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基于神经网络的区域生态环境分类方法研究 被引量:5
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作者 乔平林 张继贤 +2 位作者 卢秀山 高武俊 张运生 《地理学与国土研究》 CSSCI CSCD 北大核心 2004年第2期97-99,共3页
如何利用智能化信息提取技术,进行区域生态环境自动分类,一直是一种前沿性研究。该文在分析研究区自然景观特征的基础上,总结了影响区域生态环境的建模要素,基于神经网络技术,并根据生态环境的遥感探测机理,利用TM卫星遥感数据中的可见... 如何利用智能化信息提取技术,进行区域生态环境自动分类,一直是一种前沿性研究。该文在分析研究区自然景观特征的基础上,总结了影响区域生态环境的建模要素,基于神经网络技术,并根据生态环境的遥感探测机理,利用TM卫星遥感数据中的可见光、热红外、植被指数(NDVI)以及DEM数据,建立了基于BP神经网络的区域生态环境信息自动提取模型,形成了一种新的生态环境分类方法,其分类结果与实际情况完全一致。 展开更多
关键词 人工神经网络 BP模型 TM影像 ndvl 生态环境分类
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基于FY-3 VIRR的温度植被干旱指数在陕西省的应用及其IDL实现 被引量:10
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作者 王卫东 赵青兰 +1 位作者 李化龙 周辉 《中国农业气象》 CSCD 北大核心 2015年第4期513-520,共8页
以FY-3可见光红外扫描辐射计(VIRR) L1数据为信息源,对FY-3VIRR L1数据在陕西省云检测、地表温度、温度植被干旱指数(TVDI)等反演方法进行本地化研究,同时使用IDL程序语言研制了FY-3VIRR L1数据预处理、云检测、地表温度反演、TVDI指数... 以FY-3可见光红外扫描辐射计(VIRR) L1数据为信息源,对FY-3VIRR L1数据在陕西省云检测、地表温度、温度植被干旱指数(TVDI)等反演方法进行本地化研究,同时使用IDL程序语言研制了FY-3VIRR L1数据预处理、云检测、地表温度反演、TVDI指数法反演土壤干旱程度等应用程序,以实现利用温度植被干旱指数(TVDI)对陕西省土壤干旱程度的监测,并对检测结果进行数据反演。反演结果表明,利用FY-3VIRR L1数据生成的TVDI与20cm土壤相对湿度具有良好的负相关性,相关系数在-0.535左右;TVDI能较好地反映陕西省土壤干旱状况,在延安、关中、陕南的TVDI反演结果与实际旱情一致性较好,但在植被覆盖较差的榆林部分地区,反演结果与实际旱情差异较大。 展开更多
关键词 地表温度 归一化植被指数 温度植被干旱指数 土壤相对湿度 I D L语言 陕西省
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Vegetation cover change and the driving factors over northwest China 被引量:25
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作者 ShengPei DAI Bo ZHANG +4 位作者 HaiJun WANG YaMin WANG LingXia GUO XingMei WANG Dan LI 《Journal of Arid Land》 SCIE 2011年第1期25-33,共9页
In this paper the spatio-temporal variation of vegetation cover in northwest China during the period of 1982-2006 and its driving factors were analyzed using GIMMS/NDVI data. The annual average NDVI was increased with... In this paper the spatio-temporal variation of vegetation cover in northwest China during the period of 1982-2006 and its driving factors were analyzed using GIMMS/NDVI data. The annual average NDVI was increased with a rate of 0.0005/a in northwest China and there was an obvious difference between regions. The trend line slopes of NDVI were higher than 0.0005 in the Tianshan Moutains and Altay Mountains of Xinjiang, the Qilian Mountains of Gansu and the eastern part of Qinghai, which indicated the vegetation cover was significantly increased in these areas. The trend line slopes of NDVI were lower than -0.0005 in the southern region of Qinghai, the border regions of Shaanxi and Ningxia, the parts of Gansu and Tarim Basin, Turpan and Tuoli in Xinjiang, which indicated the vegetation cover was declined in these areas. The NDVI of woodland, grassland and cultivated land had an ascending tendency during the study period. The study shows that the vegetation cover change was caused by both natural factors and human activities in northwest China. The natural vegetation change, such as forests was influenced by climate change, while human activities were the main reason to the change of planting vegetation. The changes of vegetation covers for different elevations, slopes and slope aspects were quite different. When the eleva- tion is exceeded to 4,000 m, the NDVI increasing trend was very low; the NDVI at the slope of less than 25~ was increased by the ecological construction; the variation of NDVI on sunny slope was stronger than that on shady slope. The temperature rose significantly in recent 25 years in northwest China by an average rate of 0.67^-C/10a, and precipitation increased by an average rate of 8.15 mm/10a after 1986. There was positive correlation between vegetation cover and temperature and annual precipitation changes. Rising temperature increased the evaporation and drought of soils, which is not conducive to plant growth, and the irrigation in agricultural areas reduced the correlation between agricultural vegetation NDVI and precipita- tion. The improvement of agricultural production level and the projects of ecological construction are very important causes for the NDVI increase in northwest China, and the ecological effect of large-scale ecological construction projects has appeared. 展开更多
