Assessment and monitoring of soil resources is needed for ensuring environmental sustainability of rice production in sub-Saharan Africa (SSA). Diffuse reflectance spectroscopy has the potential to offer means to evaluate and monitor soils at large scale in an efficient, affordable and timely manner. However, its accuracy for predicting chemical and physical properties of soils under rice cultivation is little known. The objectives of this study were to i) determine physical and chemical soil fertility properties which can be accurately analyzed using near infrared (NIR) (700–2500 nm), mid-infrared (MIR) (2500–16,670 nm), or a combination of both (NIR-MIR) (700–16,670 nm) spectral libraries, ii) compare their prediction potential for identifying the most suitable spectral range for simultaneous analysis of soil fertility properties, and iii) assess degrees of variation of 29 soil fertility properties for 2845 soil samples collected from 42 study sites in 20 SSA countries. Diffuse reflectance spectroscopy data were obtained using a Fourier-transform infrared spectrometer (FT-IR) Tensor 27 with a high-throughput screening (HTS-XT) extension unit. About 10% of the whole sample set was chosen for conventional wet chemistry soil analysis, and was used for developing best fitted models with partial least squares regression (PLSR) that can estimate soil fertility properties using infrared (IR) spectra. The prediction performances were evaluated by R2, RMSE and RPIQ. Good prediction models (0.75
DOI:
https://doi.org/10.1016/j.geoderma.2019.06.043Skor altmetrik:
Jumlah Kutipan Dimensi:
Tahun publikasi
2019
Penulis
Johnson, J.M.; Vandamme, E.; Senthilkumar, K.; Sila, A.; Shepherd, K.D.; Saito, K.
Bahasa
English
Kata kunci
soil fertility, phenology, ecosystems, ecological restoration, climate change, forests, soil, spectroscopy
Geografis
Benin, Burkina Faso, Cameroon, Côte d'Ivoire, Ghana, Mali, Niger, Nigeria, Rwanda, Senegal, Tanzania, Gambia, Togo, Uganda, Chad, Ethiopia, Madagascar, Sierra Leone, Democratic Republic of the Congo, Guinea
