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生态学杂志 ›› 2011, Vol. 30 ›› Issue (07): 1558-1564.

• 方法与技术 • 上一篇    下一篇

环渤海地区NDVI拟合方法比较及其影响因素

马宗文,许学工**,卢亚灵   

  1. 北京大学城市与环境学院, 地表过程分析与模拟教育部重点实验室, 北京 100871
  • 出版日期:2011-07-08 发布日期:2011-07-08

Comparison of NDVI simulation models for Bohai Rim region and the factors affecting NDVI.

MA Zong-wen, XU Xue-gong**, LU Ya-ling   

  1. Key Laboratory of Analysis and Simulation of Earth Surface Processes, Ministry of Education,College of Urban and Environmental Sciences, Peking University,  Beijing 100871, China
  • Online:2011-07-08 Published:2011-07-08

摘要: 人类活动频繁剧烈的环渤海地区生态和环境压力很大。基于2000—2005年1 km分辨率的SPOT-VGT NDVI及地形、气候、人口、经济、土地利用、交通等数据,应用全局最小二乘法和地理加权回归方法,定量分析了环渤海五省市NDVI与海拔、坡度、气温、降水量、人口密度、GDP密度、土地利用程度、距城市距离、距主要道路距离等9个因素的相关关系。结果表明:与线性回归模型相比,地理加权回归模型的拟合效果显著提高,拟合优度从不足0.3提高到0.7以上。NDVI的正向最敏感影响因素主要是海拔、气温和降水,对海拔因素敏感处主要分布在辽河平原、长白山以南低山丘陵区、燕山东南山区向平原的过渡带、渤海湾西南部平原地区;对气温因素敏感处主要分布在河北南部和山东半岛东部沿海地区;对降水因素敏感处主要分布在燕山山地、太行山北部山区和张北高原地区。反向最敏感因素主要是人口和GDP密度,广泛分布于除河北南部、鲁西北和鲁西南的环渤海地区。

关键词: 模拟酸雨, 龙眼, 叶绿体活性, 光合作用

Abstract: Frequent and intensive human activities have caused enormous ecological and environmental pressures in Bohai Rim region. Based on the 2000-2005 SPOT-VGT dataset with 1 km spatial resolution and other data such as landform, climate, population, economy, land use, and transportation data, and by
the methods of global ordinary least square (OLS) and geographically weighted regression (GWR), this paper quantitatively analyzed the correlations of the NDVI in five provinces and municipalities of Bohai Rim with altitude, slope, temperature, precipitation, population density, GDP density, land use degree, distance to cities, and distance to main roads. Comparing with linear regression model, GWR model gave a much better fitting result, with the goodness of fit increased significantly from less than 0.3 to more than 0.7. Among the most sensitive factors affecting NDVI, positive factors were mainly altitude, temperature, and precipitation, while negative factors were mainly population density and GDP density. The regions where NDVI was positively sensitive to altitude were distributed in Liaohe Plain, hilly areas to the south of Changbai Mountains, and transitional zone from Yanshan to west coastal plain of Bohai bay, positively sensitive to temperature mainly located in southern Hebei Province and eastern coastal areas of Shandong Peninsula, and positively sensitive to precipitation were in Yanshan, north Taihang Mountains, and Zhangbei highland areas; while the regions where NDVI was negatively sensitive to population density and GDP density almost covered the whole Bohai Rim region except southern Hebei and northwestern and southwestern Shandong Province.

Key words: Simulated acid rain, Dimorcarpus longana Lour cv wulongling, Chloroplast activity, Photosynthesis