Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion
This study focuses on the automatic generation of architectural floor plans for standard nursing units in general hospitals based on Stable Diffusion. It aims at assisting architects in efficiently generating a variety of preliminary plan preview schemes and enhancing the efficiency of the pre-plann...
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| Format: | Article |
| Language: | English |
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MDPI AG
2024-08-01
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| Series: | Buildings |
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| Online Access: | https://www.mdpi.com/2075-5309/14/9/2601 |
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| _version_ | 1850258328811208704 |
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| author | Zhuo Han Yongquan Chen |
| author_facet | Zhuo Han Yongquan Chen |
| author_sort | Zhuo Han |
| collection | DOAJ |
| description | This study focuses on the automatic generation of architectural floor plans for standard nursing units in general hospitals based on Stable Diffusion. It aims at assisting architects in efficiently generating a variety of preliminary plan preview schemes and enhancing the efficiency of the pre-planning stage of medical buildings. It includes dataset processing, model training, model testing and generation. It enables the generation of well-organized, clear, and readable functional block floor plans with strong generalization capabilities by inputting the boundaries of the nursing unit’s floor plan. Quantitative analysis demonstrated that 82% of the generated samples met the evaluation criteria for standard nursing units. Additionally, a comparative experiment was conducted using the same dataset to train a deep learning model based on Generative Adversarial Networks (GANs). The conclusion describes the strengths and limitations of the methodology, pointing out directions for improvement by future studies. |
| format | Article |
| id | doaj-art-d60c3f4f00304ceaae25155cbe2f0b88 |
| institution | OA Journals |
| issn | 2075-5309 |
| language | English |
| publishDate | 2024-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Buildings |
| spelling | doaj-art-d60c3f4f00304ceaae25155cbe2f0b882025-08-20T01:56:11ZengMDPI AGBuildings2075-53092024-08-01149260110.3390/buildings14092601Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable DiffusionZhuo Han0Yongquan Chen1School of Architecture and Design, Beijing Jiaotong University, Beijing 100000, ChinaSchool of Architecture and Design, Beijing Jiaotong University, Beijing 100000, ChinaThis study focuses on the automatic generation of architectural floor plans for standard nursing units in general hospitals based on Stable Diffusion. It aims at assisting architects in efficiently generating a variety of preliminary plan preview schemes and enhancing the efficiency of the pre-planning stage of medical buildings. It includes dataset processing, model training, model testing and generation. It enables the generation of well-organized, clear, and readable functional block floor plans with strong generalization capabilities by inputting the boundaries of the nursing unit’s floor plan. Quantitative analysis demonstrated that 82% of the generated samples met the evaluation criteria for standard nursing units. Additionally, a comparative experiment was conducted using the same dataset to train a deep learning model based on Generative Adversarial Networks (GANs). The conclusion describes the strengths and limitations of the methodology, pointing out directions for improvement by future studies.https://www.mdpi.com/2075-5309/14/9/2601standard nursing unitautomatic generation of floor plansstable diffusionLoRA fine-turninggenerative adversarial network |
| spellingShingle | Zhuo Han Yongquan Chen Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion Buildings standard nursing unit automatic generation of floor plans stable diffusion LoRA fine-turning generative adversarial network |
| title | Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion |
| title_full | Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion |
| title_fullStr | Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion |
| title_full_unstemmed | Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion |
| title_short | Automatic Generation of Standard Nursing Unit Floor Plan in General Hospital Based on Stable Diffusion |
| title_sort | automatic generation of standard nursing unit floor plan in general hospital based on stable diffusion |
| topic | standard nursing unit automatic generation of floor plans stable diffusion LoRA fine-turning generative adversarial network |
| url | https://www.mdpi.com/2075-5309/14/9/2601 |
| work_keys_str_mv | AT zhuohan automaticgenerationofstandardnursingunitfloorplaningeneralhospitalbasedonstablediffusion AT yongquanchen automaticgenerationofstandardnursingunitfloorplaningeneralhospitalbasedonstablediffusion |