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_308
authors Yetkin, Ozan and Gönenç Sorguç, Arzu
year 2019
title Design Space Exploration of Initial Structural Design Alternatives via Artificial Neural Networks
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 1, University of Porto, Porto, Portugal, 11-13 September 2019, pp. 55-60
summary Increasing implementation of digital tools within a design process generates exponentially growing data in each phase, and inevitably, decision making within a design space with increasing complexity will be a great challenge for the designers in the future. Hence, this research aimed to seek potentials of captured data within a design space and solution space of a truss design problem for proposing an initial novel approach to augment capabilities of digital tools by artificial intelligence where designers are allowed to make a wise guess within the initial design space via performance feedbacks from the objective space. Initial structural design and modelling phase of a truss section was selected as a material of this study since decisions within this stage affect the whole process and performance of the end product. As a method, a generic framework was proposed that can help designers to understand the trade-offs between initial structural design alternatives to make informed decisions and optimizations during the initial stage. Finally, the proposed framework was presented in a case study, and future potentials of the research were discussed.
keywords design space; objective space; structural design; artificial intelligence; machine learning; optimization
series eCAADeSIGraDi
full text file.pdf (1,561,741 bytes)
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100%; open Alpaydin, E. (2016) Find in CUMINCAD Machine Learning: The New AI , MIT Press

100%; open Brown, N. and Mueller, C. (2017) Find in CUMINCAD Designing with Data: Moving Beyond the Design Space Catalog , ACADIA 2017

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100%; open Villaggi, L., Zhao, D. and Benjamin, D. (2017) Find in CUMINCAD Beyond Heuristics: A Novel Design Space Model for Generative Space Planning in Architecture , ACADIA 2017

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