Application of Multispectral Drone for Quantitative Assessment of the Fertilizer Requirement for the Up-country Tea Plantation in Sri Lanka

Kumara U.I., Jayawardene D.T., Gunathilake B.M.
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Abstract

The amount of chlorophyll content and structure would differ between diseased and healthy plants, affecting the NDVI values, which strongly correlated with fertilizer applications. The primary goal of this research is to use a multispectral drone to quantify the fertilizer requirements for the sample tea plantations in Nuwara Eliya, Sri Lanka. In contrast, a drone with multispectral imaging camera sensors was used to gather images covering blue, green, red, red-edge, and near-infrared bands. The collected images were analyzed, and geographic outputs were generated. The processed geospatial data were used to determine the NDVI values for each tea field, and the general health of the tea was estimated. Finally, NDVI readings and geospatial products from each tea field related to soil analytical data. Based on the NDVI values, 25 selected soil samples were collected using sampling plots. The concentrations of pH, electrical conductivity (EC), nitrogen (N), phosphorus (P) and potassium (K) were then determined using standard soil testing procedures. Finally, soil analysis results were combined with the geospatial data. In addition, the amount of Dolomite for each tea field was calculated based on the pH values, and the amount of nitrogen, phosphorus, and potassium was calculated as yield and area and based on the number of tea bushes. The tea plantations show an NDVI range of 0.76-0.81 for low healthy tea, 0.81-0.86 for medium healthy tea and 0.86-0.97 for healthy tea. The healthiness percentages of one of the tea plantation show 18% healthy tea, 54% medium healthy tea, and 22% low healthy tea. Conversely, the healthiness percentages of the other tea plantation show 44% healthy tea, 39% medium healthy tea and 17% low healthy tea based on the NDVI value. The average value of pH, EC, N, P, and K are 4.84, 41.58, 0.29, 0.11, 0.04 in tea plantations, respectively, and in other planation, average values of pH, EC, N%, P%, and K% are 4.83, 40.96, 0.36, 0.25, 0.04 respectively. The amounts of Dolomite for each tea field are 2685.32 Kg/ha and 977.34 Kg/ha. In one tea field, an average annual NPK fertilizer need is 685 kg per hectare, 94 kg per hectare, and 269 kg per hectare, respectively. Additionally, calculations based on tea bushes indicate that the average annual NPK fertilizer requirements are 685 kg, 89 kg, and 254 kg, respectively. Other tea filed average annual NPK fertilizer need is 88 kg per hectare, 24 kg per hectare, and 68 kg per hectare, respectively. Additionally, calculations based on tea bushes indicate that the average annual NPK fertilizer requirements are 90 kg, 25 kg, and 70 kg, respectively. However, these values have several limitations, such as climate, soil, plant, and cultural practices. This study mainly focuses on and creates Insights into Plant Health by assessing precise plant-level data using a multispectral imaging system. It had not been correlated with other factors except soil conditions. Keywords: Unmanned aerial vehicles, Multispectral, NDVI, Tea, Fertilizer
应用多光谱无人机定量评估斯里兰卡北部茶叶种植园的肥料需求
病虫害植物和健康植物的叶绿素含量和结构不同,会影响 NDVI 值,而 NDVI 值与施肥量密切相关。本研究的主要目标是使用多光谱无人机量化斯里兰卡努瓦拉埃利亚样本茶园的肥料需求。无人机配备了多光谱成像相机传感器,用于收集涵盖蓝、绿、红、红边和近红外波段的图像。对收集到的图像进行分析,并生成地理输出结果。处理后的地理空间数据用于确定每块茶田的 NDVI 值,并估算茶叶的总体健康状况。最后,将每块茶田的 NDVI 读数和地理空间产品与土壤分析数据联系起来。根据 NDVI 值,利用取样地块采集了 25 个选定的土壤样本。然后使用标准土壤测试程序测定 pH 值、导电率 (EC)、氮 (N)、磷 (P) 和钾 (K) 的浓度。最后,将土壤分析结果与地理空间数据相结合。此外,还根据 pH 值计算出每块茶田的白云石含量,并根据产量和面积以及茶丛数量计算出氮、磷、钾含量。茶园的 NDVI 范围为:低度健康茶为 0.76-0.81,中度健康茶为 0.81-0.86,健康茶为 0.86-0.97。其中一片茶园的健康度百分比显示,健康茶占 18%,中健康茶占 54%,低健康茶占 22%。相反,根据 NDVI 值,另一片茶园的健康度百分比为:健康茶 44%、中度健康茶 39%、低度健康茶 17%。茶园的 pH、EC、N、P、K 平均值分别为 4.84、41.58、0.29、0.11、0.04,其他茶园的 pH、EC、N%、P%、K% 平均值分别为 4.83、40.96、0.36、0.25、0.04。每块茶田的白云石用量分别为 2685.32 千克/公顷和 977.34 千克/公顷。一块茶田的年平均氮磷钾肥料需求量分别为 685 公斤/公顷、94 公斤/公顷和 269 公斤/公顷。此外,根据茶丛计算,年平均氮磷钾化肥需求量分别为 685 千克、89 千克和 254 千克。其他茶叶的年平均氮磷钾肥料需求量分别为每公顷 88 千克、每公顷 24 千克和每公顷 68 千克。此外,根据茶丛计算得出的年平均氮磷钾肥料需求量分别为 90 千克、25 千克和 70 千克。然而,这些数值有一些局限性,如气候、土壤、植物和文化习俗等。本研究主要通过使用多光谱成像系统评估精确的植物级数据,重点关注并深入了解植物健康状况。除土壤条件外,它与其他因素没有关联。关键词无人机 多光谱 NDVI 茶叶 肥料
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