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国家自然科学基金(41271125)

作品数:7 被引量:51H指数:5
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基于秦岭样区的四种时序EVI函数拟合方法对比研究被引量:12
2016年
函数曲线拟合方法是植被指数时间序列重建的一个重要方法,已经广泛应用于森林面积动态变化监测、农作物估产、遥感物候信息提取、生态系统碳循环研究等领域。基于秦岭样区多年MODIS EVI遥感数据及其质量控制数据,探讨并改进了时序EVI重建过程中噪声点优化和对原始高质量数据保真能力的评价方法;在此基础上,比较了常用的非对称性高斯函数拟合法(AG)、双Logistic函数拟合法(DL)和单Logistic函数拟合法(SL)。基于SL方法,调整了模型形式并重新定义d的参数意义,提出了最值优化单Logistic函数拟合法(MSL),并与其他3种方法进行对比。结果表明;在噪声点优化及保留原始高质量数据方面,AG方法和DL方法二者整体差别不大,而在部分像元的处理上AG方法表现出更好的拟合效果;MSL方法和SL方法相比于AG方法和DL方法其效果更为突出;在地形气候复杂,植被指数噪声较多的山区,MSL方法表现出更好的适用性。
刘亚南肖飞杜耘
关键词:MODISEVILOGISTIC
Construction of lake bathymetry from MODIS satellite data and GIS from 2003 to 2011
2014年
In recent years, sedimentation conditions in Dongting Lake have varied greatly because of signifi cant changes in runoff and sediment load in the Changjiang(Yangtze) River following the construction of Three Gorges Dam. The topography of the lake bottom has changed rapidly because of the intense exchange of water and sediment between the lake and the Changjiang River. However, time series information on lake-bottom topographic change is lacking. In this study, we introduced a method that combines remote sensing data and in situ water level data to extract a record of Dongting Lake bottom topography from 2003 to 2011. Multi-temporal lake land/water boundaries were extracted from MODIS images using the linear spectral mixture model method. The elevation of water/land boundary points were calculated using water level data and spatial interpolation techniques. Digital elevation models of Dongting Lake bottom topography in different periods were then constructed with the multiple heighted waterlines. The mean root-mean-square error of the linear spectral mixture model was 0.036, and the mean predicted error for elevation interpolation was-0.19 m. Compared with fi eld measurement data and sediment load data, the method has proven to be most applicable. The results show that the topography of the bottom of Dongting Lake has exhibited uneven erosion and deposition in terms of time and space over the last nine years. Moreover, lake-bottom topography has undergone a slight erosion trend within this period, with 58.2% and 41.8% of the lake-bottom area being eroded and deposited, respectively.
严翼肖飞杜耘
关键词:MODIS影像卫星数据线性光谱混合模型数字高程模型
基于MODIS NDVI汉江中游植被时空变化及其地貌分异分析被引量:8
2017年
基于2001~2015年的时间序列MODIS NDVI数据,通过逐像元线性趋势回归和回归系数计算,分析汉江中游地区植被年均NDVI变化的时空规律;通过植被时空变化的地貌分异分析,评估人类活动的影响及其空间差异。研究结果表明:汉江中游地区近15 a来,植被年均NDVI值呈现明显的波动增长趋势;植被时空变化表现出一定的地貌分异规律,平原、河漫滩、台地植被年均NDVI呈现明显的增长趋势,而丘陵、低山和中山植被年均NDVI增长趋势不明显。不同地貌类型区年均NDVI值变化受人类活动影响程度的强弱依次为:平原、台地、河漫滩、丘陵、低山、中山。人类活动是汉江中游平原区年均NDVI稳定增长的主要原因。
徐静文肖飞廖炜王高杰周亚东
关键词:NDVI地貌
Evaluation of spatial-temporal dynamics in surface water temperature of Qinghai Lake from 2001 to 2010 by using MODIS data被引量:16
2013年
Lake surface water temperature (SWT) is an important indicator of lake state relative to its water chemistry and aquatic ecosystem,in addition to being an important regional climate indicator.However,few literatures involving spatial-temporal changes of lake SWT in the Qinghai-Tibet Plateau,including Qinghai Lake,are available.Our objective is to study the spatial-temporal changes in SWT of Qinghai Lake from 2001 to 2010,using Moderate-resolution Imaging Spectroradiometer (MODIS) data.Based on each pixel,we calculated the temporal SWT variations and long-term trends,compared the spatial patterns of annual average SWT in different years,and mapped and analyzed the seasonal cycles of the spatial patterns of SWT.The results revealed that the differences between the average daily SWT and air temperature during the temperature decreasing phase were relatively larger than those during the temperature increasing phase.The increasing rate of the annual average SWT during the study period was about 0.01℃/a,followed by an increasing rate of about 0.05℃/a in annual average air temperature.The annual average SWT from 2001 to 2010 showed similar spatial patterns,while the SWT spatial changes from January to December demonstrated an interesting seasonal reversion pattern.The high-temperature area transformed stepwise from the south to the north regions and then back to the south region from January to December,whereas the low-temperature area demonstrated a reversed annual cyclical trace.The spatial-temporal patterns of SWTs were shaped by the topography of the lake basin and the distribution of drainages.
