Integration of Spectral Measurement and UAV for Paddy Leaves Chlorophyll Content Estimation

Q3 Agricultural and Biological Sciences Scientia Agriculturae Bohemica Pub Date : 2020-09-01 DOI:10.2478/sab-2020-0011
M. F. Ghazali, K. Wikantika, I. Aryantha, R. Maulani, L. F. Yayusman, D. Sumantri
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引用次数: 4

Abstract

Abstract In the agriculture sector, proper crop management can enhance yield production. Determination of the chlorophyll content in crop contributes to this significant topic. In this study, the leaves chlorophyll content of local paddy cultivars Inpari 32 and Inpari 33 was estimated and the difference at various days after planting (DAP) was determined. The procedure involved the combination of spectral reflectance data, aerial photographs taken by unmanned aerial vehicle (UAV), and chlorophyll laboratory analysis data. The chlorophyll content in the cultivars leaves was estimated using the models MCARIspectroradiometer and UAV chlorophyll regression (UCR). The results showed a variation in the chlorophyll content not only between the two cultivars on various DAP, but randomly also in the same cultivar of the same DAP. The MCARIspectroradiometer model indicated a lower chlorophyll content for Inpari 32 than for Inpari 33 while the UCR model gave opposite results. The chlorophyll content raises with increasing DAP, but it gradually decreases through the grain filling period until harvest.
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光谱测量与无人机集成用于水稻叶片叶绿素含量估算
摘要在农业部门,适当的作物管理可以提高产量。作物中叶绿素含量的测定有助于这一重要课题的研究。在本研究中,估计了当地水稻品种Inpari 32和Inpari 33的叶片叶绿素含量,并测定了种植后不同天数的差异(DAP)。该程序涉及光谱反射率数据、无人机拍摄的航空照片和叶绿素实验室分析数据的组合。利用MCARI光谱辐射计和UAV叶绿素回归(UCR)模型对品种叶片中的叶绿素含量进行了估算。结果表明,叶绿素含量不仅在不同DAP的两个品种之间存在差异,而且在相同DAP的同一品种中也存在随机变化。MCARI光谱辐射计模型显示Inpari 32的叶绿素含量低于Inpari 33,而UCR模型给出了相反的结果。叶绿素含量随DAP的增加而增加,但在灌浆期至收获期逐渐降低。
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来源期刊
Scientia Agriculturae Bohemica
Scientia Agriculturae Bohemica Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
CiteScore
1.50
自引率
0.00%
发文量
0
审稿时长
40 weeks
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