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Sensitivity of multitemporal NOAA AVHRR data of an urbanizing region to land-use/land-cover changes and misregistration

机译:一个城市化地区的多时间NOAA AVHRR数据对土地利用/土地覆盖变化和注册错误的敏感性

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Our objectives were to: (1) investigate the sensitivity of multitemporal image data from the Advanced Very High Resolution Radiometer (AVHRR) satellite data for detecting land-use/land-cover changes primarily associated with urbanization and (2) test the effectiveness of a misregistration compensation model on the same data set. Empirical analyses were conducted using two near-anniversary, single-date NOAA AVHHR images of a rapidly urbanizing region of southern and Baja California. Analyses were facilitated by reference data from detailed GIS data layers of land-use/land-cover types for the 2 years corresponding to image acquisition dates (1990 and 1995). Almost all AVHRR pixels containing land-use/land-cover changes were mixed with nonchange areas, even when the extent of change features was greater than the nominal 1 km{sup}2 ground sampling area. The strongest signals of image brightness change were detected by temporal differences of NDVI and Channel 4 surface temperature. "Undeveloped to urban" and "undeveloped to water" were the land-use/land-cover transition sequences with the most definitive AVHRR change signals. Mean magnitudes of misregistration errors were estimated to be around 0.2 pixel units in x and y directions. Mean values for misregistration noise equivalent in brightness change (MNEAB) were 0.02, 0.02, and 1.96 K for image differences of Channel 1 reflectance, NDVI, and Channel 4 surface temperature, respectively. The misregistration compensation model reduced false detection of change, but improvements in detection of land-use/land-cover changes were not conclusive.
机译:我们的目标是:(1)研究来自超高分辨率高分辨率辐射计(AVHRR)卫星数据的多时相图像数据的敏感性,以检测主要与城市化有关的土地利用/土地覆盖变化,以及(2)测试土地利用/土地覆盖变化的有效性同一数据集上的套准补偿模型。使用两个近周年的,单日的NOAA AVHHR图像进行了经验分析,这些图像分别是加利福尼亚南部和下加利福尼亚州快速城市化的地区。对应于图像获取日期(1990年和1995年)的两年中土地利用/土地覆盖类型的详细GIS数据层的参考数据为分析提供了便利。即使变化特征的程度大于名义上的1 km {sup} 2地面采样面积,几乎所有包含土地利用/土地覆盖变化的AVHRR像素都与非变化区域混合在一起。通过NDVI和通道4表面温度的时间差异检测到图像亮度变化的最强信号。 “未开发到城市”和“未开发到水”是具有最明确的AVHRR变化信号的土地利用/土地覆盖过渡序列。配准误差的平均大小估计在x和y方向上约为0.2像素单位。对于通道1反射率,NDVI和通道4表面温度的图像差异,亮度变化等效的套准噪声平均值(MNEAB)分别为0.02、0.02和1.96K。配假补偿模型减少了对变化的错误检测,但是对土地利用/土地覆被变化的检测的改善尚无定论。

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