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Using Satellite and Field Data with Crop Growth Modeling to Monitor and Estimate Corn Yield in Mexico

机译:利用卫星和田间数据与作物生长模型来监测和估计墨西哥的玉米单产

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The large-scale monitoring and estimation of crop yield is essential for food security in Mexico. This study developed and validated a method of monitoring and estimating corn (Zea mays L.) yield by means of satellite and ground-based data. In autumna€“winter 1999 and springa€“summer 2000, eight locations under irrigated and nonirrigated conditions in corn valleys of Mexico were localized by Global Positioning Systems (GPS) and were sampled every 15 d. Photosynthetic active radiation (PAR), leaf area index (LAI), crop development stage (DVS), planting dates, and grain yield data were gathered from the field. The normalized difference vegetation index (NDVI) was derived from NOAA-Advanced Very High Resolution Radiometer (AVHRR) images. A growth model was developed to integrate satellite and ground data. Net primary productivity (NPP) was estimated using PAR and NDVI. Dry weight increase (kg haa?’1 da?’1) was determined considering NPP and the partitioning factor. Results indicated that the model accounts for 89% of the variability in yields under irrigated conditions and 76% under nonirrigated conditions. The methodology seems advantageous in large-scale monitoring and assessment of corn yield.
机译:大规模监测和估计农作物产量对于墨西哥的粮食安全至关重要。这项研究开发并验证了一种通过卫星和地面数据监测和估算玉米(Zea mays L.)产量的方法。在1999年秋冬季和2000年春夏季,通过全球定位系统(GPS)对墨西哥玉米谷中有灌溉和非灌溉条件的8个地点进行了定位,每15天取样一次。从田间收集了光合有效辐射(PAR),叶面积指数(LAI),作物生长阶段(DVS),播种日期和谷物产量数据。归一化植被指数(NDVI)来自NOAA-Advanced超高分辨率辐射计(AVHRR)图像。开发了一个增长模型来整合卫星和地面数据。使用PAR和NDVI估算净初级生产力(NPP)。考虑到NPP和分配因子,确定干重增加量(kg haa?'1 da?'1)。结果表明,该模型在灌溉条件下占产量变异的89%,在非灌溉条件下占76%。该方法在大规模监测和评估玉米产量方面似乎是有利的。

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