Sigmoid models in the description of CO₂ evolved from legumes in the soil
DOI:
https://doi.org/10.18406/2316-1817v15nunico20231776Keywords:
Decomposition, Mineralization, Gompertz Model, Logistic ModelAbstract
The decomposition of legumes in the soil over time can be described by nonlinear sigmoid models. Thus, this study aimed
to describe and to compare the fit of the nonlinear sigmoid models, Logistic and Gompertz, to the CO2 mineralization of four
legume species over time in the soil, and indicate the most suitable model. Furthermore, it is also proposed to evaluate the CO2
mineralization of legumes from two different edaphoclimatic conditions when added to the soil under controlled temperature
and humidity conditions. The following legume species used in green manure were evaluated: Arachis pintoi (forage peanut),
Calopogonium mucunoides (calopo), Stylosanthes guianensis (Caribbean stylo), and Stizolobium aterrimum (mucuna). A
randomized block design with four replications was used. The soils from both areas are classified as Red-Yellow Latosol and
have a clayey texture. The mineralized carbon was measured at 48, 96, 144, 192, 240, 312, 384, and 480 hours from
the beginning of incubation. Legumes in different locations had the same amount of potentially mineralizable carbon, and
microorganisms had the same adaptation time to reach the maximum decomposition rate. The maximum decomposition
rate occurs at the beginning of mineralization, and therefore the Gompertz model was more suitable than the Logistic model
in describing the decomposition of the four legumes in the soil.
References
ARCHONTOULIS, S. V.; MIGUEZ, F. E. Nonlinear Regression Models and Applications in Agricultural Research. Agronomy Journal, v. 107, n. 2, p.786-798, 2015.
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, Maringá, v. 37, n. 4, p.397-402, 2015.
FERNANDES, T. J.; PEREIRA, A. A.; MUNIZ, J. A.; SAVIAN, T. V. Selection of nonlinear models for the description of the growth curves of coffee fruit. Coffee Science, v. 9, n. 2, p. 207-215, 2014.
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 growthin a seasonally dry tropical forest. Revista Brasileira de Ciências Agrárias, v. 15, p. 1-8, 2020. DOI: https://doi.org/10.5039/agraria.v15i4a8558
FRÜHAUF, 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, 2022a. DOI: https://doi.org/10.18406/2316-1817v13n320211625.
FRÜHAUF, A. C.; SILVA, É. M. da; GRANATO-SOUZA, D.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J. Description of height growth of hybrid eucalyptus clones in semi-arid region using non-linear models. Brazilian Journal of Biometrics, v. 40, p. 138-151, 2022b. DOI: doi: 10.28951/bjb.v40i2.543
GIACOMINI, S. J.; AITA, C.; MIOLA, E. C. C.; RECOUS, S. Mineralização do carbono da palha de aveia e dejetos de suínos aplicados na superfície ou incorporados ao solo. Revista Brasileira de Ciência do Solo, v. 32, p. 2661-2668, 2008.
JANE, S. A.; FERNANDES, F. A.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J. Comparison of the polynomial and logistic models on description of pepper growth. Revista Brasileira de Ciências Agrárias, v. 14, p. 1-7, 2019. DOI: 10.5039/agraria.v14i4a7180
JANE, S. A.; FERNANDES, F. A.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J.; PIMENTEL, G. V. Adjusting the growth curve of sugarcane varieties using nonlinear models. Ciência Rural, v. 50, n. 3, p. 1-10, 2020a. DOI: http://dx.doi.org/10.1590/0103-8478cr20190408
JANE, S. A.; FERNANDES, F. A.; FERNANDES, T. J.; MUNIZ, J. A. Nonlinear models to describe height and diameter of sugarcane RB92579 variety. Revista Ciência Agronômica, v. 51, p. 1-7, 2020b. DOI: 10.5935/1806-6690.20200062
MARTINS FILHO, S.; SILVA, F. F.; CARNEIRO, A. P. S.; MUNIZ, J. A. Abordagem Bayesiana das curvas de crescimento de duas cultivares de feijoeiro. Ciência Rural, v. 38, p. 1516-1521, 2008.
