Comparison of nonlinear models for the description of carbon mineralization in degraded pasture soil and in soils with plant cover
DOI:
https://doi.org/10.18406/2316-1817v14n120221680Keywords:
Ciclagem de nutrientes. Dióxido de carbono. Solo florestal. Modelos de regressão.Abstract
Tree planting is an important way to restore degraded areas, however, the quality of the plant residue added to the soil influences the organic matter decomposition rate and, consequently, carbon availability. Carbon mineralization curves over time make it possible to understand the decomposition of organic residues and improve soil management. Nonlinear regression models have been used to describe the dynamics of carbon mineralization over time, as they summarize the information contained in the data in just a few parameters with practical interpretations. Thus, this study aimed at evaluating the nonlinear models Cabrera, Juma and Stanford & Smith to describe the soil carbon mineralization in the following plantations: Secondary forest, Acacia auriculiformis, Mimosa caesalpiniifolia and Pasture, obtained from the first to the twentieth week. All the computational part involved in the adjustments and analyses was performed using the R statistical software. The most suitable regression model was selected for the description of soil carbon mineralization for each vegetation cover based on the following criteria: adjusted coefficient of determination (R2adj), residual standard deviation (RSD) and Akaike information criterion (AIC). For Acacia, the Cabrera model was indicated as the best to describe this treatment. For Forest and Pasture, the Juma model had the best fit, and the Stanford & Smith model best described the Mimosa treatment.
References
ANDRADE, C. A.; BIBAR, M. P. S.; COSCIONE, A. R.; PIRES, A. M. M.; SOARES, A. G. Mineralization and effects of poultry litter biochar on soil cation exchange capacity. Pesquisa Agropecuária Brasileira, v. 50, n. 5, p. 407-416, 2015. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-204X2015000500407 Acesso em: 13 maio 2019. DOI: http://dx.DOI.org/10.1590/S0100-204X2015000500008.
ANDRADE, L. C.; ANDREAZZA, R.; CAMARGO, F. A. O. Soil microbial activity under wastewater treatment plant sludge doses from an industrial landfill. Ciência Rural, v. 46, n. 2, p. 267-272, 2016. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782016000200267. Acesso em: 13 maio 2019. DOI: http://dx.DOI.org/10.1590/0103-8478cr20140871.
BARRETO, P. A. B.; RODRIGUES, E. F. G.; RODRIGUES, A. C. G.; BARROS, N. F.; ALVES, B. J. R.; FONSECA, S. Carbon and nitrogen mineralization in soils under an eucalyptus plantation chronosequence. Revista Brasileira de Ciência do Solo, v. 34, p. 735-745, 2010. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-06832010000300015. Acesso em: 13 maio 2019. DOI: http://dx.DOI.org/10.1590/S0100-06832010000300015.
CABRERA, M. L. Modeling the flush of nitrogen mineralization caused by drying and rewetting soils. Soil Science Society of America Jornal, v. 57, p. 63-66, 1993.
DRAPER, N. R.; SMITH, H. Aplied regression analisys, 3rd ed, reprint, New York: J. Wiley, 2014.
FERNANDES, A. H. B. M. F.; CARDOSO, M. A.; SOUZA, R. A. C.; FERNANDES, F. A.; SOARES, M. T. S.; CRISPIM, S. M. A.; GALVANI, F.; LISITA, F. O. Nitrificação e mineralização de carbono em solos tratados com dejetos de suínos biodigeridos. Corumbá, MS: Embrapa Pantanal, 2011.
FERNANDES, T. J.; MUNIZ, J. A.; PEREIRA, A. A.; MUNIZ, F. R.; MUIANGA, C. A. Parameterization effects in nonlinear models to describe growth curves. Acta Scientiarum. Technology, v. 37, n. 4, p. 397-402, 2015. Available at: https://www.researchgate.net/publication/283735241_Parameterization_effects_
in_nonlinear_models_to_describe_growth_curves. Access on: 30 set. 2021.
FERNANDES, T. J.; PEREIRA, A. A.; MUNIZ, J. A. Double sigmoidal models describing the growth of coffee berries. Ciência Rural, v. 47, n. 8, p. 1-7, 2017. Available at: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782017000800401. Access on: 30 set. 2021.
FRÜHAUF, A. C.; PEREIRA, G. A.; BARBOSA, A. C. M. C.; FERNANDES, T. J.; MUNIZ, J. A. Nonlinear models in the study of the cedar diametric growth in a seasonally dry tropical forest. Revista Brasileira de Ciências Agrárias, v. 15, n. 4, p.1-8, 2020.
