建筑中的神经网络:从构思到实施

N. Beiner, P. Beiner, M.V. Kulik, D.S. Ivanenko
{"title":"建筑中的神经网络:从构思到实施","authors":"N. Beiner, P. Beiner, M.V. Kulik, D.S. Ivanenko","doi":"10.30838/j.bpsacea.2312.260324.18.1038","DOIUrl":null,"url":null,"abstract":"Problem Statement. In the modern design process, advanced technologies are increasingly being utilized to create complex and innovative architectural projects. Neural networks play a crucial role in the development of automated image generation methods in the architectural field, considering various styles, forms, and textures. However, despite the rapid advancement of these technologies, there are significant issues hindering their full integration into architectural practice. Generating beautiful concept images using neural networks remains far from realization. These images may be inspirational but do not address technical aspects such as developing 3D models, preparing drawings, and performing calculations necessary for the successful implementation of projects. Striking a balance between aesthetics and functionality is a key factor for the successful realization of construction projects. The aim of the article is to examine the issues related to image concept generation in architecture using MidJourney and similar platforms. The primary focus is on analyzing why generating concept images is only the initial step in architectural design. Additional stages are required, such as developing 3D models, preparing drawings, and performing calculations. This will transform the ideas presented in images into tangible three-dimensional objects, considering technical aspects and engineering systems.","PeriodicalId":228894,"journal":{"name":"Ukrainian Journal of Civil Engineering and Architecture","volume":"48 2","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"NEURAL NETWORKS IN ARCHITECTURE: FROM IDEA TO IMPLEMENTATION\",\"authors\":\"N. Beiner, P. Beiner, M.V. Kulik, D.S. Ivanenko\",\"doi\":\"10.30838/j.bpsacea.2312.260324.18.1038\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Problem Statement. In the modern design process, advanced technologies are increasingly being utilized to create complex and innovative architectural projects. Neural networks play a crucial role in the development of automated image generation methods in the architectural field, considering various styles, forms, and textures. However, despite the rapid advancement of these technologies, there are significant issues hindering their full integration into architectural practice. Generating beautiful concept images using neural networks remains far from realization. These images may be inspirational but do not address technical aspects such as developing 3D models, preparing drawings, and performing calculations necessary for the successful implementation of projects. Striking a balance between aesthetics and functionality is a key factor for the successful realization of construction projects. The aim of the article is to examine the issues related to image concept generation in architecture using MidJourney and similar platforms. The primary focus is on analyzing why generating concept images is only the initial step in architectural design. Additional stages are required, such as developing 3D models, preparing drawings, and performing calculations. This will transform the ideas presented in images into tangible three-dimensional objects, considering technical aspects and engineering systems.\",\"PeriodicalId\":228894,\"journal\":{\"name\":\"Ukrainian Journal of Civil Engineering and Architecture\",\"volume\":\"48 2\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-06-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Ukrainian Journal of Civil Engineering and Architecture\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.30838/j.bpsacea.2312.260324.18.1038\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ukrainian Journal of Civil Engineering and Architecture","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.30838/j.bpsacea.2312.260324.18.1038","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

问题陈述。在现代设计过程中,越来越多地利用先进技术来创建复杂而创新的建筑项目。神经网络在建筑领域自动图像生成方法的开发中发挥着至关重要的作用,它考虑到了各种风格、形式和纹理。然而,尽管这些技术发展迅速,但仍有一些重大问题阻碍着它们与建筑实践的全面融合。利用神经网络生成精美的概念图像还远未实现。这些图像可能具有启发性,但并不涉及技术层面,如开发三维模型、准备图纸和进行成功实施项目所需的计算。在美学和功能性之间取得平衡是成功实现建筑项目的关键因素。本文旨在研究使用 MidJourney 和类似平台生成建筑图像概念的相关问题。主要重点是分析为什么生成概念图只是建筑设计的第一步。还需要其他阶段,如开发三维模型、准备图纸和进行计算。这将把图像中的想法转化为有形的三维物体,同时考虑到技术方面和工程系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
NEURAL NETWORKS IN ARCHITECTURE: FROM IDEA TO IMPLEMENTATION
Problem Statement. In the modern design process, advanced technologies are increasingly being utilized to create complex and innovative architectural projects. Neural networks play a crucial role in the development of automated image generation methods in the architectural field, considering various styles, forms, and textures. However, despite the rapid advancement of these technologies, there are significant issues hindering their full integration into architectural practice. Generating beautiful concept images using neural networks remains far from realization. These images may be inspirational but do not address technical aspects such as developing 3D models, preparing drawings, and performing calculations necessary for the successful implementation of projects. Striking a balance between aesthetics and functionality is a key factor for the successful realization of construction projects. The aim of the article is to examine the issues related to image concept generation in architecture using MidJourney and similar platforms. The primary focus is on analyzing why generating concept images is only the initial step in architectural design. Additional stages are required, such as developing 3D models, preparing drawings, and performing calculations. This will transform the ideas presented in images into tangible three-dimensional objects, considering technical aspects and engineering systems.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
NEURAL NETWORKS IN ARCHITECTURE: FROM IDEA TO IMPLEMENTATION POSSIBLE CONSTRUCTION FEATURES OF EQUIPMENT FOR RADONOMETRY OF BOTTOM SEDIMENTS ON THE SEA SHELF DURING RESEARCH AT SHORE NPP SITES CALCULATED DETERMINATION OF CHARACTERISTICS OF SHRINKAGE AND TOUCH OF CONCRETE RESEARCH ON THE RELATIONSHIP BETWEEN THE THICKNESS AND THE STRUCTURAL CONDITION OF ROLLED METAL FROM LOW-CARBON LOW-ALLOY STEEL 10G2FB THE INFLUENCE OF THE DEVELOPMENT OF COMPUTER TECHNOLOGIES ON THE PROCESS OF ARCHITECTURAL DESIGN
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1