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基于多源數(shù)據(jù)的松嫩平原黑土區(qū)亞像元雪蓋率算法研究
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國家自然科學(xué)基金項(xiàng)目(51579045、51679039)、黑龍江省自然科學(xué)基金項(xiàng)目(D201403)、黑龍江省普通本科高等學(xué)校青年創(chuàng)新人才培養(yǎng)計(jì)劃項(xiàng)目(UNPYSCT-2015006)、東北農(nóng)業(yè)大學(xué)“學(xué)術(shù)骨干”基金項(xiàng)目(16XG10)和黑龍江省博士后科研啟動(dòng)基金項(xiàng)目(LBH-Q16017)


Sub-pixel Snow Cover Fraction Algorithm Based on Multi-source Data in Black Soil Region of Songnen Plain
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    摘要:

    為了解決積雪反演研究中常用的二值積雪分類法存在誤差較大的問題,根據(jù)松嫩平原黑土區(qū)的獨(dú)特地理環(huán)境,并在充分考慮地表類型的情況下,將中分辨率成像光譜儀(Moderate-resolution imaging spectroradiometer,MODIS)影像作為數(shù)據(jù)源、陸地成像儀(Operational land imager,OLI)影像視為“真值”數(shù)據(jù),建立松嫩平原黑土區(qū)MODIS像元積雪覆蓋率與歸一化雪蓋指數(shù)(Normalized difference snow index,NDSI)值之間的線性回歸關(guān)系模型。結(jié)果表明,與MOD10A1積雪面積比例數(shù)據(jù)(Fractional snow cover,F(xiàn)SC)相比,反演模型雪蓋率的誤差分析結(jié)果得到改善,能夠更好地滿足當(dāng)前積雪反演研究的現(xiàn)實(shí)要求。亞像元雪蓋率估算模型在一定程度上提高了松嫩平原黑土區(qū)雪蓋面積監(jiān)測的精度,為該地區(qū)春季墑情預(yù)報(bào)、農(nóng)業(yè)耕種提供了科學(xué)依據(jù)。

    Abstract:

    Snow is a unique environmental factor in the seasonal snow-covered area. The snow parameter inversion using remote sensing data has great significance on the researches of regional soil moisture forecast, hydrology, climate, etc. The problem of great error exists in the binary classification method commonly used in snow retrieval research. According to the unique geographical environment and the surface type in the black soil region of Songnen Plain, the MODIS images were chosen as data source, and the OLI images were regarded as “true value”data. Then the linear regression relation model between snow cover fraction from MODIS and NDSI was established in black soil region of Songnen Plain. The results showed that the adaptability of the MOD10A1FSC data was weak in the study area. The FSC data was 80.21% which had a big difference compared with the snow cover fraction of OLI images (87.71%) at the same time phase. The correlation coefficient between the FSC data and OLI images was only 0.58. The snow cover fraction of the inversion model built in the study was 85.28% which was close to that of OLI images at the same time phase. The correlation coefficient between the snow cover fraction of the inversion model and OLI images was 0.66. In addition, compared with the MOD10A1FSC data, the error statistics results, including root mean square error and mean absolute error of the inversion model were decreased significantly. The estimation model of snow cover fraction based on sub-pixel improved the monitoring accuracy of snow cover in black soil region of Songnen Plain to a certain extent, which can better satisfy the reality requirement to the current snow retrieval research. The research result provided a scientific basis for the soil moisture forecast in spring and agricultural cultivation in this region.

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王子龍,胡石濤,付強(qiáng),姜秋香,印玉明.基于多源數(shù)據(jù)的松嫩平原黑土區(qū)亞像元雪蓋率算法研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2018,49(2):299-304. WANG Zilong, HU Shitao, FU Qiang, JIANG Qiuxiang, YIN Yuming. Sub-pixel Snow Cover Fraction Algorithm Based on Multi-source Data in Black Soil Region of Songnen Plain[J]. Transactions of the Chinese Society for Agricultural Machinery,2018,49(2):299-304.

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  • 收稿日期:2017-10-18
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  • 在線發(fā)布日期: 2018-02-10
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