FRUHAUF, A. C.; SILVA, E. M.; FERNANDES, T. J.; MUNIZ, J. A. Predicting height growth in bean plants using non-linear and polynomial models. Revista Agrogeoambiental, v. 13, n. 3, p. 488-497, 2022. DOI: https://doi.org/10.18406/2316-1817v13n320211625.
GODINHO, T. O.; CALDEIRA, M. V. W.; ROCHA, J. H. T.; CALIMAN, J. P.; TRAZZI, P. A. Quantification of biomass and nutrients in the accumated litter in a section of submontane seasonal semideciduous forest, ES. Cerne, v. 20, n. 1, p. 11-20, 2014. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0104-77602014000100002 . Acesso em: Maio 13, 2019. DOI: http://dx.DOI.org/10.1590/S0104-77602014000100002 .
JANE, S. A.; FERNANDES, F. A.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J. Comparison of polynomial and nonlinear models on description of pepper growth. Revista Brasileira de Ciências Agrárias, v. 14, n. 4, p.1-7, 2019.
JANE, S. A.; FERNANDES, F. A.; MUNIZ, J. A.; FERNANDES, T. J. Nonlinear models to describe height and diameter of sugarcane RB92579 variety. Revista Ciência Agronômica, Fortaleza, v. 51, n. 4, p.1-7, 2020a.
JANE, S. A.; FERNANDES, F. A.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J.; PIMENTEL, G. V. Adjustment of growth curve of different sugarcane varieties using nonlinear models. Ciência Rural, v. 50, n.3, p. 1-10, 2020b. Disponível em: https://www.scielo.br/scielo.php?pid=S0103-84782020000300204&script=sci_arttext&tlng=en.
JUMA, N. G., PAUL, E. A.; MARY, B. Kinetic analysis of net mineralization in soil. Soil Science Society of America Journal, v. 48, p. 465-472, 1984.
MARTINES, A. M.; ANDRADE, C. A.; CARDOSO, E. J. B. N. Mineralização do carbono orgânico em solos tratados com lodo de curtume. Pesquisa Agropecuária Brasileira, v. 41, p. 1149-1155, 2006.
MAZZINI, A. R. de A.; MUNIZ, J. A.; SILVA, F. F.; AQUINO, L. H. Curva de crescimento de novilhos Hereford: heterocedasticidade e resíduos autoregressivos. Ciência Rural, v. 35, p. 422-427, 2005.
MORAIS, V. A.; SANTOS, C. A.; MELLO, J. M.; DADID, H. C.; ARAÚJO, E. J. G.; SCOLFORO, J. R. S. Spatial and vertical distribution of litter and belowground carbon in a brazilian cerrado vegetation. Cerne, v. 23, n. 1, p. 43-52, 2017. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0104-77602017000100043 . Acesso em: 13 maio 2019. DOI: http://dx.DOI.org/10.1590/01047760201723012247.
MORETTIN, P. A.; TOLOI, C. M. C. Análise de séries temporais, 2. ed. São Paulo: Edgard Blucher, 2006.
NUNES, D. A. D.; RODRIGUES, E. F. G.; BARRETO, P. A. B.; RODRIGUES, A. C. G.; MONROE, P. H. M. Carbon and nitrogen mineralization in soil of leguminous trees in a degraded pasture in northern Rio de Janeiro, Brazil. Journal of Forest Research, n. 27, p. 91-99, 2016. Disponível em: https://www.researchgate.net/publication/283081169_Carbon_and_nitrogen_mineralization_in_soil_of_leguminous_trees_in_a_degraded_pasture_in_northern_Rio_de_Janeiro_Brazil . Acesso em: 13 maio 2019. DOI: 10.1007/s11676-015-0164-3.
PAULA, G. S.; SILVA, E. M.; FURTADO, T. D. R.; FRUHAUF, A. C.; MUNIZ, J. A. Comparison of nonlinear models for the description of carbon mineralization in soils treated with pig slurry. Revista Agrogeoambiental, v. 11, n. 4, p. 82-95, 2019. Disponível em: https://agrogeoambiental.ifsuldeminas.edu.br/index.php/Agrogeoambiental/article/view/1412. Acesso em: 10 out. 2019. DOI: http://dx.doi.org/10.18406/2316-1817v11n420191412.
PAULA, G. S.; SILVA, E. M.; FRUHAUF, A. C.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J. Modeling the amount of mineralized carbon from swine manure and wheat straw. Revista Agrogeoambiental, v. 12, n. 3, p. 60-77, 2020.
