We analyzed the spatial local accuracy of land cover (LC) datasets for the Qiangtang Plateau, High Asia, incorporating 923 field sampling points and seven LC compilations including the International Geosphere Biosphere Programme Data and Information System (IGBPDIS), Global Land cover mapping at 30 m resolution (GlobeLand30), MODIS Land Cover Type product (MCD12Q1), Climate Change Initiative Land Cover (CCI-LC), Global Land Cover 2000 (GLC2000), University of Maryland (UMD), and GlobCover 2009 (Glob-Cover). We initially compared resultant similarities and differences in both area and spatial patterns and analyzed inherent relationships with data sources. We then applied a geographically weighted regression (GWR) approach to predict local accuracy variation. The results of this study reveal that distinct differences, even inverse time series trends, in LC data between CCI-LC and MCD12Q1 were present between 2001 and 2015, with the exception of category areal discordance between the seven datasets. We also show a series of evident discrepancies amongst the LC datasets sampled here in terms of spatial patterns, that is, high spatial congruence is mainly seen in the homogeneous southeastern region of the study area while a low degree of spatial congruence is widely distributed across heterogeneous northwestern and northeastern regions. The overall combined spatial accuracy of the seven LC datasets considered here is less than 70%, and the GlobeLand30 and CCI-LC datasets exhibit higher local accuracy than their counterparts, yielding maximum overall accuracy (OA) values of 77.39% and 61.43%, respectively. Finally, 5.63% of this area is characterized by both high assessment and accuracy (HH) values, mainly located in central and eastern regions of the Qiangtang Plateau, while most low accuracy regions are found in northern, northeastern, and western regions.
青海省东北部地区复杂多样的地貌类型,为研究史前人类适应不同自然环境下的动物资源利用提供了条件.然而,已开展的动物考古研究主要聚焦在青海省东北部的河谷农业区,对于草原地带的研究相对薄弱,其先民对草原环境中的适应策略仍未得到充分讨论.本文选择农牧过渡带的青海湖盆地尖嘴遗址出土动物骨骼为研究对象,运用AMS 14C测年方法、动物种属鉴定和可鉴定标本数(NISP)统计,确认尖嘴遗址(3.2 ka B.P.左右)是一处卡约文化早期的人类活动遗迹,其先民以狩猎活动为主要生业策略,渔猎作为辅助生计,属"初级开发型"模式.在此基础上,结合青海省东北部地区已有动物研究资料,探讨了中晚全新世(8.0~2.0 ka B.P.)以来的动物资源获取利用及家畜饲养状态.结果显示:8.0~6.0 ka B.P.,本区先民以纯粹的狩猎经济为主,其猎取对象则为中小型哺乳动物,属"依赖型"生业模式;6.0~4.0 ka B.P.,本区先民获取动物资源方式仍以狩猎为主,并开始出现一定规模的家畜饲养(猪和狗),其生业属低水平的食物生产阶段,获取肉食资源的模式处于"初级开发型"阶段;4.0~2.0 ka B.P.,史前东西方文化交流的不断增强,驯化于西亚的家畜牲畜牛羊传入至青海省东北部地区,使得该区先民利用动物资源方式呈现多元化,构成了"初级开发型"和"开发型"两种生业模式,牛羊成为家畜饲养的主流.总体来讲,中晚全新世以来青海省东北部地区先民获取肉食资源的方式大致经历了由以狩猎-采集方式到家畜饲养方式的历时性转变,不同区域的自然环境差异及史前欧亚大陆东西方文化间的交流是起决定性作用的因素. 相似文献
