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Universitas Hasanuddin
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Comprehensive evaluation of nitrogen fertilization impact on early maturing rice varieties using multivariate analysis and vegetation indices

Musa Y.

Frontiers in Sustainable Food Systems

Q1
Published: 2025

Abstract

Early maturing rice varieties are crucial for climate-resilient agriculture, yet nitrogen optimization in these varieties remains under-explored. Most existing studies focus on conventional varieties and lack an integrated approach combining agronomic traits, remote sensing, and statistical modeling. The objective of this study was to determine evaluation criteria and develop a model to predict the productivity of short-season rice varieties. Experiments were conducted in different seasons at two locations in Sidenreng Rappang and Maros, South Sulawesi, using a nested split-plot design with three replicates. The main plots consisted of five nitrogen levels, while the subplots included five early maturing rice varieties and two moderate age as control. Key findings of this study is that the stepwise regression model combining NDVI and yield per clump showed strong performance, with R 2 = 0.65/0.73, RMSE = 0.65/0.61, and MAPE = 9.72%/10.81% for training/testing, respectively. This regression model effectively evaluates how rice growth responds to varying nitrogen fertilizer doses, particularly in early-maturing varieties. Therefore, it can be reliably used to predict the future yield of these varieties.

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10.3389/fsufs.2025.1615799

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AgronomySciences
Normalized Difference Vegetation IndexSciences
Multivariate statisticsSciences
ProductivitySciences
Yield (engineering)Sciences
Regression analysisSciences
MathematicsSciences
Crop yieldSciences
Nitrogen fertilizerSciences
FertilizerSciences
Stepwise regressionSciences
Vegetation (pathology)Sciences
NitrogenSciences
Grain yieldSciences
Environmental scienceSciences
Multivariate analysisSciences
RegressionSciences
CropSciences
Human fertilizationSciences
Linear regressionSciences
StatisticsSciences
Statistical analysisSciences
Leaf area indexSciences
Principal component analysisSciences