PEREIRA, J. M.; MUNIZ, J. A.; SILVA, C. A. Nonlinear models to predict nitrogen mineralization in an oxisol. Scientia Agricola, v. 62, p. 395-400, 2005. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-90162005000400014. Acesso em: 13 maio 2019. DOI: http://dx.DOI.org/10.1590/S0103-90162005000400014.
PEREIRA, J. M.; MUNIZ, J. A.; SÁFADI, T.; SILVA, C. A. Comparison of the models for prediction of the mineralized nitrogen: a Bayesian approach. Ciência e Agrotecnologia, v. 33, p. 1792-1797, 2009. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1413-70542009000700016&lng=en&nrm=iso&tlng=pt. Acesso em: 30 set. 2019.
PULROLNIK, K. Transformações do carbono no solo. Planaltina, DF: Embrapa Cerrados, 2009.
R DEVELOPMENT CORE TEAM. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, 2020.
SILVA, E. M.; FURTADO, T. D. R.; FERNANDES, J. G. F.; MUNIZ, J. A. Description of the carbon mineralization of swine manure and oat straw in the soil through nonlinear models. Revista Agrogeoambiental, v. 11, n. 2, p. 71-86, 2019a. Disponível em: https://agrogeoambiental.ifsuldeminas.edu.br/index.php/Agrogeoambiental/article/view/1299/pdf. Acesso em: 30 set. 2021.
SILVA, E. M.; SILVEIRA, S. C.; FURTADO, T. D. R.; MUNIZ, J. A. Fitting of decomposition of sewage sludge and oat straw by nonlinear models. Revista Agrogeoambiental, v. 11, n. 2, p. 18-28, 2019b. Disponível em: https://agrogeoambiental.ifsuldeminas.edu.br/index.php/Agrogeoambiental/article/view/1287/pdf . Acesso em: 30 set. 2021.
SILVA, E. M.; FRUHAUF, A. C.; FERNANDES, F. A.; PAULA, G. S.; MUNIZ, J. A.; FERNANDES, T. J. Método de Newton e Gauss-Newton na estimação dos parâmetros de modelo de regressão não linear. Sigmae, v. 8, n. 2, p. 728-734, 2019c. Disponível em: https://publicacoes.unifal-mg.edu.br/revistas/index.php/sigmae/article/view/946/692. Acesso em: 30 set. 2021.
SILVA, E. M.; FRÜHAUF, A. C.; JANE, S. A.; SILVA, É, M da; MUNIZ, J. A.; FERNANDES, T. J. Comparison of nonlinear models in the description of carbon mineralization in litter soil. Revista Agrogeoambiental, v. 12, n. 4, p. 58-69, 2020a.
SILVA, E. M. da; TADEU, M. H.; SILVA, V. F. da; PIO, R.; FERNANDES, T. J.; MUNIZ, J. A. Description of blackberry fruit growth by nonlinear regression models. Revista Brasileira de Fruticultura, Jaboticabal, v. 42, n. 2, p.1-11, 2020b.
STANFORD, G.; SMITH, S. J. Nitrogen mineralization potentials of soils. Soil Science Society of America Jornal, v. 36, p. 465-471, 1972.
ZEVIANI, W. M.; SILVA, C. A.; OLIVEIRA, W. J.; MUNIZ, J. A. Non linear models to potassium release from animals manure in latosols. Ciência Rural, v. 42, p. 1789-1796, 2012. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782012001000012 . Acesso em: 13 maio 2019. DOI: http://dx.DOI.org/10.1590/S0103-84782012001000012.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2022 Marina de Souza Leonel Vilela, Edilson Marcelino Silva, Ariana Campos Fruhauf, Édipo Menezes da Silva, Joel Augusto Muniz, Tales Jesus Fernandes
This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright Notice
All of the Revista Agrogeoambiental’s articles and reviews are free to access immediately after its publication.
When submitting a paper to Revista Agrogeoambiental, the authors accept the following copyright policies:
- Authors maintain the copyrights and grant the journal the right of first publication. The paper is licensed under the Creative Commons Attribution License, which allows the sharing of the work as long as it acknowledges the author and the initial publication in this journal.
- Authors are free and encouraged to store their work elsewhere, for instance in institutional repositories or websites such as academia.edu to increase circulation.
- Authors assume their authorship and are responsible for the originality and opinions in their papers.
- After the article acceptance and publishing by Revista Agrogeoambiental, the authors allow the editor to publicize the work in other medias.
- Moral rights are granted to the authors.
