首页> 外文期刊>Die Erde >Landscape Classification using Principal Component Analysis and Fuzzy Classification: Archaeological Sites and their Natural Surroundings in Central Mongolia
【24h】

Landscape Classification using Principal Component Analysis and Fuzzy Classification: Archaeological Sites and their Natural Surroundings in Central Mongolia

机译:基于主成分分析和模糊分类的景观分类:蒙古中部的考古遗址及其自然环境

获取原文
       

摘要

The middle and upper Orkhon Valley in Central Mongolia (47.5°N, 102.5°E) hosts a multitude of diverse archaeological features. Most of them – including the well-known ancient cities of Karakorum and Karabalgasun – have only rarely been described in their geographical setups. The aim of this study is to describe, classify and analyse their surrounding landscapes and consequently characterise these sites geographically. This analysis is based on freely available raster datasets that offer information about topography, surface reflectance and derivatives. Principal component analysis is applied as a dimensional reduction technique. Subsequently, a fuzzy-logic approach leads to a classification scheme in which archaeological features are embedded and therefore distinguishable. A distinct difference in preferences regarding to choose a site location can be made and confirmed by semiautomatic analysis, comparing burial and ritual places and settlements. Walled enclosures and settlements are connected to planar steppe regions, whereas burial and ritual places are embedded in mountainous and hilly environments.
机译:蒙古中部的Orkhon中上游山谷(北纬47.5°,东经102.5°)具有多种多样的考古特征。其中大多数-包括著名的喀喇昆仑(Karakorum)和卡拉巴拉加森(Karalbalgasun)古代城市-在其地理环境中很少被描述。这项研究的目的是描述,分类和分析其周围的景观,从而对这些遗址进行地理特征描述。该分析基于可免费获得的栅格数据集,该栅格数据集提供有关地形,表面反射率和导数的信息。主成分分析被用作降维技术。随后,模糊逻辑方法导致了一种分类方案,其中嵌入了考古特征,因此可以区分。可以通过比较埋葬和祭祀场所及住所的半自动分析来确定偏好选择方面的明显差异。围墙的围墙和住区连接到平坦的草原地区,而埋葬和祭祀场所则埋在山区和丘陵环境中。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号