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基于手機(jī)圖像反演的滴灌玉米光響應(yīng)曲線特征參數(shù)研究
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國(guó)家自然科學(xué)基金項(xiàng)目(31560339)、寧夏高等學(xué)??蒲许?xiàng)目(NGY2017025),、寧夏回族自治區(qū)科技重大專項(xiàng)(2018BBF0200404)、寧夏區(qū)重點(diǎn)研發(fā)計(jì)劃項(xiàng)目(2018BBF02018)和“十二五”國(guó)家科技支撐計(jì)劃項(xiàng)目(2015BAD22B01)


Inversion of Light Response Curve Characteristic Parameters of Maize Based on Cellphone Images
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    摘要:

    為研究利用手機(jī)圖像預(yù)測(cè)玉米光響應(yīng)曲線特征參數(shù)的可行性,,通過自主設(shè)計(jì)的便攜式圖像采集裝置,,獲取不同施氮量下滴灌玉米大喇叭口期冠層圖像,提取其冠層圖像特征參數(shù),計(jì)算玉米光響應(yīng)特征參數(shù)表觀量子效率(α),、最大凈光合速率(Pnmax),、光補(bǔ)償點(diǎn)(LCP)和暗呼吸速率(Rd),找出與光響應(yīng)特征參數(shù)相關(guān)性高的歸一化冠層覆蓋系數(shù)(CC)作為自變量,,建立CC與玉米光響應(yīng)曲線特征參數(shù)間動(dòng)態(tài)模型,,并根據(jù)模型評(píng)價(jià)指標(biāo)R2、RMSE和nRMSE篩選出各參數(shù)的最優(yōu)模型,。結(jié)果表明,,CC與α的最優(yōu)模型為有理函數(shù)模型,與Pnmax最優(yōu)模型為冪函數(shù)模型,,與LCP最優(yōu)模型為指數(shù)函數(shù)模型,,與Rd以二次多項(xiàng)式模型為最優(yōu);各反演模型的R2均不小于0.876,,RMSE介于0.002~3.673μmol/(m2·s)之間,,nRMSE不超過9.071%,且各模型驗(yàn)證集的R2均不小于0.833,,RMSE均不大于5.989μmol/(m2·s),,nRMSE不超過9.659%。將數(shù)字圖像特征參數(shù)與作物光響應(yīng)曲線特征參數(shù)有機(jī)結(jié)合,,可為玉米光響應(yīng)曲線特征參數(shù)的快速獲取提供一定的理論依據(jù),。

    Abstract:

    The characteristic parameters of light response can indicate the process of photosynthesis, capacity of photosynthesis, and response of adversity stress in crops. In order to explore the feasibility of using cellphone photos to predict the light response characteristic parameters of maize, canopy images at the big flare stage of the drip irrigation maize under different nitrogen levels were obtained by the selfdeveloped portable image acquisition device. Feature parameters were extracted from the canopy image, and the photosynthetic physiological characteristics parameters were calculated, such as apparent quantum efficiency (α), dark respiration rate (Rd), light compensation point (LCP) and maximum net photosynthesis rate (Pnmax). A normalized canopy cover factor (CC) was highly correlated with the light response characteristic parameters, as an independent variable was used to predict these parameters. The optimal model was selected according to the model evaluation indicators such as R2, RMSE and nRMSE. The results showed that the optimal model of CC and α was the rational function model, the optimal model of Pnmax was the power function model, the optimal model of LCP was the exponential function model and the optimal model of Rd was the quadratic polynomial model. The R2 values of each model were greater than 0.876, the values of RMSE were between 0.002μmol/(m2·s) and 3.673μmol/(m2·s), and the nRMSE was no more than 9.071%. Meanwhile, the R2 values of each model validation set were greater than 0.833, the RMSE values were less than 5.989μmol/(m2·s), and the nRMSE values were no more than 9.659%. Combining the digital image feature parameters with the maize light response curve characteristic parameters method, it was recommended to quickly acquire characteristic parameters of maize light response curve, which provided a theoretical basis for the light response.

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賈彪,賀正.基于手機(jī)圖像反演的滴灌玉米光響應(yīng)曲線特征參數(shù)研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2019,50(7):229-236. JIA Biao, HE Zheng. Inversion of Light Response Curve Characteristic Parameters of Maize Based on Cellphone Images[J]. Transactions of the Chinese Society for Agricultural Machinery,2019,50(7):229-236.

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  • 收稿日期:2019-01-11
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  • 在線發(fā)布日期: 2019-07-10
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