微波土壤水分和热红外蒸散发反演在灌区盖度制图中的价值

IF 8.6 Q1 REMOTE SENSING
Wade T. Crow , Martha C. Anderson , John M. Volk , Andreas Colliander
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引用次数: 0

摘要

为了更好地监测全球水资源,并了解它们在未来将如何变化,跟踪灌溉农业的范围和强度至关重要。在过去十年中,人们对基于卫星探测与灌溉有关的异常土壤湿度(SM)和/或蒸散(ET)信号的兴趣日益增加。然而,在这方面,关于现有ET与SM卫星产品的相对优点的比较资料很少。这种不确定性阻碍了最佳监测战略的制定,从而无法适当地综合从一系列遥感资源中获得的信息。本文以地面数据和可见光/近红外遥感相结合的相对成熟的灌溉产品为参考,比较了微波(MW) SM和热红外(TIR) ET卫星产品在绘制美国周边地区灌溉土地比例的粗尺度(36公里)空间变化方面的能力。结果表明,虽然两种产品都存在空间制图技巧,但卫星ET产品中的灌溉信号比SM产品中的类似信号更强,更容易解释。由于基于mw的蒸散发和基于tir的蒸散发产品似乎具有大致相同的空间精度(即,分别相对于真实蒸散发和蒸散发的空间相关性),这种差异归因于灌溉对空间蒸散发模式的影响强于地表蒸散发。摘要:为了更好地监测全球水资源并了解它们在未来将如何变化,跟踪灌溉农业的范围和强度是很重要的。为了做到这一点,已经提出了不同的基于卫星的方法来从太空跟踪灌溉。不幸的是,对这些方法的比较很少,也不清楚哪一种效果最好。在此,我们比较了基于热红外和被动微波两种不同遥感技术的灌溉监测方法。虽然两种类型的遥感信息都对灌溉监测有用,但结果表明,热红外遥感包含更多信息。这一发现将有助于改进未来利用卫星传感器进行全球灌溉监测的工作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Value of microwave soil moisture and thermal-infrared evapotranspiration retrievals for the mapping of irrigation coverage
To better monitor global water resources, and understand how they will vary in the future, it is critical to track the extent and intensity of irrigated agriculture. Within the past decade, there has been increased interest in the satellite-based detection of anomalous soil moisture (SM) and/or evapotranspiration (ET) signals associated with irrigation. However, little comparative information is available concerning the relative merits of available ET versus SM satellite products for this purpose. Such uncertainty has hampered the development of optimal monitoring strategies that appropriately integrate information acquired across a range of remote sensing resources. Here, using relatively more mature irrigation products derived from a combination of ground data and visible/near-infrared remote sensing as a reference, we compare the skill of microwave (MW) SM and thermal-infrared (TIR) ET satellite products for mapping coarse-scale (36-km) spatial variations in the proportion of land irrigated across the conterminous United States. Results suggest that, while spatial mapping skill exists in both products, the irrigation signal in satellite-based ET products is stronger, and easier to interpret, than the analogous signal in SM products. Since MW-based SM and TIR-based ET products appear to possess approximately equal spatial precision (i.e., spatial correlations with respect to true SM and ET, respectively), this difference is attributed to the stronger impact of irrigation on spatial ET patterns versus surface SM.
Plain Language Summary: To better monitor global water resources, and understand how they will vary in the future, it is important to track the extent and intensity of irrigated agriculture. To do this, different satellite-based methods have been proposed to track irrigation from space. Unfortunately, there has been little comparison of these methods, and it is unclear which ones work best. Here, we compare methods for monitoring irrigation based on two different remote sensing techniques: thermal infrared and passive microwave. While information derived from both types of remote sensing is useful for irrigation monitoring, results show that thermal-infrared remote sensing contains more information. This insight will help improve future efforts to globally monitor irrigation using satellite-based sensors.
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来源期刊
International journal of applied earth observation and geoinformation : ITC journal
International journal of applied earth observation and geoinformation : ITC journal Global and Planetary Change, Management, Monitoring, Policy and Law, Earth-Surface Processes, Computers in Earth Sciences
CiteScore
12.00
自引率
0.00%
发文量
0
审稿时长
77 days
期刊介绍: The International Journal of Applied Earth Observation and Geoinformation publishes original papers that utilize earth observation data for natural resource and environmental inventory and management. These data primarily originate from remote sensing platforms, including satellites and aircraft, supplemented by surface and subsurface measurements. Addressing natural resources such as forests, agricultural land, soils, and water, as well as environmental concerns like biodiversity, land degradation, and hazards, the journal explores conceptual and data-driven approaches. It covers geoinformation themes like capturing, databasing, visualization, interpretation, data quality, and spatial uncertainty.
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