Skip to main content
Log in

Advancing carbon neutrality in Silvopastoral systems: a case study applying agent-based modeling

  • Published:
Agroforestry Systems Aims and scope Submit manuscript

Abstract

Silvopastoral systems (SPS) offer both environmental and economic benefits, including climate change mitigation through carbon sequestration. Important features are tree density and animal stock rate. The objective of this study was to evaluate the long-term trajectory of sustainable livestock carrying capacity and carbon budget developing an Agent-Based Model (ABM) for an SPS. The ABM outputs the performance of animal growth, forage, and trees in several scenarios over 10-year periods. Rotational grazing and forestry presence in paddocks allowed the achievement of a balance among forage availability, cattle demand and trees. The model fit very well in predicting Live weight gain and Live weight (LW) for cattle. The average length of fattening cycles was 258 ± 24 days, and an annual yield of LW exported of the system of 98.7 ± 2.6 kg ha−1. A balance of carbon–neutral or marginally positive in beef production was achieved with a ratio of 380 steers at a 606-ha grazing area with 13% forested surface. Estimated carbon emission exhibited an inverse exponential relationship with weight gain. The average emission was 24.9 kg of CO2e per unit of LWG, for an average gain of 0.388 kg animal−1 day−1. The ABM is a valuable tool for understanding the complexity of these systems, generating emergent properties. The results revealed a conflict between the economic-productive and the environmental dimension. So as to achieve a neutral carbon system, it is necessary to maintain a lower number of livestock heads than the property's potential (0.72 vs 0.79 livestock units per hectare). Future research should include economic and other environmental variables in the model.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

Data availability

No datasets were generated or analysed during the current study.

References

Download references

Funding

This article is based on a previous work presented at the XII International Congress of Silvopastoral Systems held in Montevideo City, October 2023. This work had the financial support of the Comisión Sectorial de Investigación Científica of the Universidad de la República, Uruguay, by the project FAgro-CSIC 02100-500193-21.

Author information

Authors and Affiliations

Authors

Contributions

F.D. and A.B. wrote the main manuscript. F.D., F.V. and A.B. developed the model. M.B. and F.S. worked on field to collect dasometric data. All authors reviewed the manuscript.

Corresponding author

Correspondence to F. J. Dieguez Cameroni.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Dieguez Cameroni, F.J., Varela Casadey, F., Boscana, M. et al. Advancing carbon neutrality in Silvopastoral systems: a case study applying agent-based modeling. Agroforest Syst (2024). https://doi.org/10.1007/s10457-024-00983-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10457-024-00983-y

Keywords

Navigation