Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial

The following paper presents a research project aiming to use artificial intelligence for architectural design and automation processes. The proposed workflow uses the capabilities of neural networks combined with the design of automation algorithms to avoid the repetition of routine tasks. In orde...

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Autores principales:	Luis Álvarez Ayuso, Federico Luis del Blanco García
Formato:	article
Lenguaje:	ES
Publicado:	redfundamentos SL 2021
Materias:	automation collective housing conditional gans technology transfer artificial intelligence parametric architecture Architecture NA1-9428
Acceso en línea:	https://doaj.org/article/fa8471890f7c41698ef64e2ec01e38b8
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id	oai:doaj.org-article:fa8471890f7c41698ef64e2ec01e38b8
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spelling	oai:doaj.org-article:fa8471890f7c41698ef64e2ec01e38b82021-12-01T05:21:08ZAplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial10.24192/2386-7027(2021)(v16)(20)2340-97112386-7027https://doaj.org/article/fa8471890f7c41698ef64e2ec01e38b82021-11-01T00:00:00Zhttp://ojs.redfundamentos.com/index.php/rita/article/view/595https://doaj.org/toc/2340-9711https://doaj.org/toc/2386-7027The following paper presents a research project aiming to use artificial intelligence for architectural design and automation processes. The proposed workflow uses the capabilities of neural networks combined with the design of automation algorithms to avoid the repetition of routine tasks. In order to prove the potential appliance of neural networks in architecture, a conditional adversarial neural network (Pix2Pix) is used and trained by the author for the generation of two-dimensional collective housing floor plans. The workflow includes the dissemination of the collective housing complex into individual units, the processing with the neural network and the re-aggregation back into the assembled group. Due to the large quantity of housing floor plans that are needed for the correct training of the network, it has been necessary to automate its process, tagging and storage in data lists. The plans outputted by the neural network are then exported to Grasshopper, where different approximations can be defined through automation processes.Luis Álvarez AyusoFederico Luis del Blanco Garcíaredfundamentos SLarticleautomationcollective housingconditional ganstechnology transferartificial intelligenceparametric architectureArchitectureNA1-9428ESRevista Indexada de Textos Académicos, Iss 16, Pp 214-231 (2021)
institution	DOAJ
collection	DOAJ
language	ES
topic	automation collective housing conditional gans technology transfer artificial intelligence parametric architecture Architecture NA1-9428
spellingShingle	automation collective housing conditional gans technology transfer artificial intelligence parametric architecture Architecture NA1-9428 Luis Álvarez Ayuso Federico Luis del Blanco García Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial
description	The following paper presents a research project aiming to use artificial intelligence for architectural design and automation processes. The proposed workflow uses the capabilities of neural networks combined with the design of automation algorithms to avoid the repetition of routine tasks. In order to prove the potential appliance of neural networks in architecture, a conditional adversarial neural network (Pix2Pix) is used and trained by the author for the generation of two-dimensional collective housing floor plans. The workflow includes the dissemination of the collective housing complex into individual units, the processing with the neural network and the re-aggregation back into the assembled group. Due to the large quantity of housing floor plans that are needed for the correct training of the network, it has been necessary to automate its process, tagging and storage in data lists. The plans outputted by the neural network are then exported to Grasshopper, where different approximations can be defined through automation processes.
format	article
author	Luis Álvarez Ayuso Federico Luis del Blanco García
author_facet	Luis Álvarez Ayuso Federico Luis del Blanco García
author_sort	Luis Álvarez Ayuso
title	Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial
title_short	Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial
title_full	Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial
title_fullStr	Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial
title_full_unstemmed	Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial
title_sort	aplicación de redes neuronales al diseño de vivienda colectiva. procesos generativos de combinatoria y automatización mediante inteligencia artificial
publisher	redfundamentos SL
publishDate	2021
url	https://doaj.org/article/fa8471890f7c41698ef64e2ec01e38b8
work_keys_str_mv	AT luisalvarezayuso aplicacionderedesneuronalesaldisenodeviviendacolectivaprocesosgenerativosdecombinatoriayautomatizacionmedianteinteligenciaartificial AT federicoluisdelblancogarcia aplicacionderedesneuronalesaldisenodeviviendacolectivaprocesosgenerativosdecombinatoriayautomatizacionmedianteinteligenciaartificial
_version_	1718405580072157184

Aplicación de redes neuronales al diseño de vivienda colectiva. Procesos generativos de combinatoria y automatización mediante inteligencia artificial

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