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 ecaadesigradi2019_648
authors Eisenstadt, Viktor, Langenhan, Christoph and Althoff, Klaus-Dieter
year 2019
title Generation of Floor Plan Variations with Convolutional Neural Networks and Case-based Reasoning - An approach for transformative adaptation of room configurations within a framework for support of early conceptual design phases
source Sousa, JP, Xavier, JP and Castro Henriques, G (eds.), Architecture in the Age of the 4th Industrial Revolution - Proceedings of the 37th eCAADe and 23rd SIGraDi Conference - Volume 2, University of Porto, Porto, Portugal, 11-13 September 2019, pp. 79-84
summary We present an approach for computer-aided generation of different variations of floor plans during the early phases of conceptual design in architecture. The early design phases are mostly characterized by the processes of inspiration gaining and search for contextual help in order to improve the building design at hand. The generation method described in this work uses the novel as well as established artificial intelligence methods, namely, generative adversarial nets and case-based reasoning, for creation of possible evolutions of the current design based on the most similar previous designs. The main goal of this approach is to provide the designer with information on how the current floor plan can evolve over time in order to influence the direction of the design process. The work described in this paper is part of the methodology FLEA (Find, Learn, Explain, Adapt) whose task is to provide a holistic structure for support of the early conceptual phases in architecture. The approach is implemented as the adaptation component of the framework MetisCBR that is based on FLEA.
keywords room configuration; adaptation; case-based reasoning; convolutional neural networks; conceptual design
series eCAADeSIGraDi
full text file.pdf (779,643 bytes)
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100%; open Aamodt, A and Plaza, E (1994) Find in CUMINCAD Case-based reasoning: Foundational issues, methodological variations, and system approaches , AI communications, 7.1

100%; open Ayzenshtadt, V, Langenhan, C, Bukhari, S, Althoff, KD, Petzold, F and Dengel, A (2016) Find in CUMINCAD Thinking With Containers: A Multi-Agent Retrieval Approach for the Case-Based Semantic Search of Architectural Designs , ICAART 2016, Rome, Italy, pp. 149-156

100%; open De Mantaras, RL, McSherry, D, Bridge, D, Leake, D, Smyth, B, Craw, S, Faltings, B, Maher, ML, Cox, MT, Forbus, K, Keane, M, Aamodt, A and Watson, I (2005) Find in CUMINCAD Retrieval, reuse, revision and retention in case-based reasoning , The Knowledge Engineering Review, 20.3, pp. 215-240

100%; open Eisenstadt, V, Espinoza-Stapelfeld, C, Mikyas, A and Althoff, KD (2018) Find in CUMINCAD Explainable Distributed Case-Based Support Systems: Patterns for Enhancement and Validation of Design Recommendations , ICCBR 2018, Stockholm, Sweden, pp. 78-94

100%; open Flack, RWJ and Ross, BJ (2011) Find in CUMINCAD Evolution of architectural floor plans , European Conference on the Applications of Evolutionary Computation, pp. 313-322

100%; open Goodfellow, I, Pouget-Abadie, J, Mirza, M, Xu, B, Warde-Farley, D, Ozair, S, Courville, A and Bengio, Y (2014) Find in CUMINCAD Generative adversarial nets , Advances in neural information processing systems

100%; open He, Y, Liang, J and Liu, Y (2017) Find in CUMINCAD Pervasive Floorplan Generation Based on Only Inertial Sensing: Feasibility, Design, and Implementation , IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 35.5, pp. 1132-1140

100%; open Kolodner, J (2014) Find in CUMINCAD Case-based reasoning , Morgan Kaufmann

100%; open Langenhan, C and Petzold, F (2010) Find in CUMINCAD The fingerprint of architecture-sketch-based design methods for researching building layouts through the semantic fingerprinting of floor plans , International electronic scientific-educational journal: Architecture and Modern Information Technologies, 4.13, pp. 1-8

100%; open Merrell, P, Schkufza, E and Koltun, V (2010) Find in CUMINCAD Computer-Generated Residential Building Layouts , ACM Transactions on Graphics (TOG), 29.6, p. 181

100%; open Nisztuk, M and Myszkowski, B (2019) Find in CUMINCAD Hybrid Evolutionary Algorithm applied to Automated Floor Plan Generation , International Journal of Architectural Computing

100%; open Richter, K (2011) Find in CUMINCAD Augmenting designers memory: case based reasoning in der Architektur , Logos Berlin

100%; open Sharma, D, Gupta, N, Chattopadhyay, C and Mehta, S (2017) Find in CUMINCAD DANIEL: A Deep Architecture for Automatic Analysis and Retrieval of Building Floor Plans , 14th IAPR International Conference on Document Analysis and Recognition (ICDAR)

100%; open Simonyan, K and Zisserman, A (2014) Find in CUMINCAD Very deep convolutional networks for large-scale image recognition , arXiv:1409.1556

100%; open Steadman, P and Mitchell, LJ (2010) Find in CUMINCAD Architectural morphospace: mapping worlds of built forms , Planning and Design, 37.2, pp. 197-220

100%; open Wilke, W and Bergmann, R (1998) Find in CUMINCAD Techniques and knowledge used for adaptation during case-based problem solving , International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems

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