MATOS, E. S.; MENDONÇA, E. S.; LIMA, P. C.; COELHO, M. S.; MATEUS, R. F.; CARDOSO, I. M. Green manure in coffee systems in the region of Zona da Mata, Minas Gerais: characteristics and kinetics of carbon and nitrogen mineralization. Revista Brasileira de Ciência do Solo, v. 32, p. 2027-2035, 2008.
MIRANDA, L. F.; FRÜHAUF, A. C.; LIMA, K. P.; SILVA, E. M.; MUNIZ, J. A. Nonlinear models to describe the growth of Jatropha plant (Jatropha curcas L.). Revista Ciência Agronômica, v. 52, p. 1-9, 2021. DOI: 10.5935/1806-6690.20210061
MISCHAN, M. M.; PINHO, S. Z. Modelos não lineares: funções assintóticas de crescimento. São Paulo: Cultura Acadêmica, 2014.
MONTEIRO, H. C. F.; CANTARUTTI, R. B.; NASCIMENTO JUNIOR, D.; REGAZZI, A. J.; FONSECA, D. M. Dinâmica e mineralização de nitrogênio em função da qualidade de resíduos de gramíneas e leguminosas forrageiras. Revista Brasileira de Zootecnia, v. 31, n. 3, p. 1092-1102, 2002.
OLIVEIRA, W. S. J.; SILVA, C. A.; MUNIZ, J. A.; SAVIAN, T. V. Mineralização de nitrogênio em latossolos adubados com resíduos orgânicos. Revista Brasileira de Ciência do Solo, v. 37, p. 715-725, 2013.
PAULA, G. S.; SILVA, E. M.; FURTADO, T. D. R.; FRÜHAUF, 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.; FRÜHAUF, 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. DOI: http://dx.doi.org/10.18406/2316-1817v12n320201466
PEREIRA, J. M.; MUNIZ, J. A.; SÁFADI, T.; SILVA, C. A. Comparação entre modelos para predição do nitrogênio mineralizado: uma abordagem bayesiana. Ciência e Agrotecnologia, v. 33, p. 1792-1797, 2009.
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.
PEREIRA, N. S.; SOARES, I.; MIRANDA, F. R. Decomposition and nutrient release of leguminous green manure species in the Jaguaribe-Apodi region, Ceará, Brazil. Ciência Rural, v. 46, n. 6, p. 970-975, 2016.
PRADO, T. K. L. do; SAVIAN, T. V.; FERNANDES, T. J.; MUNIZ, J. A. Study on the growth curve of the internal cavity of ‘Dwarf green’ coconut fruits. Revista Ciência Agronômica, v. 51, p. 1-7, 2020. DOI: 10.5935/1806-6690.20200041
PULROLNIK, K. Transformações do carbono no solo. Planaltina, DF: Embrapa Cerrados, p. 1-36, 2009. Disponível em: <http://www.infoteca.cnptia.embrapa.br/ infoteca/handle/doc/664366>. Acessado em: 10 jul. 2020.
R DEVELOPMENT CORE TEAM. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, 2022.
RIBEIRO, T. D.; MATTOS, R. W. P.; MORAIS, A. R. de; MUNIZ, J. A. Description of the growth of pequi fruits by nonlinear models. Revista Brasileira de Fruticultura, v. 40, p. 1-11, 2018. DOI: https://doi.org/10.1590/0100-29452018949
RODRIGUES, G. B.; SÁ, M. E.; VALÉRIO FILHO, W. V. V.; BUZETTI, S.; BERTOLIN, D. C.; PINA, T. P. Matéria e nutrientes da parte aérea de adubos verdes em cultivos exclusivo e consorciado. Revista Ceres, v. 59, n. 3, p. 380-385, 2012.
