The development of machine learning technology gives architects and urban planners a new tool that can be used for research and design. The topic of this paper is to analyze the rural space of Jilin Province with the machine learning algorithms and space syntax theory, and to obtain the inherent formation and development laws of rural spatial forms, which can be used as a reference and evaluation system for subsequent rural development, and also can emphasize the locality and continuity of rural development. First, based on geographic information data, researching the connection between the distribution of villages and geographic data at a macro level and to classify them. Then, from each category, selecting one township and use all villages in its area as samples for the more specific study. Spatial features of individual village are extracted based on space syntax theory, and representative spatial features which can as feature values for cluster analysis are selected through comparative analysis. Then classify villages from high-dimensional data and explore their type characteristics. Finally, we hope the result of this study can help provide useful theoretical references for rural construction and nature conservation in the future.


    Access

    Download


    Export, share and cite



    Title :

    Spatial Analysis of Villages in Jilin Province Based on Space Syntax and Machine Learning


    Additional title:

    Computational Design and Robotic Fabrication


    Contributors:
    Yuan, Philip F. (editor) / Chai, Hua (editor) / Yan, Chao (editor) / Li, Keke (editor) / Sun, Tongyue (editor) / Liu, Deli (author) / Wang, Keqi (author)

    Conference:

    The International Conference on Computational Design and Robotic Fabrication ; 2022 June 27, 2022 - July 05, 2022



    Publication date :

    2023-04-04


    Size :

    11 pages





    Type of media :

    Article/Chapter (Book)


    Type of material :

    Electronic Resource


    Language :

    English






    Research on the waterway transportation planning in Jilin Province, China

    Mu, Baoying / Li, Wenchao | British Library Conference Proceedings | 2022



    Analysis of Spatial Evolution Characteristics in Songyuan Main Urban Area Based on Space Syntax

    Lv, J. / Gu, L.L. / Yang, F.W. | British Library Conference Proceedings | 2014


    Strategies Research of Rural Construction Status and Development of the Western Region in Jilin Province

    Lv, J. / Yang, F.W. / Gu, L.L. | British Library Conference Proceedings | 2014