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Satellite-based crop coefficient and regional water use estimates for Hawaiian sugarcane

机译:基于卫星的夏威夷甘蔗作物系数和区域用水估计

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摘要

Water availability is a major limiting factor for sustainable production of potential biofuel crops in Maui, Hawaii, USA. It is essential to improve regional, near-real time estimates of crop water use to facilitate optimal water management. Satellite remote-sensing offers multiple methods to estimate water management, however, most approaches assume a spatially homogeneous regional meteorology, which does not apply in Hawaii due to strong orographically-induced variations in climate. Canopy ground cover (f(c)) and spectral reflectance were measured over two sugarcane fields on the satellite Landsat 7 overpass dates. A strong linear relationship between satellite-based Normalized Difference Vegetation Index (NDVI) values and f(c) was found (R-2 = 0.97). Canopy ground cover was also found to be highly correlated to crop coefficient (K-c,) which was calculated from reference evapotranspiration (ET0) and sugarcane crop evapotranspiration (ETc) observations from the Eddy Covariance towers. Spatial ET0 for the entire sugarcane plantation was determined from an automated weather station network previously installed by the commercial grower of the plantation. Regressions were used to convert the satellite NDVI to K-c, maps, and then the satellite-based ETc maps were created from the satellite-based K-c, maps and ET0 values computed and interpolated from the weather station network. To compare with the satellite-based crop coefficient/reference ET method, ETc and K-c, were also estimated using a satellite-based surface energy balance technique, the METRIC model. These two satellite-based methods were correlated fairly well (R-2= 0.84 for K-c, and 0.81 for ETc). Compared to the METRIC model, the satellite-based crop coefficient/reference ET method may be more practicable for estimating crop water use in Maui, where ground-based ET0 measurements are available through the on-site automated weather station network with right choice of reference ET equation. Published by Elsevier B.V.
机译:在美国夏威夷的毛伊岛,水的供应是可持续生产潜在生物燃料作物的主要限制因素。必须改进对作物用水的区域,近实时估计,以促进最佳的水资源管理。卫星遥感提供了多种方法来估算水资源管理,但是,大多数方法都采用空间上均一的区域气象学,由于地理上强烈的气候变化,该方法不适用于夏威夷。在卫星Landsat 7立交日期的两个甘蔗田上测量了冠层的地面覆盖率(f(c))和光谱反射率。发现基于卫星的归一化植被指数(NDVI)值与f(c)之间存在很强的线性关系(R-2 = 0.97)。还发现冠层地面覆盖率与作物系数(K-c)高度相关,后者是通过参考蒸发蒸腾量(ET0)和从Eddy Covariance塔观测到的甘蔗作物蒸发蒸腾量(ETc)计算得出的。整个甘蔗种植园的空间ET0由先前由种植园的商业种植者安装的自动化气象站网络确定。使用回归将卫星NDVI转换为K-c,地图,然后从基于气象站网络计算和插值的基于卫星的K-c,地图和ET0值创建基于卫星的ETc地图。为了与基于卫星的作物系数/参考ET方法进行比较,还使用基于卫星的表面能平衡技术METRIC模型估算了ETc和K-c。这两种基于卫星的方法相关性相当好(K-c的R-2 = 0.84,ETc的0.81)。与METRIC模型相比,基于卫星的作物系数/参考ET方法可能更适合估算毛伊岛的作物用水,因为通过适当的参考标准可以通过现场自动气象站网络获得基于地面的ET0测量值ET方程。由Elsevier B.V.发布

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