research training group Urban Green Infrastructure ā Training next generation professionals for integrated urban planning research
S. Pauleit, I. Alim, M. Baghaie Poor, F. Banihashemi, N. Berger, M. Egerer, …
2024
- The effect of improper interfering in the historical architecture on energy wasting (Case study: Bibi-Roqayyeh House, Yazd, Iran)
H. Yazdi, G. MĆ¼gge, S. Movafagh, M. H. Fallahi, F. Ludwig, S. Moazen
IOP Conference Series: Earth and Environmental Science, 1196(1), 012103, 2023
- Can leaf area density be estimated from quantitative structure models of trees?
Q. Shu, T. Rƶtzer, H. Yazdi, A. Moser-Reischl, F. Ludwig
Available at SSRN, 4855810, 2024