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

PDF papers
id caadria2020_443
authors Abuzuraiq, Ahmed M. and Erhan, Halil
year 2020
title The Many Faces of Similarity - A Visual Analytics Approach for Design Space Simplification
source D. Holzer, W. Nakapan, A. Globa, I. Koh (eds.), RE: Anthropocene, Design in the Age of Humans - Proceedings of the 25th CAADRIA Conference - Volume 1, Chulalongkorn University, Bangkok, Thailand, 5-6 August 2020, pp. 485-494
summary Generative design methods may involve a complex design space with an overwhelming number of alternatives with their form and design performance data. Existing research addresses this complexity by introducing various techniques for simplification through clustering and dimensionality reduction. In this study, we further analyze the relevant literature on design space simplification and exploration to identify their potentials and gaps. We find that the potentials include: alleviating the choice overload problem, opening up new venues for interrelating design forms and data, creating visual overviews of the design space and introducing ways of creating form-driven queries. Building on that, we present the first prototype of a design analytics dashboard that combines coordinated and interactive visualizations of design forms and performance data along with the result of simplifying the design space through hierarchical clustering.
keywords Visual Analytics; Design Exploration; Dimensionality Reduction; Clustering; Similarity-based Exploration
series CAADRIA
full text file.pdf (3,179,665 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Abi Akle, A, Minel, S and Yannou, B (2017) Find in CUMINCAD Information visualization for selection in Design by Shopping , Research in Engineering Design, 28(1), pp. 99-117

100%; open Beham, M, Herzner, W, Gr÷ller, ME and Kehrer, J (2014) Find in CUMINCAD Cupid: Cluster-Based Exploration of Geometry Generators with Parallel Coordinates and Radial Trees , IEEE Transactions on Visualization and Computer Graphics, 20(12), pp. 1693-1702

100%; open Brown, N and Mueller, C (2017) Find in CUMINCAD Designing with data: Moving beyond the design space catalog , Proceedings Catalog of the 37th Annual Conference of the Association for Computer Aided Design in Architecture, ACADIA 2017, pp. 154-163

100%; open Brown, N and Mueller, C (2017) Find in CUMINCAD Automated performance-based design space simplification for parametric structural design , Proceedings of IASS Annual Symposia

100%; open Bustos, B, Keim, DA, Saupe, D, Schreck, T and VraniŠ, DV (2005) Find in CUMINCAD Feature-based similarity search in 3D object databases , ACM Computing Surveys (CSUR), 37(4), pp. 345-387

100%; open Chen, KW, Janssen, P and Schlueter, A (2015) Find in CUMINCAD Analysing Populations of Design Variants Using Clustering and Archetypal Analysis , Real time-extending the reach of computation: eCAADe 2015; proceedings of the 33. International Conference on Education and Research in Computer Aided Architectural Design in Europe, pp. 251-260

100%; open Erhan, H, Abuzuraiq, A, Zarei, M, Alsalman, O, Woodbury, R and Dill, J (2020) Find in CUMINCAD What do design data say about your model? a case study on reliability and validity , Proceedings of the 25th Int. Conference on Computer-Aided Architectural Design Research in Asia, CAADRIA

100%; open Erhan, H, Wang, IY and Shireen, N (2015) Find in CUMINCAD Harnessing Design Space: A Similarity-Based Exploration Method for Generative Design , International Journal of Architectural Computing, 13(2), pp. 217-236

100%; open Fuchkina, E, Schneider, S, Bertel, S and Osintseva, I (2018) Find in CUMINCAD Design Space Exploration Framework-A modular approach to flexibly explore large sets of design variants of parametric models within a single environment , Proceedings of the 36th eCAADe Conference, pp. 367-376

100%; open Harding, J (2016) Find in CUMINCAD Dimensionality reduction for parametric design exploration , Sigrid Adriaenssens, FG (eds), Advances in Architectural Geometry 2016, vdf Hochschulverlag AG

100%; open Javed, W and Elmqvist, N (2012) Find in CUMINCAD Exploring the design space of composite visualization , 2012 IEEE Pacific Visualization Symposium, pp. 1-8

100%; open Kohonen, T (1982) Find in CUMINCAD Self-organized formation of topologically correct feature maps , Biological cybernetics, 43(1), pp. 59-69

100%; open Matejka, J, Glueck, M, Bradner, E, Hashemi, A, Grossman, T and Fitzmaurice, G (2018) Find in CUMINCAD Dream Lens: Exploration and Visualization of Large-Scale Generative Design Datasets , Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, New York, NY, USA, pp. 369:1-369:12

100%; open Mohiuddin, A, Ashtari, N and Woodbury, R (2018) Find in CUMINCAD Directly Interactive Design Gallery Systems: Interaction Terms and Concepts , Lee, JH (eds), Computational Studies on Cultural Variation and Heredity, Springer, pp. 15-32

100%; open Nagy, D, Villaggi, L, Zhao, D and Benjamin, D (2017) Find in CUMINCAD Beyond Heuristics: A Novel Design Space Model for Generative Space Planning in Architecture , Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture, ACADIA 2017

100%; open Pan, W, Sun, Y, Turrin, M, Louter, C and Sariyildiz, I (2019) Find in CUMINCAD Design exploration of architectural geometries and structural performance for sports arenas based on SOM-clustering and structural performance simulation , Proceedings of the Fourth International Conference on Structures and Architecture (ICSA 2019), p. 342

100%; open Shi, X (2010) Find in CUMINCAD Performance-based and performance-driven architectural design and optimization , Frontiers of Architecture and Civil Engineering in China, 4(4), pp. 512-518

100%; open Shneiderman, B (1996) Find in CUMINCAD The eyes have it: A task by data type taxonomy for information visualizations , Proceedings 1996 IEEE symposium on visual languages, pp. 336-343

100%; open Thomas, J and Cook, K (2006) Find in CUMINCAD A Visual Analytics Agenda , IEEE Cmpt. Graph. Appl., 26, p. 3

100%; open van Kastel, J (2018) Find in CUMINCAD Visual Analytics for Generative Design Exploration: An interactive 3D data environment for a computational design system facilitating the performance-driven design process of a nearly Zero-Energy sports hall , Master's Thesis, TUDelft

last changed 2020/08/14 18:39
pick and add to favorite papersHOMELOGIN (you are user _anon_731669 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002