{"title":"人工智能在建筑设计中应用的发展趋势","authors":"G. Brunetti","doi":"10.36253/techne-13739","DOIUrl":null,"url":null,"abstract":"The paper analyses the evolutionary tendencies in the use of artificial intelligence in building design, highlighting: a) the ground lost by knowledge-based expert systems and the diffusion of systems combined with heuristic and stochastic approaches; b) the spread of evolutionary algorithms in the field of optimisation; c) a climax of the influence of probabilistic approaches around 2010; d) the progressive dominance of deep learning since 2012. It is likely that the next step requires hybridisation of deep learning and symbolic artificial intelligence, and it is expected that the contribution of design domain experts in terms of knowledge formalisation will be a fundamental driver of it.","PeriodicalId":44147,"journal":{"name":"Techne-Journal of Technology for Architecture and Environment","volume":"31 1","pages":""},"PeriodicalIF":0.4000,"publicationDate":"2023-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Evolutionary trends in the use of artificial intelligence in support of architectural design\",\"authors\":\"G. Brunetti\",\"doi\":\"10.36253/techne-13739\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The paper analyses the evolutionary tendencies in the use of artificial intelligence in building design, highlighting: a) the ground lost by knowledge-based expert systems and the diffusion of systems combined with heuristic and stochastic approaches; b) the spread of evolutionary algorithms in the field of optimisation; c) a climax of the influence of probabilistic approaches around 2010; d) the progressive dominance of deep learning since 2012. It is likely that the next step requires hybridisation of deep learning and symbolic artificial intelligence, and it is expected that the contribution of design domain experts in terms of knowledge formalisation will be a fundamental driver of it.\",\"PeriodicalId\":44147,\"journal\":{\"name\":\"Techne-Journal of Technology for Architecture and Environment\",\"volume\":\"31 1\",\"pages\":\"\"},\"PeriodicalIF\":0.4000,\"publicationDate\":\"2023-05-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Techne-Journal of Technology for Architecture and Environment\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.36253/techne-13739\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"0\",\"JCRName\":\"ARCHITECTURE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Techne-Journal of Technology for Architecture and Environment","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.36253/techne-13739","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"0","JCRName":"ARCHITECTURE","Score":null,"Total":0}
Evolutionary trends in the use of artificial intelligence in support of architectural design
The paper analyses the evolutionary tendencies in the use of artificial intelligence in building design, highlighting: a) the ground lost by knowledge-based expert systems and the diffusion of systems combined with heuristic and stochastic approaches; b) the spread of evolutionary algorithms in the field of optimisation; c) a climax of the influence of probabilistic approaches around 2010; d) the progressive dominance of deep learning since 2012. It is likely that the next step requires hybridisation of deep learning and symbolic artificial intelligence, and it is expected that the contribution of design domain experts in terms of knowledge formalisation will be a fundamental driver of it.
期刊介绍:
TECHNE, Journal of Technology for Architecture and Environment is the scientific magazine of SITdA, the Italian Society of Architectural Technology. Techne aims: to publicize significant contributions in the technological and environmental planning action area, to provide a tool for international comparison on research themes in that area, to promote the recognition of scientific contributions in accordance with its criteria on the evaluation of research in an academic context and to promote the circulation of contributions concerning research and experimentation, the results and effects of which are interesting in terms of social, economic, environmental and cultural impact. The magazine endorses an editorial policy primarily geared towards the diffusion of knowledge, favouring access to it and ensuring reliable and original contributions as well as recognition to the authors, whose protection is a top priority but not limiting. Techne publishes two issues a year; it includes articles, essays, columns, interviews and reviews by authors who work in the academic world, in research, design, industry, and entrepreneurial and client organizations.