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The study of size-grade of prehistoric settlements in the Circum-Songshan area based on SOFM network

机译:基于SOFM网络的环松山地区史前聚落规模等级研究

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摘要

Choosing site area,cultural layer thickness,significant relics and significant remains as the variables,we applied cluster analysis to the ancient settlements of four cultural periods,respectively,which were Peiligang,Yangshao,Longshan and Xiashang,in 9000-3000 a BP,around Songshan Mountain.Through application of the SOFM (self-organizing feature map) networks,every type of ancient settlements was classified into different size-grades.By this means,the Peiligang settlements were divided into two grades,Yangshao and Longshan settlements were divided into three grades,respectively,and Xiashang settlements were divided into four grades.The results suggested that the size-grade diversity of ancient settlements was not significant during the Peiligang period in this area.Around the middle-late Yangshao period (5000 a BP),the size-grade diversity of ancient settlements began to appear,a process that continued during the Longshan period and finally matured in the Xiashang period.Moreover,the results reflected the regional differences in cultural characteristics in a particular period,which were mainly represented in that there were three Peiligang cultural systems distributed in different areas.Such differences also existed in the spatial distributive characteristics between the Xia and Shang cultures.Based on the size-grade study of ancient settlements in the Circum-Songshan area,it was found that the SOFM networks method was very suitable for size-grade classification of ancient settlements,since,using this method,adjacent cells would compete and learn from each other,a benefit that reduced the effect on classification by the inaccuracy of site acreages.
机译:选择场地面积,文化层厚度,重要文物和重要遗迹作为变量,将聚类分析分别应用于9000-3000 a BP附近的四个文化时期的古人聚居地,分别为培力岗,仰韶,龙山和下山。松山山。通过使用SOFM(自组织特征图)网络,将每种类型的古代聚落分为不同的大小等级。通过这种方式,将佩里岗聚落分为两个等级,将仰韶和龙山聚落分为两个等级。夏尚聚落分别分为三个等级,结果表明该地区古聚居的规模等级多样性在该地区的沛里岗时期并不显着。在仰韶中后期(5000 a BP)左右,古代聚落的规模等级多样性开始出现,这一过程在龙山时期一直持续到夏尚时期才逐渐成熟。结果反映了特定时期文化特征的区域差异,主要表现为在不同地区分布着三种培里岗文化体系。夏商文化之间的空间分布特征也存在差异。松山地区古代聚居地的等级研究,发现SOFM网络方法非常适合古代聚居地的大小等级分类,因为使用该方法,相邻单元之间会相互竞争和学习,通过减少站点面积的准确性减少分类效果的好处。

著录项

  • 来源
    《地理学报(英文版)》 |2013年第3期|538-548|共11页
  • 作者

    LU Peng; TIAN Yan; YANG Ruixia;

  • 作者单位

    Center for Earth Observation and Digital Earth, CAS, Beijing 10009, China;

  • 收录信息 中国科学引文数据库(CSCD);中国科技论文与引文数据库(CSTPCD);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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