杨树叶片叶绿素含量高光谱估算模型研究
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国家自然科学基金资助项目(41105076)、国家重点基础研究发展计划(973计划)资助项目(2012CB956202)和林业公益性行业科研专项资助项目(201204105)


Hyperspectral Estimation Model of Chlorophyll Content in Poplar Leaves
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    摘要:

    以盆栽107号杨树为研究对象,在验证杨树叶片的SPAD值可作为衡量其叶绿素含量指标的基础上,基于最佳指数-相关系数法(OIFC),提取了杨树叶绿素特征波段(中心波长350、715、1 150 nm),建立了以该组合波段原始光谱数据为自变量的杨树叶片叶绿素含量估算模型;利用相关系数法,提取了杨树叶绿素归一化植被指数的计算波段(中心波长705、953 nm)与一阶光谱导数的叶绿素特征波段(中心波长647、691、721 nm),且分别建立了基于归一化植被指数、叶面叶绿素指数、一阶光谱导数为自变量的杨树叶片叶绿素含量估算模型;比较分析所建立的模型精度,筛选出杨树叶片的叶绿素含量最优估算模型。结果表明:化学法测得杨树叶片叶绿素含量与其对应的SPAD值之间具有显著的幂函数关系,R2可达0.902 3。利用OIFC法提取的叶绿素最佳三波段组合的高光谱数据为自变量,与叶片叶绿素含量构建的模型预测值与实测值具有显著的线性关系,决定系数为0.944 5;相比其他模型,该模型的精度最高且均方根误差最小。可见,基于OIFC法构建的杨树叶绿素高光谱模型具有较高的精度,是估算杨树叶片叶绿素含量的最优模型。

    Abstract:

    The feasibility of using SPAD value as a measure for chlorophyll content of poplar by potted poplar was tested, and methods of the poplar leaf chlorophyll content estimation by hyperspectral analysis technology were explored. Through analyzing the characteristics of poplar leaves’ hyperspectral curve, the characteristic bands combination of 350 nm, 715 nm and 1 150 nm were extracted by optimum index factor. The normalized difference vegetation index (NDVI) calculated by the maximum correlation bands (705 nm, 953 nm) between NDVI and the poplar chlorophyll content, the maximum correlation bands (647 nm, 691 nm, 721 nm) between the first derivative of hyperspectral data and the poplar chlorophyll content and leaf chlorophyll index (LCI) were made by regression analysis to establish the estimation models. In order to select the best model, these models were analyzed and compared. The results showed that exponential relationship between SPAD values and chlorophyll content measured by chemical method and its corresponding value was significant, determination coefficient R2 was up to 0.902 3. The fitting accuracy of the estimation model with the characteristic bands combination of 350 nm, 715 nm and 1 150 nm was extracted by optimum index factor and correlation coefficient was the highest. The determination coefficient R2 was 0.944 5, root mean square error was 2.553 8 mg/cm2. Therefore, the characteristic bands combination of 350 nm, 715 nm and 1 150 nm extracted by optimum index factor and correlation coefficient is able to build a more accurate model for estimation of poplar chlorophyll content.

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程志庆,张劲松,孟平,李岩泉,王鹤松,李春友.杨树叶片叶绿素含量高光谱估算模型研究[J].农业机械学报,2015,46(8):264-271. Cheng Zhiqing, Zhang Jinsong, Meng Ping, Li Yanquan, Wang Hesong, Li Chunyou. Hyperspectral Estimation Model of Chlorophyll Content in Poplar Leaves[J]. Transactions of the Chinese Society for Agricultural Machinery,2015,46(8):264-271.

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  • 收稿日期:2015-03-06
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  • 在线发布日期: 2015-08-10
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