Fei XIAOFeng LINGYun DUQi FENGYi YANHui CHEN
关键词:MODIS
汉江中游河谷平原植被指数时空变化及其与沙化土地动态的关联关系被引量:8
2013年
针对沙化土地广泛分布的汉江中游河谷平原区,采用MODIsEVI数据分析2003~2011年区域植被状态时空变化,并据此探讨沙化土地的动态特征。利用时序植被指数统计分析,探讨研究区植被的总体变化规律;分析不同缓冲区植被指数的空间分布格局,反映了区域环境状况的空间差异以及由此而可能产生的土地利用格局的变化;并基于不同距离缓冲区的EⅥ时空差异对比分析,探讨沙化土地动态与植被变化的关联关系。研究表明,近9a来汉江中游河谷平原区EVI呈明显上升趋势;随着离河流距离的逐渐增加,每千米范围内各年的年均EⅥ值均表现出先增大后减小的空间特征,并在距河3km区域处EVI值达到最大;而Ew的时空差异,则体现了沙化土地的空间分布与动态特征。
陈慧杜耘肖飞王学雷严翼李元征
关键词:缓冲区MODIS沙化
基于关联性及趋势性分析的AVHRR NDVI及MODIS NDVI数据产品比较被引量:6
2018年
针对AVHRR NDVI和MODIS NDVI数据集中不同数据产品间的差异和区域适应性问题,利用2003~2013年重叠时间段MODIS Terra/Aqua的NDVI Collection 5(C5)和Collection 6(C6)产品以及AVHRR NDVI中的GIMMS NDVI3g产品,选择汉江流域典型区域进行数据对比分析。通过关联指数IOAs(Index of Association)来评价各数据在季节波动上的一致性;采用Mann Kendall检验分析各数据的长期趋势差异。结果表明,在季节性变化上,同一卫星不同版本产品之间的关联性相对较高。在年际变化上,GIMMS产品相对MODIS产品,仅能检出部分NDVI变化趋势。在地表覆被异质性相对较高地区,GIMMS产品的长期变化趋势检出率较低。MODIS Terra的NDVI C5产品受传感器退化影响,表现出相对较高的减少趋势。
王高杰黄进良肖飞肖飞
关键词:NDVIMODISNDVIMANN
Monitoring Perennial Sub-Surface Waterlogged Croplands Based on MODIS in Jianghan Plain, Middle Reaches of the Yangtze River被引量:1
2014年
Perennial waterlogged soil(PWS) is induced by the high level of groundwater, and has a persistent impact on natural ecosystems and agricultural production. Traditionally, distribution information regarding PWS is mainly collected from in situ measurements through groundwater level surveys and physicochemical property analyses. However, in situ measurements of PWS are costly and time-consuming, only rough estimates of PWS areas are available in some regions. In this paper, we developed a method to monitor the perennial waterlogged cropland using time-series moderate resolution imaging spectroradiometer(MODIS) data. The Jianghan Plain, a floodplain located in the middle reaches of the Yangtze River, was selected as the study area. Temporal variations of the enhanced vegetation index(EVI), night land surface temperature(LST), diurnal LST differences(ΔLST), albedo, and the apparent thermal inertia(ATI) were used to analyze the ecological and thermodynamic characteristics of the waterlogged croplands. To obtain pure remote sensing signatures of the waterlogged cropland from mixed pixels, the croplands were classified into different types according to soil and land cover types in this paper, and a linear mixing model was developed by fitting the signatures using the multiple linear regression approach. Afterwards, another linear spectral mixing model was used to get the proportions of waterlogged croplands in each 1 km×1 km pixel. The result showed an acceptable accuracy with a root-mean-square error of 0.093. As a tentative method, the procedure described in this paper works efficiently as a method to monitor the spatial patterns of perennial sub-surface waterlogged croplands at a wide scale.
XIAO FeiLI Yuan-zhengDU YunLING FengYAN YiFENG QiBAN Xuan
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