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板栗樹紅蜘蛛蟲害無人機(jī)高光譜遙感監(jiān)測研究
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國家自然科學(xué)基金面上項目(41871333)和智慧中原協(xié)同創(chuàng)新中心項目(2016A002)


Hyperspectral Remote Sensing Monitoring of Chinese Chestnut Red Mite Insect Pests in UAV
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    摘要:

    為了快速、高效、無損監(jiān)測板栗樹的紅蜘蛛病蟲害,以實地采集的板栗樹局部感染明顯葉片、感染輕重不均勻葉片、恢復(fù)中的感染葉片及不同感染程度葉片為研究對象,利用UHD185型高光譜相機(jī)和數(shù)碼相機(jī)獲取各種葉片的高光譜圖像和RGB圖像,以RGB圖像為參考,選擇各種葉片的感興趣區(qū),在高光譜圖像上提取感興趣區(qū)的光譜曲線,通過微分運算提取光譜曲線的綠峰、紅谷、低位、紅邊、高位、高肩6種光譜特征及特征波長,利用大量實測數(shù)據(jù)分析板栗樹葉各個光譜特征及特征波長隨紅蜘蛛病蟲害危害程度的葉片級變化規(guī)律,得到識別紅蜘蛛病蟲害最佳的光譜特征。利用無人機(jī)(Unmanned aerial vehicle,UAV)搭載UHD185型相機(jī),獲取了實驗區(qū)高光譜影像。結(jié)果表明,監(jiān)測板栗樹紅蜘蛛病蟲害危害程度的最佳光譜特征為紅邊和低位,其與紅蜘蛛病蟲害的決定系數(shù)均超過0.6,當(dāng)發(fā)生輕度紅蜘蛛病蟲害時,紅邊波長和低位波長出現(xiàn)“藍(lán)移”,說明無人機(jī)高光譜遙感系統(tǒng)具有早期發(fā)現(xiàn)紅蜘蛛病蟲害的能力,可為板栗樹紅蜘蛛病蟲害的及時治理提供科學(xué)依據(jù)。

    Abstract:

    In order to quickly, nondestructively and efficiently monitor the diseases and insect pests of red mite in chestnut trees, the hyperspectral images and RGB images of each leaf were collected from locally infected leaves, unevenly infected leaves, recovered infected leaves and infected leaves with different degrees of infection by using UHD185 hyperspectral camera and digital camera. The RGB images were used as reference to select the regions of interest (ROI) of each leaf. The spectral curves of ROI were extracted from the hyperspectral images, and six spectral features and characteristic wavelengths of green peak, red valley, low position, red edge, high position and high shoulder of the spectral curves were extracted by differential operation. A large number of measured data were used to analyze the leaf-level variation of the spectral characteristics and characteristic wavelengths of chestnut leaves with the damage degree of red mite pests and diseases, so as to obtain the best spectral characteristics for identifyingred mite pests. After that, the hyperspectral image of the experimental area was obtained by using the UHD185 camera carried by the unmanned aerial vehicle (UAV). The results showed that the best spectral characteristics of monitoring the harm degree of Chinese chestnut red mite were low position and red edge, and the coefficient of determination between red mite and disease and pest exceeded 0.6. The blue shift of characteristic wavelength could be found in mild red mite pest by using these two characteristics, which proved that the red mite pest could be found in 14~21d before the large-scale occurrence of red mite in chestnut tree by UAV hyperspectral remote sensing. The research result can provide a scientific basis for the timely management of diseases and insect pests.

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馬書英,郭增長,王雙亭,張凱.板栗樹紅蜘蛛蟲害無人機(jī)高光譜遙感監(jiān)測研究[J].農(nóng)業(yè)機(jī)械學(xué)報,2021,52(4):171-180. MA Shuying, GUO Zengzhang, WANG Shuangting, ZHANG Kai. Hyperspectral Remote Sensing Monitoring of Chinese Chestnut Red Mite Insect Pests in UAV[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(4):171-180.

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  • 收稿日期:2020-12-06
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  • 在線發(fā)布日期: 2021-04-10
  • 出版日期: 2021-04-10