CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

id ecaade2017_019
authors Liu, Yuezhong, Stouffs, Rudi and Tablada, Abel
year 2017
title Rethinking the Urban Design Process from a Data Perspective
source Fioravanti, A, Cursi, S, Elahmar, S, Gargaro, S, Loffreda, G, Novembri, G, Trento, A (eds.), ShoCK! - Sharing Computational Knowledge! - Proceedings of the 35th eCAADe Conference - Volume 1, Sapienza University of Rome, Rome, Italy, 20-22 September 2017, pp. 449-460
summary 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.
keywords energy performance; S3VM; decision tree; familiar and unfamiliar
series eCAADe
email liuyuezhong@u.nus.edu
full text file.pdf (30,386,146 bytes)
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100%; open Akbari, H and Haider, T (1992) Find in CUMINCAD The Impact of Trees and White Surfaces on Residential Heating and Cooling Energy Use in Four Canadian Cities. , Energy, 17(2), pp. 141-49
100%; open Alt, H and Godau, M (1995) Find in CUMINCAD Computing the Fréchet Distance between Two Polygonal Curves. , International Journal of Computational Geometry & Applications, 5(1 & 2), pp. 75-91
100%; open Bennett, KP and Demiriz, A (1999) Find in CUMINCAD Semi-Supervised Support Vector Machines , Advances in Neural Information Processing Systems, 11, pp. 368-374
100%; open Buchin, K, Buchin, M and Wenk, C (2008) Find in CUMINCAD Computing the Fréchet Distance between Simple Polygons. , Computational Geometry: Theory and Applications, 41(1-2), pp. 2-20
100%; open Bueno, B, Norford, L, Pigeon, G and Britter, R (2012) Find in CUMINCAD A resistance-capacitance network model for the analysis of the interactions between the energy performance of buildings and the urban climate , Building and Environment, 54, pp. 116-125
100%; open Cross, N (2006) Find in CUMINCAD Designerly ways of knowing , Springer-Verlag, London
100%; open D'Oca, S and Hong, T (2014) Find in CUMINCAD A data-mining approach to discover patterns of window opening and closing behavior in offices , Building and Environment, 82, pp. 726-739
100%; open Eiter, T and Mannila, H (1994) Find in CUMINCAD Computing Discrete Fréchet Distance. , Notes, 94, p. 64
100%; open Emmanuel, MR (2005) Find in CUMINCAD An urban approach to climate-sensitive design: Strategies for the tropics , Taylor & Francis
100%; open Gil, J, Montenegro, N, Beir?o, J and Duarte, J (2009) Find in CUMINCAD On the Discovery of Urban Typologies. Data mining the multi-dimensional character of neighbourhoods , Proceedings of the 27th eCAADe Conference, pp. 269-278
100%; open Givoni, B (1998) Find in CUMINCAD Climate considerations in buildings and urban design , John Wiley, New York
100%; open Hanna, S (2007) Find in CUMINCAD Automated Representation of Style by Feature Space Archetypes: Distinguishing Spatial Styles from Generative Rules , International Journal of Architectural Computing, 5(1), pp. 2-23
100%; open Ignatius, M, Wong, NH and Jusuf, SK (2016) Find in CUMINCAD The Significance of Using Local Predicted Temperature for Cooling Load Simulation in the Tropics. , Energy and Buildings, 118, pp. 57-69
100%; open Joachims, T (1999) Find in CUMINCAD Making large-scale SVM learning practical BT - Advances in Kernel Methods - Support Vector Learning , MIT-Press
100%; open Jusuf, SK, Wong, NH, Hagen, E, Anggoro, R and Hong, Y (2007) Find in CUMINCAD The influence of land use on the urban heat island in Singapore , Habitat International, 31(2), pp. 232-242
100%; open Kikegawa, Y, Genchi, Y, Yoshikado, H and Kondo, H (2003) Find in CUMINCAD Development of a numerical simulation system toward comprehensive assessments of urban warming countermeasures including their impacts upon the urban buildings' energy-demands , Applied Energy, 76(4), pp. 449-466
100%; open Knowles, RL (1981) Find in CUMINCAD Sun rhythm form , Cambridge MA: The MIT Press., Boston
100%; open Lawson, B (2005) Find in CUMINCAD How designers thinks: the design process demystified , Elsevier
100%; open Littlefair, P (1998) Find in CUMINCAD Passive solar urban design : ensuring the penetration of solar energy into the city , Renewable and Sustainable Energy Reviews, 2(3), pp. 303-326
100%; open Liu, Weiguo and Seto, Karen (2008) Find in CUMINCAD Using the ART-MMAP neural network to model and predict urban growth: A spatiotemporal data mining approach , Environment and Planning B: Planning and Design, 35(2), pp. 296-317

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