A Parametric Design Method for Landscape Garden Layout Based on Clustering Algorithm.

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Title: A Parametric Design Method for Landscape Garden Layout Based on Clustering Algorithm.
Authors: Lin, Zhu1 (AUTHOR) 11096@bitzh.edu.cn
Source: International Journal of High Speed Electronics & Systems. Dec2025, Vol. 34 Issue 4, p1-29. 29p.
Subjects: Clustering algorithms, Landscape architecture, Hamming distance, Landscape gardening, Computer software, Landscape design
Abstract: Landscape design involves many elements, such as plants, water, terrain, roads, and buildings. Each element has its specific design requirements and aesthetic standards. The combination and layout of these elements need to consider multiple factors such as spatial relations, functional requirements, ecological balance, and cultural background, which makes the design process very complex. In order to quantify the landscape layout and scientifically layout the landscape architecture, a parametric design method of landscape architecture layout based on a clustering algorithm was proposed. First, the composition of the landscape is analyzed based on the traditional research results, and the required computer software foundation is discussed. Then, in the corresponding software environment, considering that the impact factors of landscape layout elements include numerical and nonnumerical types, K -prototype clustering algorithm is used for processing. Specifically, the Euclidean distance of the K -means clustering model is used to measure the numerical impact factors, while the Hamming distance of the K model is used to measure the nonnumerical impact factors, so as to achieve effective clustering of mixed impact factors and determine the layout parameters accordingly. At the same time, the rule matrix method is used to establish the design rules. Finally, based on the above research results, the parametric layout of landscape architecture is realized through a series of processes such as design research, planning and layout, construction and form, construction and management. The experimental results demonstrate that this method effectively extracts layout parameters, of landscape architecture and obtains more clear and logical design rules, thus improving the final design effect. [ABSTRACT FROM AUTHOR]
Copyright of International Journal of High Speed Electronics & Systems is the property of World Scientific Publishing Company and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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  Data: A Parametric Design Method for Landscape Garden Layout Based on Clustering Algorithm.
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  Data: <searchLink fieldCode="AR" term="%22Lin%2C+Zhu%22">Lin, Zhu</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> 11096@bitzh.edu.cn</i>
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  Data: <searchLink fieldCode="DE" term="%22Clustering+algorithms%22">Clustering algorithms</searchLink><br /><searchLink fieldCode="DE" term="%22Landscape+architecture%22">Landscape architecture</searchLink><br /><searchLink fieldCode="DE" term="%22Hamming+distance%22">Hamming distance</searchLink><br /><searchLink fieldCode="DE" term="%22Landscape+gardening%22">Landscape gardening</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+software%22">Computer software</searchLink><br /><searchLink fieldCode="DE" term="%22Landscape+design%22">Landscape design</searchLink>
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  Label: Abstract
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  Data: Landscape design involves many elements, such as plants, water, terrain, roads, and buildings. Each element has its specific design requirements and aesthetic standards. The combination and layout of these elements need to consider multiple factors such as spatial relations, functional requirements, ecological balance, and cultural background, which makes the design process very complex. In order to quantify the landscape layout and scientifically layout the landscape architecture, a parametric design method of landscape architecture layout based on a clustering algorithm was proposed. First, the composition of the landscape is analyzed based on the traditional research results, and the required computer software foundation is discussed. Then, in the corresponding software environment, considering that the impact factors of landscape layout elements include numerical and nonnumerical types, K -prototype clustering algorithm is used for processing. Specifically, the Euclidean distance of the K -means clustering model is used to measure the numerical impact factors, while the Hamming distance of the K model is used to measure the nonnumerical impact factors, so as to achieve effective clustering of mixed impact factors and determine the layout parameters accordingly. At the same time, the rule matrix method is used to establish the design rules. Finally, based on the above research results, the parametric layout of landscape architecture is realized through a series of processes such as design research, planning and layout, construction and form, construction and management. The experimental results demonstrate that this method effectively extracts layout parameters, of landscape architecture and obtains more clear and logical design rules, thus improving the final design effect. [ABSTRACT FROM AUTHOR]
– Name: AbstractSuppliedCopyright
  Label:
  Group: Ab
  Data: <i>Copyright of International Journal of High Speed Electronics & Systems is the property of World Scientific Publishing Company and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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      – Type: doi
        Value: 10.1142/S0129156425402645
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      – Code: eng
        Text: English
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        PageCount: 29
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    Subjects:
      – SubjectFull: Clustering algorithms
        Type: general
      – SubjectFull: Landscape architecture
        Type: general
      – SubjectFull: Hamming distance
        Type: general
      – SubjectFull: Landscape gardening
        Type: general
      – SubjectFull: Computer software
        Type: general
      – SubjectFull: Landscape design
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      – TitleFull: A Parametric Design Method for Landscape Garden Layout Based on Clustering Algorithm.
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              M: 12
              Text: Dec2025
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              Y: 2025
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