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不同覆膜處理下春玉米葉面積指數(shù)高光譜估算
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國家重點研發(fā)計劃項目(2016YF040106-3)和國家自然科學基金項目(51679234)


Hyperspectral Estimation of Leaf Area Index of Spring Maize under Different Film Mulching Treatments
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    為實現(xiàn)快速、無損、實時監(jiān)測不同覆膜處理下春玉米的葉面積指數(shù)(Leaf area index,LAI),研究覆膜因子對LAI及冠層反射率的影響,借助高光譜遙感技術獲取了各生育期春玉米的冠層反射率,在對光譜數(shù)據(jù)進行預處理后,經(jīng)相關性分析提取各覆膜處理LAI的敏感單波段、敏感植被指數(shù)和特征指數(shù),據(jù)此構建了全生育期各覆膜處理下LAI的高光譜估算模型。結果表明,覆膜對LAI的影響主要在抽雄期之前,相同施肥水平下覆膜與無覆膜處理之間LAI的差異隨生育期的推進呈先減小、后增大的趨勢,其中苗期差異最大,覆膜比無覆膜處理LAI增加78%以上;各覆膜處理冠層反射率之間的差異由大到小為生育中期、生育末期、生育初期,覆膜主要影響玉米對綠光和紅光的吸收。基于3個指標構建各覆膜處理下LAI的估算模型,以特征指數(shù)為因變量建立的模型對LAI的反演結果精度較高,其擬合和驗證決定系數(shù)R2均在0.8以上,均方根誤差RMSE為0.45~0.65cm2/cm2,剩余預測偏差RPD均大于2,由于覆膜的影響,無覆膜處理LAI反演精度高于覆膜處理。以特征指數(shù)NI(722,731)為自變量建立的所有處理的混合LAI估算模型表現(xiàn)了反演的優(yōu)越性,能降低覆膜對LAI反演的影響。

    Abstract:

    Spring maize is the main food crop in the alpine black soil area of Northeast China. As an effective measure to increase the final yield of crops, film mulching has the potential to be widely used in Northeast China. In order to monitor leaf area index (LAI) of spring maize under film mulching in real time and explore the influence of film mulching factors on LAI and hyperspectral reflectance of canopy, field experiments were carried out in the black soil area of Northeast China in 2019. In the experiments, three treatments, including no film mulching (M0), degradable film mulching (M1), and conventional plastic film mulching (M2) were tested. The hyperspectral reflectance data of each growth stage were obtained by hyperspectral remote sensing technology. After pre-processing the spectral data, the sensitive bands, sensitive vegetation indices and characteristic indexes of the LAI values of each film mulching treatment were extracted by correlation analysis, and the hyperspectral estimating models of LAI during the whole growth period were constructed. The results showed that the effect of film mulching on LAI was mainly before the tasseling stage. The difference in LAI between film mulching and non-mulching treatments under the same fertilization level showed a trend of first decreasing and then increasing with the growing of maize. The difference of LAI in seedling stage was the largest, and the LAI was increased by 78% under film mulching condition. The difference in hyperspectral reflectance of canopies was the largest in the middle growth period, followed by the end of growth period, and the smallest in the early growth period. Film mulching mainly affected the absorption of green and red lights by maize. The sensitive hyperspectral parameters of LAI values were different among the different film mulching treatments. Among the LAI estimation models established based on the three sensitive hyperspectral parameters (mentioned above), the models established based on the characteristic indexes had relatively high accuracy for LAI inversion results. Their fitting and verification determination coefficient R2 were above 0.80, the root mean square error RMSE were between 0.45cm2/cm2 and 0.66cm2/cm2, and the residual prediction deviation RPD were greater than 2. Film mulching had impact on LAI inversion, the inversion accuracy of LAI without film mulching was higher than that with film mulching. Model based on characteristic index was the best to monitor LAI of all treatments. Based on the characteristic index NI(722,731) showed the superiority of inversion, which was stable, accurate and effective for all film mulching treatments.

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黃茜,楊偉才,魏夏永,毛曉敏.不同覆膜處理下春玉米葉面積指數(shù)高光譜估算[J].農(nóng)業(yè)機械學報,2021,52(7):184-194. HUANG Xi, YANG Weicai, WEI Xiayong, MAO Xiaomin. Hyperspectral Estimation of Leaf Area Index of Spring Maize under Different Film Mulching Treatments[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(7):184-194.

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  • 收稿日期:2020-08-30
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  • 在線發(fā)布日期: 2021-07-10
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