Rethinking the Urban Design Process from a Data Perspective

被引:0
|
作者
Liu, Yuezhong [1 ]
Stouffs, Rudi [1 ]
Tablada, Abel [1 ]
机构
[1] Natl Univ Singapore, Singapore, Singapore
关键词
energy performance; S3VM; decision tree; familiar and unfamiliar; DATA-MINING APPROACH; FRECHET DISTANCE; TEMPERATURE; SIMULATION; BUILDINGS; NETWORK; CLIMATE; MODEL;
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Urban design always requires the processing of large amounts of data from multi-disciplinary sources during the decision-making stages. However, unfamiliar multi-disciplinary data sets can only lead to confusion and uncertainty. This research proposes a data-driven approach for supporting the urban design process. A hybrid data mining method is used to cluster, classify and rank solution-instances according to geometrical properties and energy performance. An urban design case study is used to demonstrate the proposed method with respect to two performance issues: solar heat gains and natural ventilation. The result shows that the method addressing both familiar and unfamiliar data can effectively guide the designer during the design process.
引用
收藏
页码:449 / 460
页数:12
相关论文
共 50 条
  • [41] A Design Perspective on Data
    Feinberg, Melanie
    PROCEEDINGS OF THE 2017 ACM SIGCHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI'17), 2017, : 2952 - 2963
  • [42] From data to design:Social network insights for urban design and regeneration
    Sepideh Zarepour Sohi
    Saeed Banihashemi
    Moslem Sheikhkhoshkar
    Poriya Abdollahi Roshan
    Frontiers of Architectural Research, 2024, 13 (06) : 1377 - 1399
  • [43] From data to design: Social network insights for urban design and regeneration
    Sohi, Sepideh Zarepour
    Banihashemi, Saeed
    Sheikhkhoshkar, Moslem
    Roshan, Poriya Abdollahi
    FRONTIERS OF ARCHITECTURAL RESEARCH, 2024, 13 (06) : 1377 - 1399
  • [44] A Novel Mobile Data Plan Design from the Perspective of Data Period
    Wei, Yi
    Yu, Junlin
    Lok, Tat M.
    Gao, Lin
    2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS), 2016,
  • [45] Comparing Urban Conservation and Urban Regeneration in the Field of Change Process (from the Perspective of Contemporary Scholars)
    Setayeshmehr, Mahmoud
    Nasekhian, Shahriar
    Valibeig, Nima
    BAGH-E NAZAR, 2022, 19 (112): : 73 - 88
  • [46] Rethinking the architecture design of data center networks
    Kaishun Wu
    Jiang Xiao
    Lionel M. Ni
    Frontiers of Computer Science, 2012, 6 : 596 - 603
  • [47] Rethinking the architecture design of data center networks
    Wu, Kaishun
    Xiao, Jiang
    Ni, Lionel M.
    FRONTIERS OF COMPUTER SCIENCE, 2012, 6 (05) : 596 - 603
  • [48] Rethinking Place Branding From a Political Perspective: Urban Governance, Public Diplomacy, and Sustainable Policy Making
    Ginesta, Xavier
    de San Eugenio, Jordi
    AMERICAN BEHAVIORAL SCIENTIST, 2021, 65 (04) : 632 - 649
  • [49] Rethinking catalyst design by using data science
    Alektiar, Sara N.
    Wickens, Zachary K.
    CHEM, 2023, 9 (06): : 1352 - 1354
  • [50] Rethinking urban green infrastructure and ecosystem services from the perspective of sub-Saharan African cities
    Lindley, Sarah
    Pauleit, Stephan
    Yeshitela, Kumelachew
    Cilliers, Sarel
    Shackleton, Charlie
    LANDSCAPE AND URBAN PLANNING, 2018, 180 : 328 - 338