关键词 ndvl vegetation cover climate change human activity northwest China
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基于支持向量机回归的NDVI组合预测模型 被引量:3
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作者 张满囤 黄春萌 +2 位作者 米娜 王小芳 曲寒冰 《河北工业大学学报》 CAS 2017年第4期39-45,共7页
对2004年到2015年3~10月的MODIS NDVI数据建立时间序列,并利用同期的温度、降水数据做回归因子,采用支持向量机回归模型建立NDVI短期预测模型.首先用网格搜索法,遗传算法,粒子群算法对模型参数进行优化选择,然后用得到的最佳参数分别训... 对2004年到2015年3~10月的MODIS NDVI数据建立时间序列,并利用同期的温度、降水数据做回归因子,采用支持向量机回归模型建立NDVI短期预测模型.首先用网格搜索法,遗传算法,粒子群算法对模型参数进行优化选择,然后用得到的最佳参数分别训练支持向量机,拟合结果显示网格搜索法是本实验数据的最佳优化算法.使用基于网格搜索法的支持向量机回归模型从2个角度建立了NDVI的单项预测模型,对2个单项模型做线性组合并计算最优权重系数,实验结果表明组合模型可以有效预测NDVI. 展开更多
关键词 支持向量机 NDVI 核函数 组合预测模型
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Human induced dryland degradation in Ordos Plateau,China,revealed by multilevel statistical modeling of normalized difference vegetation index and rainfall time-series 被引量:16
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作者 Jing ZHANG JianMing NIU +4 位作者 Tongliga BAO Alexander BUYANTUYEV Qing ZHANG JianJun DONG XueFeng ZHANG 《Journal of Arid Land》 SCIE CSCD 2014年第2期219-229,共11页
Land degradation causes serious environmental problems in many regions of the world, and although it can be effectively assessed and monitored using a time series of rainfall and a normalized difference vegetation ind... Land degradation causes serious environmental problems in many regions of the world, and although it can be effectively assessed and monitored using a time series of rainfall and a normalized difference vegetation index (NDVI) from remotely-sensed imagery, dividing human-induced land degradation from vegetation dynamics due to climate change is not a trivial task. This paper presented a multilevel statistical modeling of the NDVI-rainfall relationship to detect human-induced land degradation at local and landscape scales in the Ordos Plateau of Inner Mongolia, China, and recognized that anthropogenic activities result in either positive (land restoration and re-vegetation) or negative (degradation) trends. Linear regressions were used to assess the accuracy of the multi- level statistical model. The results show that: (1) land restoration was the dominant process in the Ordos Plateau between 1998 and 2012; (2) the effect of the statistical removal of precipitation revealed areas of human-induced land degradation and improvement, the latter reflecting successful restoration projects and changes in land man- agement in many parts of the Ordos; (3) compared to a simple linear regression, multilevel statistical modeling could be used to analyze the relationship between the NDVI and rainfall and improve the accuracy of detecting the effect of human activities. Additional factors should be included when analyzing the NDVI-rainfall relationship and detecting human-induced loss of vegetation cover in drylands to improve the accuracy of the approach and elimi- nate some observed non-significant residual trends. 展开更多
关键词 ndvl-rainfall relationship anthropogenic activities multilevel statistical modeling land degradation DRYLAND Ordos Plateau
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NDVI characteristics and precipitation sensitivity of urban agglomeration in Central Shanxi Basin
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作者 WANG Yue-fei LIU Hai-long +3 位作者 FU Jie LI Yang-jun BAI Xin-qiang TIAN Qing-chun 《Ecological Economy》 2023年第4期359-373,共15页
