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Implications of changing spatial dynamics of irrigated pasture, California's third largest agricultural water use

机译:加利福尼亚州第三大农业用水灌溉牧场的空间动态变化的含义

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Irrigated agriculture is practiced on 680 million acres worldwide. Irrigated grazing land is likely a significant portion of that area but estimating an accurate figure has remained problematic Due to its significant contribution to agricultural water use worldwide, we develop a methodology to remotely sense irrigated pasture using a California case study. Irrigated pasture is the third largest agricultural water use in California, yet its economic returns are low. As pressures mount for the agricultural sector to be more water efficient and for water to be directed towards its most economically valuable uses, there will likely be a reduction in irrigated pasture acreage. A first step in understanding the importance of irrigated pasture in California is establishing a methodology to quantify baseline information about its area, location, and current rate of loss. This study used a novel object-based image analysis and supervised classification on publicly-available, high resolution, remote sensing National Agriculture Imaging Program (NAIP) imagery to develop a highly accurate map of irrigated pasture in a rural county in California's Sierra foothills. Irrigated pasture was found to have decreased by 19% during the ten-year period, 2005-2014, from 4,273 to 3,470 acres. The implications of this loss include potential impacts to wetland-dependent species, groundwater recharge, game species, traditional ranching culture, livestock productioa and land conservation. Overall accuracy in classification across years was consistently over 89%. Comparing these results against available measurements of irrigated pasture provided by state and federal agencies reveals that this method significantly improves upon existing metrics and methods of data collection and points to critical needs for new targeted research and monitoring efforts. Broadly, the analysis presented here provides an improved methodology for mapping irrigated pasture that can be extended to provide accurate and spatially-explicit data for other counties in California and other arid and semi-arid regions worldwide.
机译:全世界的灌溉农业面积为6.8亿英亩。灌溉牧场可能是该地区的重要部分,但估计准确的数字仍然存在问题。由于其对全球农业用水的巨大贡献,我们使用加利福尼亚州的案例研究开发了一种遥感牧场的方法。灌溉牧场是加利福尼亚州第三大农业用水,但其经济回报率很低。随着越来越多的压力要求农业部门提高用水效率,以及将水直接用于其最有经济价值的用途,灌溉牧场的面积可能会减少。了解加利福尼亚灌溉牧场的重要性的第一步是建立一种方法,以量化有关牧场面积,位置和当前流失率的基线信息。这项研究对公开可用的高分辨率遥感影像国家农业影像计划(NAIP)影像进行了新颖的基于对象的影像分析和监督分类,以开发出加利福尼亚塞拉利昂山麓乡村县的灌溉牧场的高精度地图。在2005-2014的十年期间,发现牧场减少了19%,从4,273英亩减少到3,470英亩。这种损失的影响包括对依赖湿地的物种,地下水补给,野味物种,传统的牧场养殖,牲畜生产和土地保护的潜在影响。多年来,分类的总体准确性始终超过89%。将这些结果与州和联邦机构提供的灌溉牧场的现有测量结果进行比较后发现,该方法显着改善了现有的数据收集指标和方法,并指出了针对新目标研究和监测工作的关键需求。广义上讲,此处提供的分析为灌溉牧场的制图提供了一种改进的方法,可以扩展该方法,以为加利福尼亚州的其他县以及全球其他干旱和半干旱地区提供准确且空间明晰的数据。

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