[HTML][HTML] Unsupervised machine learning in urban studies: A systematic review of applications

J Wang, F Biljecki - Cities, 2022 - Elsevier
Unsupervised learning (UL) has a long and successful history in untangling the complexity
of cities. As the counterpart of supervised learning, it discovers patterns from intrinsic data …

[HTML][HTML] A parametric approach to optimizing urban form, energy balance and environmental quality: The case of Mediterranean districts

J Natanian, O Aleksandrowicz, T Auer - Applied Energy, 2019 - Elsevier
Despite the global call for a paradigm shift towards new environmentally conscious urban
planning, little has changed in practice, especially in hot climatic regions. This paper helps …

[HTML][HTML] A parametric method using vernacular urban block typologies for investigating interactions between solar energy use and urban design

Z Shi, JA Fonseca, A Schlueter - Renewable Energy, 2021 - Elsevier
Building geometries strongly constrain the on-site solar energy use. In this work, solar
energy use is measured by solar energy penetration and capital costs for the photovoltaic …

The impact of urban morphology on the building energy consumption and solar energy generation potential of university dormitory blocks

M **e, M Wang, H Zhong, X Li, B Li, T Mendis… - Sustainable Cities and …, 2023 - Elsevier
Urban morphology is a major factor affecting building energy consumption and solar
potential in the urban block. The aim of this research was to evaluate the impact of urban …

A morphology-based evaluation on block-scale solar potential for residential area in central China

J Tian, S Xu - Solar Energy, 2021 - Elsevier
Block-scale application of photovoltaic technology in city is becoming a viable solution for
renewable energy utilization. Rapid urbanization process has made urban buildings have …

Evaluation of the impact of urban morphology on commercial building carbon emissions at the block scale–A study of commercial buildings in Bei**g

J Wang, W Liu, C Sha, W Zhang, Z Liu, Z Wang… - Journal of Cleaner …, 2023 - Elsevier
With the rapid development of cities, the proportion of building carbon emissions in the total
carbon emissions of cities is increasing, and the carbon emission intensity of commercial …

From simulation to data-driven approach: A framework of integrating urban morphology to low-energy urban design

W Wang, K Liu, M Zhang, Y Shen, R **g, X Xu - Renewable Energy, 2021 - Elsevier
Energy-efficient urban design is an important prerequisite to sustainable urban development
and reduction of greenhouse gas emissions. This study proposes an automatic framework to …

[HTML][HTML] Urban cells: Extending the energy hub concept to facilitate sector and spatial coupling

ATD Perera, K Javanroodi, Y Wang, T Hong - Advances in Applied Energy, 2021 - Elsevier
The rapid growth of urban areas and concerns over climate change make it vital to improve
the energy sustainability of cities. Understanding the complex interactions within different …

Challenges ahead for sustainable cities: An urban form and transport system review

J Monteiro, N Sousa, J Coutinho-Rodrigues… - Energies, 2024 - mdpi.com
This article reviews the critical issues surrounding the development of sustainable urban
environments, focusing on the impact of transport and urban form on energy consumption …

The impact of urban form on building energy and cost efficiency in temperate-humid zones

SD Mangan, GK Oral, IE Kocagil, I Sozen - Journal of Building Engineering, 2021 - Elsevier
As residential buildings and urban areas account for a significant proportion of overall
energy consumption, priority should be assigned to this dimension of housing and urban …