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首页> 外文期刊>Journal of the Indian Society of Remote Sensing >Deriving Crop Phenology Metrics and Their Trends Using Times Series NOAA-AVHRR NDVI Data
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Deriving Crop Phenology Metrics and Their Trends Using Times Series NOAA-AVHRR NDVI Data

机译:使用时间序列NOAA-AVHRR NDVI数据得出作物物候指标及其趋势

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In this study, an attempt has been made to derive the spatial patterns of temporal trends in phenology metrics and productivity of crops grown, at disaggregated level in Indo-Gangetic Plains of India (IGP), which are helpful in understanding the impact of climatic, ecological and socio-economic drivers. The NOAA-AVHRR NDVI PAL dataset from 1981 to 2001 was stacked as per the crop year and subjected to Savitzky-Golay filtering. For crop pixels, maximum and minimum values of normalized difference vegetation index (NDVI), their time of occurrence and total duration of kharif (June-October) and rabi (November-April) crop seasons were derived for each crop year and later subjected to pixel-wise regression with time to derive the rate and direction of change. The maximum NDVI value showed increasing trends across IGP during both kharif and rabi seasons indicating a general increase in productivity of crops. The trends in time of occurrence of peak NDVI during kharif dominated with rice showed that the maximum vegetative growth stage was happening early with time during study period across most of Punjab, North Haryana, Parts of Central and East Uttar Pradesh and some parts of Bihar and West Bengal. Only central parts of Haryana showed a delay in occurrence of maximum vegetative stage with time. During rabi, no significant trends in occurrence of peak NDVI were observed in most of Punjab and Haryana except in South Punjab and North Haryana where early occurrence of peak NDVI with time was observed. Most parts of Central and Eastern Uttar Pradesh, North Bihar and West Bengal showed a delay in occurrence of peak NDVI with time. In general, the rice dominating system was showing an increase in duration with time in Punjab, Haryana, Western Uttar Pradesh, Central Uttar Pradesh and South Bihar whereas in some parts of North Bihar and West Bengal a decrease in the duration with time was also observed. During rabi season, except Punjab, the wheat dominating system was showing a decreasing trend in crop duration with time.
机译:在这项研究中,我们尝试得出印度印度恒河平原(IGP)的分类水平的物候指标和生长的农作物的生产力的时空趋势的空间格局,这有助于理解气候的影响,生态和社会经济驱动因素。按作物年度堆叠1981年至2001年的NOAA-AVHRR NDVI PAL数据集,并进行Savitzky-Golay滤波。对于作物像素,得出每个作物年度的归一化差异植被指数(NDVI)的最大值和最小值,其发生时间以及哈里夫(6月至10月)和狂犬病(11月至4月)作物季节的总持续时间,随时间逐像素回归以得出变化率和变化方向。在哈里夫和狂犬病季节,最大NDVI值均显示了IGP的增长趋势,表明作物的生产力普遍提高。在以水稻为主的海里夫期间,NDVI峰值出现的时间趋势表明,在研究期间,旁遮普邦,北哈里亚纳邦,中北部和东部北方邦的大部分地区以及比哈尔邦的某些地区和最南端的最大营养生长阶段随时间而发生。西孟加拉邦。只有哈里亚纳邦的中部地区显示最大营养期随时间延迟。在狂犬病期间,在旁遮普邦和哈里亚纳邦的大多数地区,未观察到峰值NDVI发生的显着趋势,但在旁遮普省南部和北哈里亚纳邦则观察到随时间推移出现了NDVI峰值的早期现象。北方邦中部和东部,北比哈尔邦和西孟加拉邦的大部分地区显示NDVI峰值的出现随时间而延迟。总体而言,在旁遮普邦,哈里亚纳邦,西北方邦,中北方邦和南比哈尔邦,以稻米为主的系统显示持续时间随时间增加,而在北比哈尔邦和西孟加拉邦的某些地区,持续时间也随时间减少。在狂犬病季节,除旁遮普邦外,小麦占主导地位的系统的作物持续时间呈下降趋势。

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