Application of neural networks in architectural design
The article discusses the currently topical issue of neural networks and their applications in architecture. The history of emergence and development of neural networks is overviewed, and the creation of the first prototypes that are functionally close to modern ones is analyzed. The applications of...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Ural State University of Architecture and Art
2024-03-01
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| Series: | Архитектон |
| Subjects: | |
| Online Access: | https://archvuz.ru/en/2024_1/1/ |
| _version_ | 1797201836980043776 |
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| author | Belash Evgeniya V. Kim Anton A. |
| author_facet | Belash Evgeniya V. Kim Anton A. |
| author_sort | Belash Evgeniya V. |
| collection | DOAJ |
| description | The article discusses the currently topical issue of neural networks and their applications in architecture. The history of emergence and development of neural networks is overviewed, and the creation of the first prototypes that are functionally close to modern ones is analyzed. The applications of machine learning based on neural networks in the field of architectural design are identified, and a number of the most widely used methods of their use are considered. In conclusion, the methods of using machine learning for algorithmizing architectural design that have already been implemented and are relatively widespread in design consultancies are considered in more detail. |
| first_indexed | 2024-04-24T07:53:53Z |
| format | Article |
| id | doaj.art-ee3ad3a35dc243bb9cce0c24ecaec762 |
| institution | Directory Open Access Journal |
| issn | 1990-4126 |
| language | English |
| last_indexed | 2024-04-24T07:53:53Z |
| publishDate | 2024-03-01 |
| publisher | Ural State University of Architecture and Art |
| record_format | Article |
| series | Архитектон |
| spelling | doaj.art-ee3ad3a35dc243bb9cce0c24ecaec7622024-04-18T08:15:14ZengUral State University of Architecture and ArtАрхитектон1990-41262024-03-011(85)110.47055/19904126_2024_1(85)_1Application of neural networks in architectural designBelash Evgeniya V.0Kim Anton A.1https://orcid.org/0000-0002-3739-5048Pacific National UniversityPacific National UniversityThe article discusses the currently topical issue of neural networks and their applications in architecture. The history of emergence and development of neural networks is overviewed, and the creation of the first prototypes that are functionally close to modern ones is analyzed. The applications of machine learning based on neural networks in the field of architectural design are identified, and a number of the most widely used methods of their use are considered. In conclusion, the methods of using machine learning for algorithmizing architectural design that have already been implemented and are relatively widespread in design consultancies are considered in more detail.https://archvuz.ru/en/2024_1/1/neural networksneuronetworksarchitecturearchitectural design |
| spellingShingle | Belash Evgeniya V. Kim Anton A. Application of neural networks in architectural design Архитектон neural networks neuronetworks architecture architectural design |
| title | Application of neural networks in architectural design |
| title_full | Application of neural networks in architectural design |
| title_fullStr | Application of neural networks in architectural design |
| title_full_unstemmed | Application of neural networks in architectural design |
| title_short | Application of neural networks in architectural design |
| title_sort | application of neural networks in architectural design |
| topic | neural networks neuronetworks architecture architectural design |
| url | https://archvuz.ru/en/2024_1/1/ |
| work_keys_str_mv | AT belashevgeniyav applicationofneuralnetworksinarchitecturaldesign AT kimantona applicationofneuralnetworksinarchitecturaldesign |