Digital Soil Mapping of Soil Macronutrients (N, P, K) in Emilia-Romagna (NE Italy): A Regional Baseline for the EU Soil Monitoring Law

Fabrizio Ungaro (), Paola Tarocco and Alessandra Aprea
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Fabrizio Ungaro: National Research Council, Institute of BioEconomy (CNR-IBE), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy
Paola Tarocco: Geology, Soil and Seismic Risk Area, Regione Emilia-Romagna, Viale A. Moro 52, 40127 Bologna, Italy
Alessandra Aprea: Geology, Soil and Seismic Risk Area, Regione Emilia-Romagna, Viale A. Moro 52, 40127 Bologna, Italy

Land, 2025, vol. 14, issue 11, 1-29

Abstract: Assessing soil fertility is a complex task as it is determined by natural and anthropogenic factors, including specific agronomic interventions (e.g., fertilization and crop rotation) and broader soil management (e.g., tillage and drainage). For agricultural management, soil represents a primary production factor whose chemical–physical characteristics and macro-elements content must be known. This work presents the maps of three macronutrients, i.e., N, K, and P, in the topsoils (0–30 cm layer) of the Emilia-Romagna (21,710.1 km 2 ) region in NE Italy. The maps and associated uncertainty at 100 m resolution were obtained via digital soil mapping (DSM) resorting to Quantile Random Forests using topsoil data from the regional soil database (N = 34,750). As Emilia-Romagna is characterized by two distinct major landforms, i.e., the intensively cultivated alluvial plain and the extensively managed mountain range of the Northern Apennines, each representing nearly half of the region, two distinct sets of numerical and categorical covariates were used as predictors for the DSM estimation of each macronutrient. Results highlight an average N content of approximately 1.57 ± 0.83 (standard deviation) g kg −1 in the alluvial plain and of 1.63 ± 0.49 g kg −1 in the Apennines. For exchangeable potassium (K), concentrations were 275.90 ± 92.6 mg kg −1 and 210.2 ± 86.3 mg kg −1 in the plain and Apennines, respectively. A stark contrast was observed for available phosphorus (P), with mean values of 40.4 ± 11.0 mg kg −1 in the alluvial plain, dropping to 15.2 ± 6.1 mg kg −1 in the Apennines. Such results provide useful information for assessing the fertility of regional soils and provide a reference baseline for soil quality monitoring. The resulting macronutrient maps were eventually compared with those based on the Land Use and Cover Area frame Survey (LUCAS), which represents the reference baselines at the EU scale.

Keywords: soil macronutrients; digital soil mapping; Quantile Random Forest; Emilia Romagna; LUCAS; EU Soil Monitoring Law (search for similar items in EconPapers)
JEL-codes: Q15 Q2 Q24 Q28 Q5 R14 R52 (search for similar items in EconPapers)
Date: 2025
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