AI Article Synopsis

  • Accurate vegetable yield assessment is crucial in agriculture, and this study compares two models for estimating the dry matter of Choy Sum: a radiation-based model and a spectral reflectance-based model.
  • The research involved a two-year field experiment with varying nitrogen (N) rates and measurements of canopy spectra and radiation to evaluate their effects on yield.
  • Results showed that the radiation-based model outperformed the spectral-based models in predicting dry matter yield, revealing valuable insights on the impact of nitrogen application on Choy Sum growth.

Article Abstract

An accurate assessment of vegetable yield is essential for agricultural production and management. One approach to estimate yield with remote sensing is via vegetation indices, which are selected in a statistical and empirical approach, rather than a mechanistic way. This study aimed to estimate the dry matter of Choy Sum by both a causality-guided intercepted radiation-based model and a spectral reflectance-based model and compare their performance. Moreover, the effect of nitrogen (N) rates on the radiation use efficiency () of Choy Sum was also evaluated. A 2-year field experiment was conducted with different N rate treatments (0 kg/ha, 25 kg/ha, 50 kg/ha, 100 kg/ha, 150 kg/ha, and 200 kg/ha). At different growth stages, canopy spectra, photosynthetic active radiation, and canopy coverage were measured by RapidScan CS-45, light quantum sensor, and camera, respectively. The results reveal that exponential models best match the connection between dry matter and vegetation indices, with coefficients of determination () all below 0.80 for normalized difference red edge (NDRE), normalized difference vegetation index (NDVI), red edge ratio vegetation index (RERVI), and ratio vegetation index (RVI). In contrast, accumulated intercepted photosynthetic active radiation () showed a significant linear correlation with the dry matter of Choy Sum, with root mean square error () of 9.4 and values of 0.82, implying that the -based estimation model performed better than that of spectral-based ones. Moreover, the of Choy Sum was significantly affected by the N rate, with 100 kg N/ha, 150 kg N/ha, and 200 kg N/ha having the highest values. The study demonstrated the potential of -based models for precisely estimating the dry matter yield of vegetable crops and understanding the effect of N application on dry matter accumulation of Choy Sum.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10544932PMC
http://dx.doi.org/10.3389/fpls.2023.1208404DOI Listing

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