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Cellular Automata for Studying Historical Spatial Process of Traditional Settlements Based on Gaussian Mixture Model: A Case Study of Qiaoxiang Village in Southern China

机译:基于高斯混合模型研究传统定居点历史空间过程的蜂窝自动机 - 以南方桥梁村为例

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摘要

The spatial evolution of traditional rural settlements is a natural process that occurs without professional development planning. With rural spatial organization now being stimulated by China's economic structure adjustment, making top-down plans match bottom-up spatial principles is important for the continuity of rural communities. In this research, a Cellular automaton based model was introduced to describe the historical spatial rules of rural settlements based on a traditional village in Southern China. In order to reproduce the rural spatial characteristics and laws that were close to the actual situation truthfully and distinctly, in this model, we refined the growth process into three cyclical steps, and used a Multivariate Gaussian Mixture Model for the evaluation of spatial transition potential. Through historical simulation, evaluation of the current status, and future spatial predictions, results showed that: (1) the growth during the whole spatial process maintained logical consistency for optimal selection; (2) certain houses in the southeast region should be carefully protected as a core living culture exhibit, while the best utilization of other homes should be considered; and (3) the most probable region of growth for tourist services or new housing estates is scattered along the river in the central area of the village.
机译:传统农村定居点的空间演变是一种自然过程,没有专业的发展规划。随着中国经济结构调整刺激的农村空间组织,自上而下的计划与自下而上的空间原则相匹配对农村社区的连续性是重要的。在这项研究中,引入了一种基于蜂窝自动机的模型来描述基于中国南方传统村庄的农村定居点历史空间规律。为了再现农村空间特征和靠近实际情况的法律,在本模型中,我们将增长过程改进为三个周期性步骤,并利用多元高斯混合模型进行空间过渡势的评估。通过历史模拟,评估当前状态和未来的空间预测,结果表明:(1)整个空间过程中的增长保持了最佳选择的逻辑一致性; (2)东南部地区的某些房屋应被仔细保护,作为核心生活文化展览,而应考虑其他房屋的最佳利用; (3)旅游服务或新住房最可能的增长区域沿着该村中心地区散落。

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