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基于遙感和積溫的冬小麥生育期提取方法
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國家自然科學(xué)基金項目(41671418)和國家級大學(xué)生創(chuàng)新訓(xùn)練計劃項目(201710019187)


Extraction Method of Growth Stages of Winter Wheat Based on Accumulated Temperature and Remote Sensing Data
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    摘要:

    為了給監(jiān)測作物長勢和產(chǎn)量預(yù)測提供重要的基礎(chǔ)數(shù)據(jù),,以河北、河南,、山東三省冬小麥為研究對象,,利用中等分辨率成像光譜儀(Moderate-resolution imaging spectroradiometer, MODIS)的葉面積指數(shù)(Leaf area index, LAI)產(chǎn)品,采用Savitzky-Golay上包絡(luò)線濾波重構(gòu)2015年MODIS LAI時間序列,,提取抽穗期,;基于Logistic函數(shù)擬合LAI時間序列提取返青期;根據(jù)提取的2015年返青期和抽穗期,,基于多年歷史積溫法分別提取當(dāng)年拔節(jié)期和開花期,。利用研究區(qū)域內(nèi)64個農(nóng)業(yè)氣象站點(簡稱農(nóng)氣站點)的生育期觀測值對提取值進(jìn)行驗證,結(jié)果表明,,采用農(nóng)氣站點觀測值驗證,,提取的生育期精度較高,返青期,、拔節(jié)期,、抽穗期和開花期的平均誤差分別為7.4、4.5,、4.4,、3.8d。二階導(dǎo)數(shù)的方法對混合像元及Logistic函數(shù)擬合準(zhǔn)確度敏感,,對拔節(jié)期,、抽穗期、開花期的提取精度較高,。研究表明,,基于時間序列MODIS LAI數(shù)據(jù),采用Logistic函數(shù)擬合提取大面積冬小麥生育期具有很好的可行性,。

    Abstract:

    Phenological information is vital for dynamic monitoring of crop growth and precision field management. Accurate extraction of phenology benefits a rational analysis of crop’s inter-annual changes in time and space and provides the fundamental data for monitoring of crop growth and crop yield forecasting. Winter wheat planting areas in Hebei, Henan, and Shandong Provinces were taken as study locations. Firstly, the LAI time series in 2015 was smoothed with Savitzky-Golay filtering algorithm, and the day of the maximum value from time series of LAI was taken as heading period. The Savitzky-Golay filtered MODIS LAI was fitted by using the double Logistic function. The day corresponding to the largest second derivative of Logistic LAI curve was considered as the green-up period. Jointing and flowering periods of winter wheat were extracted based on effective accumulated temperature from the existing greenup and heading stages from 2012 to 2014. The method was validated by the observations of phenology at agrometeorological stations in 2015 and the results showed that the phenology agreed well with the observational data of winter wheat. The second derivative method was quite sensitive to mixed pixel and accuracy of Logistic function’ fitting of MODIS LAI. Generally, the extracted greenup stage was delayed, while the extraction of the jointing, heading and flowering stages achieved a high accuracy.

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黃健熙,趙劍橋,汪雪淼,解智琨,卓文,黃然.基于遙感和積溫的冬小麥生育期提取方法[J].農(nóng)業(yè)機(jī)械學(xué)報,2019,50(2):169-176. HUANG Jianxi, ZHAO Jianqiao, WANG Xuemiao, XIE Zhikun, ZHUO Wen, HUANG Ran. Extraction Method of Growth Stages of Winter Wheat Based on Accumulated Temperature and Remote Sensing Data[J]. Transactions of the Chinese Society for Agricultural Machinery,2019,50(2):169-176.

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  • 收稿日期:2018-08-22
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  • 在線發(fā)布日期: 2019-02-10
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