Digital soil analysis and mapping using in-situ Vis-NIR spectroscopy – Challenges and future perspectives

The use of Vis-NIR spectroscopy in digital soil mapping is emerging as a fast, viable option to provide spatial and temporal information on specific soil parameters that serve as good indicators for soil health. While MIR spectroscopy tends to be a much more reliable (high-precision) tool for different soil properties estimations, currently only NIR can be adapted for rapid in-situ soil surveys.The Subterra Green device, developed by “S4 Mobile Laboratories”, equipped with a Visible and an FTIR spectrometer can optimally capture spectra until 90 cm underground down to a 1 cm resolution. With a carefully selected sampling pattern, a survey of several hectares can be conducted in a matter of few days as a single insertion takes about 2-6 minutes.One scope of the PHENET project is to carry out soil surveys in different locations with varying soil types, from the humid continental zones of Austria to the temperate oceanic climate of Portugal. This will be done by creating models which are verified with laboratory biochemical analysis of soil samples. Previous scientific resource concluded that some soil properties like the soil water content or texture can have a major effect on the recorded spectra, so when building up a database for machine learning models from different site surveys (with unique spatial and temporal conditions) a lot of external factors should be taken into consideration and pre-processing techniques selected, like external parameter orthogonalization or calibration spiking for creating an accurately predicting model for soil parameters prediction. The aim is to provide estimations of soil organic carbon and nitrogen stocks as well as interpolated maps in different soil depths. Being able to do fast and highresolution soil maps using in-situ Vis-NIR soil spectroscopy makes it possible to improve precision agriculture and monitor soil properties over space and time.