PLS Regression Based on ATR-FTIR to Predict Organomineral Fertilizers Properties and Nutrient Pools

被引:2
作者
de Morais, Everton Geraldo [1 ]
Guimaraes Moreira Maluf, Henrique Jose
Silva, Carlos Alberto
Duarte de Paula, Leonardo Henrique [2 ]
机构
[1] Univ Fed Lavras, Dept Soil Sci, Lavras, MG, Brazil
[2] Fed Inst Minas Gerais, Dept Agr Sci, Bambui, MG, Brazil
关键词
ATR-FTIR; chemometrics; compost-based fertilizers; composting; multivariate calibration; NEAR-INFRARED-SPECTROSCOPY; ORGANO-MINERAL FERTILIZER; POULTRY LITTER; PHOSPHATE FERTILIZER; CHEMICAL-COMPOSITION; SOIL; VALIDATION; SOLUBILITY; NITROGEN; RELEASE;
D O I
10.1080/00103624.2022.2139391
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Enrichment of organic residues with mineral fertilizers is a sustainable route to produce high agronomic value organomineral fertilizers (OMFs). OMFs agronomic value was conditioned by the properties and nutrients pools accessed by chemical analysis. Partial least squares (PLS) regression based on infrared analysis is a fast and alternative technique to assess the properties of OMFs, while replacing laborious, non-environmental-friendly, time-consuming, and high-cost conventional lab analytical procedures. OMFs were produced by composting of mixtures of different proportions of low-grade and soluble P sources with chicken manure and coffee husk for 150 days. After composting, the OMFs were dried and analyzed for: pH in CaCl2, electrical conductivity, total contents of C, P, N, and K, and C soluble in water, as well as for fertilizer-P soluble in water, citric acid, and neutral ammonium citrate. The compost MAP-based OMFs had a greater agronomic value than low-grade rock P-based OMFs. PLS regression models based on the ATR-FTIR spectral signature were a suitable tool to predict all OMFs chemical properties and nutrient pools evaluated through lab conventional analytical procedures. The good performance, robustness, and non-random correlation of PLS regression models were attested by their high coefficient of determination (R-2) to calibration (0.92-0.99), cross-validation (0.87-0.99), and prediction capacity (0.89-0.99) combined with the lowest values of the root-mean-square error (RMSE) and reduced values of R-2 (0.19-0.44), and to high values of RMSE to y-randomization. PLS based on ATR-FTIR is a rapid and alternative chemometric approach to assess the properties and nutrients pools of OMFs.
引用
收藏
页码:1250 / 1265
页数:16
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