SARI, B. G.; OLIVOTO, T.; DIEL, M. I.; KRYSCZUN, D. K.; LÚCIO, A. D. C.; SAVIAN, T. V. Nonlinear modeling for analyzing data from multiple harvest crops. Agronomy Journal, v. 110, n. 6, p. 2331-2342, 2018. DOI: doi.org/10.2134/agronj2018.05.0307
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. DOI: http://dx.doi.org/10.18406/2316-1817v11n220191299
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. DOI: http://dx.doi.org/10.18406/2316-1817v11n220191287
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. DOI: http://dx.doi.org/10.18406/2316-1817v12n420201484
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, v. 42, p. 1-11, 2020b. DOI: http://dx.doi.org /10.1590/0100-29452020177
SILVA, E. M. da; FRÜHAUF, A. C.; SILVA, E. M.; MUNIZ, J. A.; FERNANDES, T. J.; SILVA, V. F. da. Evaluation of the critical points of the most adequate nonlinear model in adjusting growth data of ‘green dwarf’ coconut fruits. Revista Brasileira de Fruticultura, v. 43, p. 1-11, 2021a. DOI: http://dx.doi.org /10.1590/0100-29452021726
SILVA, W da S. e; FERNANDES, F. A.; MUNIZ, F. R.; MUNIZ, J. A.; FERNANDES, T. J. Eucalyptus grandis x Eucalyptus urophylla growth curve in diferente site classifications, considering residual autocorrelation. Revista Brasileira de Biometria, v. 39, p. 122-138, 2021b. DOI: https://doi.org/10.28951/rbb.v39i1.511
SILVA, E. M.; JANE, S. A.; FERNANDES, F. A.; SILVA, É, M.; MUNIZ, J. A.; FERNANDES, T. J. Stanford & Smith nonlinear model in the description of CO2 evolved from soil treated with swine manure: maximum entropy prior. Acta Scientiarum. Technology, v. 45, p. 1-11, 2022. DOI: 10.4025/actascitechnol.v45i1.56360
SILVEIRA, S. C; MUNIZ, J. A.; SOUSA, F. A.; CAMPOS, A. T. Non-linear models adjusted to the accumulated production of biogas originating from swine deep bedding. Revista Agrogeoambiental, v. 10, n. 3, p. 91-103, 2018. Available at: https://agrogeoambiental.ifsuldeminas.edu.br/index.php/Agrogeoambiental/article/view/1168/pdf. Access em: 26 nov. 2019.
SOUZA, E. M.; MUNIZ, J. A.; MARCHI, G.; GUILHERME, L. R. G. Modelagem não-linear da extração de zinco de um lodo de esgoto. Acta Scientiarum. Technology, v. 32, p. 193-199, 2010.
TEODORO, R. B.; OLIVEIRA, F. L.; SILVA, D. M. N.; FÁVERO, C.; QUARESMA, M. A. L. Aspectos agronômicos de leguminosas para adubação verde no cerrado do alto vale do Jequitinhonha. Revista Brasileira de Ciência do Solo, v. 35, p. 635-643, 2011.
THÖNNISEN, C.; MIDMORE, D. J.; LADHA, J. K.; OLK, D. C.; SCHMIDHALTER, U. Legume decomposition and nitrogen release when applied as green manures to tropical vegetable production systems. Agronomy Journal, v. 92, p. 253-260, 2000.
VILELA, M. S. L.; SILVA, E. M.; FRÜHAUF, A. C.; SILVA, É. M.; MUNIZ, J. A.; FERNANDES, T. J. Comparison of nonlinear models for the description of carbon mineralization in degraded pasture soil and in soils with plant cover. Revista Agrogeoambiental, v. 14, p. 1-12, 2022.
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) 2023 Edilson Marcelino Silva, Ariana Campos Frühauf, 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.