Evaluation of TOC Change Scenarios in Cropping Systems with and Without Diversification Across Different Scales: Insights from a Northern Italian Case Study

Soil organic carbon (SOC) is a key indicator used to evaluate cropping systems, as it reflects long-term productivity, sustainability, and environmental impacts like carbon sequestration. Diversifying crops within intensive farming systems is a possible strategy for enhancing the environmental sustainability of agriculture, resulting in higher rates of SOC accumulation compared to monocultures. This study seeks to evaluate the influence of diversified cropping systems on SOC content at both the field and territorial levels. In Northern Italy, two crop management approaches—one incorporating diversification and one without—were analyzed. The ECOSSE model was employed to simulate changes in SOC content over a 30-year period of diversification, compared with monocropping. The results of the model, first run in available sampling sites, were upscaled to the field to which they belong. Then, using a machine learning approach—namely Random Forest—they were interpolated at the landscape scale, extending the information to an area with similar soil, climate, and management conditions. The maps obtained with this procedure represent valuable tools to assess the long-term effects of crop diversification with legumes on soil C at different scales and can support agricultural policymakers and planners.

Authors

Publication Details

Journal
Sustainability
Published
2025-12-03
DOI
https://doi.org/10.3390/su172310823
Primary Topic
Sustainable Agricultural Systems Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluation of TOC Change Scenarios in Cropping Systems with and Without Diversification Across Different Scales: Insights from a Northern Italian Case Study

A. Marchetti, Silvia Vanino, Claudia Di Bene, Roberta Farina et al.
Sustainability
Sustainable Agricultural Systems Analysis
article

Evaluation of TOC Change Scenarios in Cropping Systems with and Without Diversification Across Different Scales: Insights from a Northern Italian Case Study

A. Marchetti, Silvia Vanino, Claudia Di Bene, Roberta Farina, Chiara Piccini
article en

Abstract

Soil organic carbon (SOC) is a key indicator used to evaluate cropping systems, as it reflects long-term productivity, sustainability, and environmental impacts like carbon sequestration. Diversifying crops within intensive farming systems is a possible strategy for enhancing the environmental sustainability of agriculture, resulting in higher rates of SOC accumulation compared to monocultures. This study seeks to evaluate the influence of diversified cropping systems on SOC content at both the field and territorial levels. In Northern Italy, two crop management approaches—one incorporating diversification and one without—were analyzed. The ECOSSE model was employed to simulate changes in SOC content over a 30-year period of diversification, compared with monocropping. The results of the model, first run in available sampling sites, were upscaled to the field to which they belong. Then, using a machine learning approach—namely Random Forest—they were interpolated at the landscape scale, extending the information to an area with similar soil, climate, and management conditions. The maps obtained with this procedure represent valuable tools to assess the long-term effects of crop diversification with legumes on soil C at different scales and can support agricultural policymakers and planners.

SustainabilityVol. 17(23)
Openalex Percentile: Top 66%
Sustainable Agricultural Systems Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Evaluation of TOC Change Scenarios in Cropping Systems with and Without Diversification Across Different Scales: Insights from a Northern Italian Case Study — A. Marchetti, Silvia Vanino, et al. · Sustainability (2025) | TGRS Research Map | TGRS