| id |
caadria2022_145 |
| authors |
Duering, Serjoscha, Fink, Theresa, Chronis, Angelos and Konig, Reinhard |
| year |
2022 |
| title |
Environmental Performance Assessment - The Optimisation of High-Rises in Vienna |
| doi |
https://doi.org/10.52842/conf.caadria.2022.1.545
|
| source |
Jeroen van Ameijde, Nicole Gardner, Kyung Hoon Hyun, Dan Luo, Urvi Sheth (eds.), POST-CARBON - Proceedings of the 27th CAADRIA Conference, Sydney, 9-15 April 2022, pp. 545-554 |
| summary |
Our cities are facing different kinds of challenges - in parallel to the urban transformation and densification, climate targets and objectives of decision-makers are on the daily agenda of planning. Therefore, the planning of new neighbourhoods and buildings in high-density areas is complex in many ways. It requires intelligent processes that automate specific aspects of planning and thus enable impact-oriented planning in the early phases. The impacts on environment, economy and society have to be considered for a sustainable planning result in order to make responsible decisions. The objective of this paper is to explore pathways towards a framework for the environmental performance assessment and the optimisation of high-rise buildings with a particular focus on processing large amounts of data in order to derive actionable insights. A development area in the urban centre of Vienna serves as case study to exemplify the potential of automated model generation and applying ML algorithm to accelerate simulation time and extend the design space of possible solutions. As a result, the generated designs are screened on the basis of their performance using a Design Space Exploration approach. The potential for optimisation is evaluated in terms of their environmental impact on the immediate environment. |
| keywords |
simulation, prediction and evaluation, machine learning, computational modelling, digital design, high-rises, SGD 11, SDG 13 |
| series |
CAADRIA |
| email |
theresa.fink@ait.ac.at |
| full text |
 file.pdf (1,105,492 bytes) |
| references |
Content-type: text/plain
|
Abdulmawla, A., Schneider, S. and Bielik, M. (2018)
 Integrated Data Analysis for Parametric Design Environment
, Proceedings of eCAADe 2018, Lodz (pp. 319- 326)
|
|
|
|
|
Caetano, L. Santos, and A. Leitao. (2020)
Computational design in architecture: Defining parametric generative, and algorithmic design
, Frontiers of Architectural Research. 9(2), 287–300. https://doi.org/10.1016/j.foar.2019.12.008
|
|
|
|
|
Elshani, D., Koenig, R., Duering, S., Schneider, S., Chronis, A. (2021)
Measuring sustainability and urban data operationalization
, 26th International Conference of the Association for Computer-Aided Architectural Design Research in Asia 2 (pp 407-416
|
|
|
|
|
Fink, T., Vuckovic, M., Petkova, A. (2021)
KPI-driven parametric Design of Urban Systems
, 26th International Conference of the Association for Computer-Aided Architectural Design Research in Asia 2 (pp 579-588
|
|
|
|
|
Galanos, T. Chronis, A. Vesely, O. Aichinger, A. & Koenig, R. (2019)
Best of both worlds – using computational design and deep learning for real-time urban performance evaluation
, 1st International Conference on Optimization Driven Architectural Design
|
|
|
|
|
Gunawardena, T., Fernando, S., Mendis, P. and Waduge, B. (2017)
WIND ANALYSIS AND DESIGN OF TALL BUILDINGS
, THE STATE OF THE ART. In 8th International Conference on Structural Engineering and Construction Management, 2017 (pp. 10)
|
|
|
|
|
Isola, P., Zhu, J., Zhou, T. & Efros, A.A. (2016)
Image-to-Image Translation with Conditional Adversarial Networks
, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 5967-5976
|
|
|
|
|
Kabošová, L., Chronis, A., Galanos, T., Katunský, D. (2021)
Leveraging urban configurations for achieving wind comfort in cities
, SIGraDi 2021. https://www.researchgate.net/publication/356893387
|
|
|
|
|
Mukkavaara, J.; Sandberg, M. (2020)
Architectural Design Exploration Using Generative Design: Framework Development and Case Study of a Residential Block
, Buildings, 10, 201. https://doi.org/10.3390/buildings10110201
|
|
|
|
|
Notado, C., Yogiaman, C., Tracy K. (2021)
Towards Wind-Induced Architectural Systematization
, 26th International Conference of the Association for Computer-Aided Architectural Design Research in Asia 2 (pp 447-456
|
|
|
|
|
Reiter, S. (2010)
Assessing wind comfort in urban planning
, Environment and Planning B: Planning and Design. 37 (pp 857-873)
|
|
|
|
|
Zhang, Y.; Liu, C. (2021)
Digital Simulation for Buildings’ Outdoor Thermal Comfort in Urban Neighborhoods
, Buildings 2021 (11) 541. https://doi.org/10.3390/buildings11110541
|
|
|
|
| last changed |
2022/07/22 07:34 |
|
