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基于地基激光雷達(dá)的玉米株高與莖粗自動(dòng)測(cè)量研究
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國(guó)家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目(2019YFE0125500)、中國(guó)農(nóng)業(yè)大學(xué)建設(shè)世界一流大學(xué)(學(xué)科)和特色發(fā)展引導(dǎo)專項(xiàng)資金項(xiàng)目(2021AC006)和中國(guó)農(nóng)業(yè)大學(xué)研究生自主創(chuàng)新研究基金項(xiàng)目(2021TC111)


Automatic Measurement of Plant Height and Stem Thickness of Maize Based on Terrestrial Laser Scanning
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    摘要:

    株高和莖粗是玉米株型中重要的表型參數(shù),,可以反映玉米的生長(zhǎng)狀況和活力,地基激光雷達(dá)可實(shí)現(xiàn)表型參數(shù)的快速自動(dòng)測(cè)量,。首先,,使用地基激光雷達(dá)獲取田間2個(gè)玉米品種在4個(gè)生長(zhǎng)期的三維點(diǎn)云數(shù)據(jù);其次,,使用點(diǎn)云處理軟件對(duì)采集的玉米點(diǎn)云數(shù)據(jù)進(jìn)行匹配,、分割,,人工點(diǎn)云測(cè)量玉米表型;之后,,對(duì)玉米點(diǎn)云進(jìn)行下采樣,、直通濾波、基于隨機(jī)采樣一致性平面分割,、統(tǒng)計(jì)濾波和圓柱分割等處理,,分割單株玉米、去除地面點(diǎn)云,、濾除離群點(diǎn),、植株點(diǎn)云分層和提取待測(cè)量莖稈點(diǎn)云;運(yùn)用最高點(diǎn)提取和地面點(diǎn)分割,,測(cè)量玉米株高,,橢圓擬合測(cè)量莖橫截面長(zhǎng)軸和短軸長(zhǎng)度。結(jié)果表明,,與田間測(cè)量值相比,,京農(nóng)科728人工點(diǎn)云測(cè)量株高、莖橫截面長(zhǎng)軸和短軸長(zhǎng)度的均方根誤差分別為21.5,、1.24,、1.86mm,農(nóng)大84分別為23.6,、1.56,、1.23mm。與人工點(diǎn)云測(cè)量值相比,,京農(nóng)科728自動(dòng)點(diǎn)云測(cè)量值的均方根誤差分別為10.2,、6.65、3.45mm,,農(nóng)大84分別為7.1,、4.95、3.26mm,。研究表明,,地基激光雷達(dá)點(diǎn)云數(shù)據(jù)測(cè)量株高、莖粗的方法,,適用于不同生長(zhǎng)期,、不同品種的玉米,與人工田間測(cè)量方法具有高度的一致性,,可以替代人工測(cè)量,。

    Abstract:

    Plant height and stem thickness are important phenotypic parameters in the plant type of maize, which can reflect the growth status and vigor of maize. Terrestrial laser scanning can realize the rapid and automatic measurement of phenotypic parameters. Firstly, the three-dimensional point cloud data of two varieties of maize in four growth periods were obtained by using terrestrial laser scanning. Secondly, the point cloud processing software was used to match and segment the collected maize point cloud data, artificial measurement of maize phenotype in point cloud. Then, the maize point cloud was processed by down sampling, through filtering, plane segmentation algorithm based on random sampling consistency, statistical filtering and cylinder segmentation. The results showed that the method can segment individual maize, remove ground point cloud, filter outliers, layer plant point cloud and extract stem point cloud to be measured. The highest point extraction and ground point segmentation were used to measure maize plant height, and the long axis and short axis of stem thickness were measured by ellipse fitting. Compared the artificial point cloud measurement value with the artificial field measurement value, the root mean square error (RMSE) of Jingnongke 728 plant height, long axis and short axis were 2.15cm, 1.24mm and 1.86mm, respectively. The RMSE of Nongda 84 plant height, long axis and short axis were 2.36cm, 1.56mm and 1.23mm, respectively. Compared the automatic point cloud measurement value with the artificial point cloud measurement value, the RMSE of Jingnongke 728 plant height, long axis and short axis were 1.02cm, 6.65mm and 3.45mm, respectively. The RMSE of Nongda 84 plant height, long axis and short axis were 0.71cm, 4.95mm and 3.26mm, respectively. The results showed that the method of measuring plant height and stem thickness with terrestrial laser scanning point cloud data can be widely used in different maize varieties with different growth periods. The result of this method was highly consistent with that of the artificial measurement method and it can replace the artificial measurement method. It can provide a fast, automatic and accurate measurement scheme for breeders and crop phenotypists.

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苗艷龍,彭 程,高 陽(yáng),仇瑞承,李 寒,張 漫.基于地基激光雷達(dá)的玉米株高與莖粗自動(dòng)測(cè)量研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2021,52(S0):43-50. MIAO Yanlong, PENG Cheng, GAO Yang, QIU Ruicheng, LI Han, ZHANG Man. Automatic Measurement of Plant Height and Stem Thickness of Maize Based on Terrestrial Laser Scanning[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(S0):43-50.

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  • 收稿日期:2021-07-08
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  • 在線發(fā)布日期: 2021-11-10
  • 出版日期: 2021-12-10
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