The overall NDVI characteristics and precipitation sensitivity in the study area from 2000 to 2018 were investigated using NDVI images of urban agglomeration in central Shanxi basin in 2000,2005,2010,and 2018 as well ... The overall NDVI characteristics and precipitation sensitivity in the study area from 2000 to 2018 were investigated using NDVI images of urban agglomeration in central Shanxi basin in 2000,2005,2010,and 2018 as well as the climate data of China’s surface cumulative annual value data set(1981-2010)in accordance with the method such as the geographically weighted regression model.As can be seen from the results,first,the overall NDVI pattern of urban agglomeration in central Shanxi basin,China has been changed and distributed along the topography in the shape of strip.Second,the spatial evolution of NDVI in the study area is varied significantly with the trend of expansion as a whole and a shrinking trend in some areas.Third,the overall precipitation in the study area presents a declining trend from the west to the east,while the NDVI precipitation sensitivity shows a decreasing trend from west to east.To be specific,the west and the east have a positive value of 1.3129 with strong sensitivity and a negative value of-1.0908 with weak sensitivity,respectively.The study results are expected to provide a scientific basis for restoring vegetation and formulating disaster prevention policies for urban agglomeration in Central Shanxi Basin. 展开更多
关键词 ndvl precipitation sensitivity urban agglomeration
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2012—2018年忻州市生长季NDVI时空变化及影响因素分析
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作者 郑维龙 《经纬天地》 2023年第4期9-12,共4页
基于中分辨率遥感数据MODIS-NDVI数据集及同期温度和降水数据,采用皮尔逊相关系数法、趋势变化法研究忻州市2012—2018年(5—9月)生长季的NDVI与气象因子的相关性,及植被覆盖变化趋势。结果表明:1)忻州市西部植被与降水相关性较高,草地... 基于中分辨率遥感数据MODIS-NDVI数据集及同期温度和降水数据,采用皮尔逊相关系数法、趋势变化法研究忻州市2012—2018年(5—9月)生长季的NDVI与气象因子的相关性,及植被覆盖变化趋势。结果表明:1)忻州市西部植被与降水相关性较高,草地受降水影响较大,耕地、林地次之;2)忻州市植被与温度呈较高相关性的区域主要集中在宁武县、五台县,林地受温度影响较大;3)在研究期间忻州市整体的植被覆盖呈增长趋势,城市化建设是忻州市部分区域植被退化的主要因素。 展开更多
关键词 遥感 MODIS NDVI 气象因子 植被覆盖
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Patterns of Changes to Woody Vegetation near Resettlement Sites in Semi-arid Northwestern Ethiopia
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作者 Mulubrhan Balehegn Kidane Hintsa 《Journal of Resources and Ecology》 CSCD 2018年第3期317-329,共13页
Communal rangelands provide diverse ecosystem services to millions of pastoralists and agro-pastoralists. Resettling destitute communities into hitherto uninhabited communal rangelands and forests, a common practice t... Communal rangelands provide diverse ecosystem services to millions of pastoralists and agro-pastoralists. Resettling destitute communities into hitherto uninhabited communal rangelands and forests, a common practice throughout Sub-Saharan Africa, is a threat to the sustainable use of range and forest land resources. In order to understand the effect of resettlement on a semi-arid woodland in northwestern Ethiopia, satellite imagery of 23 resettlement villages taken over a period of fourteen years, and woody vegetation floristic data for three old resettlements, three new resettlements, two refugee camps and one protected area were analyzed using ANOVA and canonical correspondence analysis(CCA). The normalized differential vegetation index(NDVI) and canopy cover around all village types decreased with disturbance gradients, while the magnitude of change varied according to the type of settlement. Limited canopy cover was observed in refugee camps and new resettlements, compared to old resettlements and protected areas. Woody vegetation height class showed a J shaped distribution in all sites except refugee camps(RC), indicating a decline in vegetation. CCA showed that variables like site type, altitude and disturbance gradient significantly affected the diversity of woody species at the different sites. Comparison of individual species responses to disturbances indicated that low fodder value invaders like Dichrostachys cinerea, and many Acacia species were increasing in proportion and coverage at the expense of some multipurpose species including Tamarindus indica, Diospyros mespiliformis, and Pterocarpus lucens. In the absence of regulated vegetation use, resettlements result in a decline in overall vegetation cover and a shift in floristic diversity in favor of invasive species. 展开更多
关键词 RESETTLEMENT woody vegetation CCA woodland rangelands ndvl Ethiopia
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