基于高光谱成像的油菜苗期温度胁迫检测方法
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国家重点研发计划项目(2017YFD0700801)


Temperature Stress Detection Method of Rapeseed Seedling Based on Hyperspectral Imaging
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    摘要:

    为了保证育苗质量和提供适栽壮苗,满足新一代油菜产业规模化、标准化的需求,以浙油50为研究对象,进行了为期21d的温度胁迫实验,利用高光谱成像技术研究油菜受温度胁迫的健壮苗识别方法。首先通过光谱反射率和连续小波变换提取温度胁迫敏感波段;然后,分别采用连续投影算法和连续小波变换-逐步判别分析法在温度胁迫敏感波段处提取特征波长;分析了油菜苗波段特征和光谱特征随时间的演化规律,筛选出554~714nm波段MA曲线面积、正切特征值tanθ、1213nm和1567nm处反射率以及小波特征w(9,967)、w(13,1213)、w(7,1567)共7个特征,建立了多特征融合的温度胁迫Fisher判别模型。结果表明:模型平均分类准确率为88.68%,在三叶期达到最佳检测准确率,为95.56%,能够较好地区分受温度胁迫的油菜幼苗。本研究为基于高光谱成像技术的油菜健壮苗快速检测提供了参考。

    Abstract:

    In order to ensure the quality of seedlings and provide healthy and robust seedlings to meet the needs of large-scale and standardization of modern rapeseed industry, a 21d temperature stress experiment of rapeseed seedling was carried out. The aim was to study the identification of robust seedlings of rape under temperature stress using hyperspectral imaging technology. Firstly, the sensitive bands of temperature stress were extracted by spectral reflectance and continuous wavelet transform. And then the continuous projection algorithm and continuous wavelet transform-stepwise discriminant analysis were respectively used to extract characteristic wavelengths from sensitive bands of temperature stress. The waveband features and spectral features of rapeseed seedlings were analyzed with time. A total of seven features were selected, including the curve area at band MA and tangent eigenvalue tanθ of 554~714nm, the reflectance value at 1213nm and 1567nm, wavelet feature w(9, 967), w(13, 1213) and w(7, 1567) to establish a multi-feature fusion Fisher discriminant model. The results showed that the average classification accuracy of the model was 88.68%, and the best detection accuracy reached 95.56% at the three-leaf stage, which could better distinguish the temperature stressed rape seedlings and provide a reference for the rapid detection of robust rape seedlings based on hyperspectral technology.

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张小敏,张延宁,姜海益,王怡田,林洋洋,饶秀勤.基于高光谱成像的油菜苗期温度胁迫检测方法[J].农业机械学报,2021,52(6):232-241. ZHANG Xiaomin, ZHANG Yanning, JIANG Haiyi, WANG Yitian, LIN Yangyang, RAO Xiuqin. Temperature Stress Detection Method of Rapeseed Seedling Based on Hyperspectral Imaging[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(6):232-241.

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  • 收稿日期:2020-12-27
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  • 在线发布日期: 2021-06-10
  • 出版日期: 2021-06-10
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