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基于VIS-NIR的播種溝內(nèi)土壤水分測(cè)量傳感器研究
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國(guó)家自然科學(xué)基金項(xiàng)目(32071915)和國(guó)家玉米產(chǎn)業(yè)技術(shù)體系建設(shè)項(xiàng)目(CARS-02)


Soil Moisture Measurement Sensor Research in Seeding Ditch Based on VIS-NIR
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    摘要:

    基于土壤水分的播深調(diào)整技術(shù),,需要對(duì)播種溝土壤水分進(jìn)行測(cè)量,,以便根據(jù)落種點(diǎn)處的土壤水分信息進(jìn)行播種調(diào)節(jié),改變播種策略,。本文設(shè)計(jì)了一種可見(jiàn)光-近紅外(Visible and near-infrared,,VIS-NIR)式土壤水分傳感器。使用高分辨率光譜儀采集不同水分梯度的土壤光譜數(shù)據(jù),,采用偏最小二乘回歸法(Partial least squares regression,,PLSR)進(jìn)行建模分析,并結(jié)合多種數(shù)據(jù)降維方法進(jìn)行變量篩選,,得出不同土壤含水率的敏感波段分別在410,、540、780,、970nm附近,;通過(guò)對(duì)這4種波長(zhǎng)進(jìn)行組合建模分析,選擇得出預(yù)測(cè)最優(yōu)的VIS和NIR波長(zhǎng)組合為 410nm和970nm,。 采用這兩種波長(zhǎng)設(shè)計(jì)傳感器,,并進(jìn)行實(shí)驗(yàn)室試驗(yàn),結(jié)果表明:當(dāng)傳感器與被測(cè)土壤表面距離d較近時(shí)(0~3mm),,測(cè)量精度和穩(wěn)定性最好,;當(dāng)d為0~3mm、土壤質(zhì)量含水率處于0.69%~28.45%時(shí),,真實(shí)值與預(yù)測(cè)值之間決定系數(shù)R 2 達(dá)到0.81,,均方根誤差(RMSE)為2.90%;當(dāng)土壤質(zhì)量含水率處于0.69%~22%時(shí),,真實(shí)值與預(yù)測(cè)值之間R 2 提高至0.93,,此時(shí)均方根誤差降低為1.72%。通過(guò)析因試驗(yàn)得出,,在顯著性水平為0.05時(shí),,溫度與光照強(qiáng)度對(duì)傳感器正常工作沒(méi)有明顯影響,。土槽試驗(yàn)表明,真實(shí)值與預(yù)測(cè)值之間R 2 為0.82,,RMSE為1.23%,,滿足玉米等作物播種環(huán)節(jié)土壤水分的測(cè)量要求。

    Abstract:

    Soil moisture content (SMC) plays a vital role in seed germination and crop growth. It is of great significance for precision agriculture to acquire the SMC of seed-dropping point in planting for the sake of decision-making and depth-regulating of seeding. Thus, developing a proper SMC sensor will contribute a lot to precision agriculture. An SMC sensor was designed by using visible and near-infrared (VIS-NIR) light source. The spectral data of soil samples was collected by a high-resolution spectrometer, then the partial least squares regression (PLSR) was used for determining the optimal pretreatment method, and various dimensionality reduction methods were employed to select the characteristic wavelengths of soil moisture. It was concluded that the sensitive reflectance bands of different SMC within 400~1000nm were around 410nm, 540nm, 780nm and 970nm. Through the modeling analysis of combinations of two of these four wavelengths, the optimal wavelengths of VIS-NIR light sources for prediction were selected as 410nm and 970nm, respectively. The results of experiments conducted in the laboratory showed that when the distance between the sensor and the measured soil surface was under 3mm, within the range of 0.69%~28.45% SMC, the predicted and the measured values appeared a justified linear correlation for which the coefficient of determination (R 2 ) was 0.81 while the root mean square error (RMSE) was 2.90%; within the range of 0.69%~22% SMC, the R 2 of the linear model reached 0.93 and the RMSE was decreased to 1.72%. The factorial test indicated that temperature and light scarcely had influence on the SMC sensor at 0.05 level. The results of simulated field tests indicated that rocks and the process of acquire soil sampling may generate outliers. The R 2 of the linear correlation reached 0.82 and the RMSE was 1.23% after the outliers were excluded, which met the requirement of SMC detection in most conditions of precision agriculture such as maize planting.

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張東興,劉江,楊麗,崔濤,和賢桃,張?zhí)炝?基于VIS-NIR的播種溝內(nèi)土壤水分測(cè)量傳感器研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2021,52(2):218-226. ZHANG Dongxing, LIU Jiang, YANG Li, CUI Tao, HE Xiantao, ZHANG Tianliang. Soil Moisture Measurement Sensor Research in Seeding Ditch Based on VIS-NIR[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(2):218-226.

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  • 收稿日期:2020-09-25
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  • 在線發(fā)布日期: 2021-02-10
  • 出版日期: 2021-02-10
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