Computational Optimisation of Urban Design Models: A Systematic Literature Review

被引:0
|
作者
Tay, JingZhi [1 ]
Ortner, Frederick Peter [1 ]
Wortmann, Thomas [2 ]
Aydin, Elif Esra [1 ]
机构
[1] Singapore Univ Technol & Design, Architecture & Sustainable Design, Singapore 487372, Singapore
[2] Univ Stuttgart, Inst Computat Design & Construct, D-70174 Stuttgart, Germany
关键词
urban design optimisation; optimisation frameworks; generative modelling; solution space exploration; surrogate models; ANT COLONY OPTIMIZATION; LAND-USE ALLOCATION; SUSTAINABILITY; TEMPERATURE; CONGESTION; BUILDINGS; SEARCH; CITIES;
D O I
10.3390/urbansci8030093
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The densification of urban spaces globally has contributed to a need for design tools supporting the planning of more sustainable, efficient, and liveable cities. Urban Design Optimisation (UDO) responds to this challenge by providing a means to explore many design solutions for a district, evaluate multiple objectives, and make informed selections from many Pareto-efficient solutions. UDO distinguishes itself from other forms of design optimisation by addressing the challenges of incorporating a wide range of planning goals, managing the complex interactions among various urban datasets, and considering the social-technical aspects of urban planning involving multiple stakeholders. Previous reviews focusing on specific topics within UDO do not sufficiently address these challenges. This PRISMA systematic literature review provides an overview of research on topics related to UDO from 2012 to 2022, with articles analysed across seven descriptive categories. This paper presents a discussion on the state-of-the-art and identified gaps present in each of the seven categories. Finally, this paper argues that additional research to improve the socio-technical understanding and usability of UDO would require: (i) methods of optimisation across multiple models, (ii) interfaces that address a multiplicity of stakeholders, (iii) exploration of frameworks for scenario building and backcasting, and (iv) advancing AI applications for UDO, including generalizable surrogates and user preference learning.
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页数:24
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