2014
DOI: 10.1260/1475-472x.12.2.155
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Approximating Computational Fluid Dynamics for Generative Tall Building Design

Abstract: Background literature review, methodology, results, and analysis are presented for a novel approach to approximating wind pressure on tall buildings for the application of generative design exploration and optimisation. The predictions are approximations of time-averaged computational fluid dynamics (CFD) data with the aim of maintaining simulation accuracy but with improved speed. This is achieved through the use of a back-propagation artificial neural network (ANN) with vertex-based shape features as input a… Show more

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Cited by 12 publications
(6 citation statements)
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“…Since the design variants are simulated using a dedicated high accuracy CFD solver, the validity of the basis data is high. This could be useful in certain specific cases of design exploration and optimization, (Wilkinson & Hanna 2014). However, in general it is not well suited for architecture and urban design, as design options will typically vary significantly from one another.…”
Section: Alternative Methodsmentioning
confidence: 99%
“…Since the design variants are simulated using a dedicated high accuracy CFD solver, the validity of the basis data is high. This could be useful in certain specific cases of design exploration and optimization, (Wilkinson & Hanna 2014). However, in general it is not well suited for architecture and urban design, as design options will typically vary significantly from one another.…”
Section: Alternative Methodsmentioning
confidence: 99%
“…The trained algorithm predicts the wind flow based on previous experiences. 14,20 The technique is demonstrated in this paper through an application study.…”
Section: Wind Flow Analysismentioning
confidence: 99%
“…An extremal value of this function is pursued. There are designs to optimize the mechanical loads [4], the heat transfer [5] or to optimize the shape of the structure for the flux of a fluid around it [6]. The objective function usually only has one physical phenomenon to consider, but in the recent years some works couple more than one phenomenon.…”
Section: Introductionmentioning
confidence: 99%