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Remote sensing of crop residue cover and soil tillage intensity

机译:遥感作物残茬覆盖率和土壤耕作强度

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Crop residues on the soil surface reduce soil erosion and affect water infiltration, evaporation, and soil temperatures. Crop residues also influence the flow of nutrients, carbon, water, and energy in agricultural ecosystems. Current methods of measuring crop residue cover are inadequate for monitoring large areas. One promising remote sensing approach for discriminating crop residues from soil is based on a broad absorption band near 2100 nm that appears in plant materials and is absent in most soils. The cellulose absorption index (CAI), which measured the relative depth of this absorption feature, was linearly related to crop residue cover. High-altitude AVIRIS data acquired on 11 May 2000 prior to spring crop planting at the Beltsville Agricultural Research Center in Maryland were analyzed. NDVI was calculated using bands centered at 827 nm and 646 nm and CAI was calculated using bands at 2031, 2101, and 2211 nm. Agricultural fields with low green vegetation cover (low NDVI) were classified into three tillage categories based on crop residue cover determined by CAI. Fields with <30% residue cover were classified as conservation tillage; those with 15-30% residue cover as reduced tillage; and those with >15% residue cover as intensive tillage. The tillage classification agreed with ground observations in corn harvested for grain and tilled fields. Soybean fields and mowed alfalfa fields had low residue cover even with no tillage. Thus, both residue cover and previous crop type are necessary to classify tillage intensity in agricultural fields.
机译:土壤表面的农作物残留物可减少土壤侵蚀并影响水的渗透,蒸发和土壤温度。作物残渣还影响农业生态系统中养分,碳,水和能量的流动。当前测量农作物残茬覆盖率的方法不足以监测大面积区域。一种从土壤中区分农作物残留物的有前途的遥感方法是基于在植物材料中出现的2100 nm附近的宽吸收带,并且在大多数土壤中都没有。纤维素吸收指数(CAI)衡量了该吸收特征的相对深度,与作物残茬覆盖率呈线性关系。分析了2000年5月11日在马里兰州贝尔茨维尔农业研究中心进行春季作物种植之前获得的高海拔AVIRIS数据。使用中心在827 nm和646 nm的波段计算NDVI,并使用2031、2101和2211 nm的波段计算CAI。根据CAI确定的作物残茬覆盖率,将绿色植被覆盖率较低(NDVI较低)的农田分为三类耕作类别。残留覆盖率<30%的田地被归类为保护性耕作;减少耕种覆盖率达15-30%的耕种;残留量大于15%的耕作覆盖为密集耕作。耕作分类与谷物和耕地收获的玉米中的地面观察结果一致。大豆田和苜蓿草田即使没有耕种,残茬覆盖率也很低。因此,必须对残留物覆盖率和以前的作物类型进行分类,以对农田中的耕作强度进行分类。

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