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

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id acadia19_60
authors Yousif, Shermeen; Yan, Wei
year 2019
title Application of an Automatic Shape Clustering Method
source ACADIA 19:UBIQUITY AND AUTONOMY [Proceedings of the 39th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-578-59179-7] (The University of Texas at Austin School of Architecture, Austin, Texas 21-26 October, 2019) pp. 60-69
summary Despite their prevalence and extensive applications, generative and design optimization systems lack effective organizational methods of the excessive number of design options they produce, which is problematic for designers’ interaction. Ideally, a diverse and organized set of designs can mediate successful designers’ evaluation and exploration of the design space. Cluster analysis, a big-data management strategy, offers a solution. Yet, there is a need for investigating appropriate methods for applying cluster-analysis to a dataset of geometric shapes. Therefore, we have recently developed and published a new approach, the Shape Clustering using K-Medoids (SC-KM) method as an articulation mechanism in generative systems. The method involves shape description, shape difference measure calculation, and implementation of the K-Medoids clustering algorithm. The focus of this work is on incorporating the method into a generative system with parametric building shape generation and design optimization. The method organizes a dataset of shapes into clusters where shapes within the cluster share similarities yet differ from other clusters, and each cluster is signified by one representative shape. The SC-KM method contributes to an organized design presentation and facilitates designers’ examination of their designs’ geometric qualities.
series ACADIA
type normal paper
email shermeen@tamu.edu
full text file.pdf (2,231,606 bytes)
references Content-type: text/plain
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100%; open Anderberg, Michael R. (1973) Find in CUMINCAD Cluster Analysis for Applications; Probability and Mathematical Statistics 19 , New York, NY: Academic Press

100%; open Bauckhage, Christian. (2015) Find in CUMINCAD NumPy/SciPy Recipes for Data Science: k-Medoids Clustering , Technical Report. Bonn, Germany: University of Bonn. doi: 10.13140/2.1.4453.2009

100%; open Brown, N.C., and C.T. Mueller. (2019) Find in CUMINCAD Quantifying Diversity in Parametric Design: A Comparison of Possible Metrics , Artificial Intelligence for Engineering Design, Analysis and Manufacturing, AIEDAM 33(1): 40-53. doi: 10.1017/S0890060418000033

100%; open Caldas, Luisa Gama. (2001) Find in CUMINCAD An Evolution-Based Generative Design System: Using Adaptation to Shape Architectural Form , PhD diss., Department of Architecture, Massachusetts Institute of Technology

100%; open Han, Jiawei, Jian Pei, and Micheline Kamber. (2011) Find in CUMINCAD Data Mining: Concepts and Techniques , 3rd ed. Waltham, MA: Morgan Kaufmann Publishers

100%; open Harding, John, and Cecilie Brandt-Olsen. (2018) Find in CUMINCAD Biomorpher: Interactive evolution for parametric design , International Journal of Architectural Computing 16 (2): 144-163. doi: 10.1177/1478077118778579

100%; open Jayanti, Subramaniam, Yagnanarayanan Kalyanaraman, and Karthik Ramani. (2009) Find in CUMINCAD Shape-based clustering for 3D CAD objects: A comparative study of effectiveness , Computer-Aided Design 41 (12): 999-1007

100%; open Jin, Xin, and Jiawei Han. (2016) Find in CUMINCAD K-Medoids Clustering , Encyclopedia of Machine Learning and Data Mining, edited by Claude Sammut and Geoffrey I. Webb, 1-3. Boston, MA: Springer US

100%; open Korsah, G. Ayorkor, Anthony Stentz, and M. Bernardine Dias. (2007) Find in CUMINCAD The Dynamic Hungarian Algorithm for the Assignment Problem with Changing Costs , Carnegie Mellon University, Pittsburgh, PA: Robotics Institute

100%; open Robinson, Derek J.S. (2008) Find in CUMINCAD An Introduction to Abstract Algebra: De Gruyter Textbook Series, 2nd ed , Berlin; Boston: De Gruyter

100%; open Rodrigues, Eugénio, David Sousa-Rodrigues, Mafalda Teixeira de Sampayo, Adélio Rodrigues Gaspar, Álvaro Gomes, and Carlos Henggeler Antunes. (2017) Find in CUMINCAD Clustering of Architectural Floor Plans: A Comparison of Shape Representations , Automation in Construction 80: 48-65. doi: https://doi.org/10.1016/j. autcon.2017.03.017

100%; open Roudsari, Mostapha Sadeghipour, Michelle Pak, and Adrian Smith. (2013) Find in CUMINCAD Ladybug: A Parametric Environmental Plugin for Grasshopper to Help Designers Create an Environmentallyconscious Design , Proceedings of the 13th International IBPSA Conference. Lyon, France

100%; open Velmurugan, T., and T. Santhanam. (2010) Find in CUMINCAD Computational complexity between K-means and K-medoids clustering algorithms for normal and uniform distributions of data points , Journal of Computer Science 6(3): 363

100%; open Yousif, Shermeen, and Wei Yan. (2018) Find in CUMINCAD Clustering Forms for Enhancing Architectural Design Optimization , Learning, Adapting and Prototyping; The 23rd Conference of the Association for Computer-Aided Architectural Design Research Asia (CAADRIA). Beijing, China

100%; open Yousif, Shermeen, and Wei Yan. (2019) Find in CUMINCAD Shape Clustering Using K-Medoids in Architectural Form Finding , Computer-Aided Architectural Design; 18th International Conference, CAAD Futures 2019. Singapore: Springer

100%; open Yousif, Shermeen, Wei Yan, and Charles Culp. (2017) Find in CUMINCAD Incorporating Form Diversity into Architectural Design Optimization , ACADIA 17: Disciplines & Disruption; Proceedings of the 37th Annual Conference of the Association for Computer Aided Design Architecture. MIT, Cambridge, MA

100%; open Zhang, Dengsheng, and Guojun Lu. (2004) Find in CUMINCAD Review of Shape Representation and Description Techniques , Pattern Recognition 37(1): 1-19

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