Nonlinear modeling of carbon dynamics in soil treated with tannery sludge
DOI:
https://doi.org/10.18406/2316-1817v15nunico20231759Keywords:
Stanford & Smith, Cabrera, Juma, RegressionAbstract
In 2020, the Brazilian commercial cattle herd was the largest in the world, representing 14.3% of the worldwide herd, with
201.7 million heads. Although this activity yields significant profits, contributing to the economic and social development of
Brazil, it has been the target of concerns, mainly due to the large production of waste/effluents associated to bovine leather
processing. In this scenario, mineralization is important because nutrients essential for plant growth are released during
the process of organic waste decomposition, and the dynamics of carbon release can be described by nonlinear regression
models. Thus, this study aimed to model the mineralization of organic carbon in the soil for 6, 12, 24, and 36 megagrams
doses per hectare (Mg ha−1) of tannery sludge using the Stanford & Smith, Cabrera, and Juma nonlinear models. Very clayey
soil samples were used: eutroferric red nitosol (NVef). Mineralized carbon was measured in 21 observations over time until
the 105th day of incubation. Parameters were estimated using the least squares method. Adjustments were compared using
the corrected Akaike information criterion (AICc) and the adjusted coefficient of determination (R2
aj) as selection criteria. The Cabrera model had the best adjustments for doses 6, 12, and 24 Mg ha−1 and Juma for dose 36 Mg ha−1, based on the selection criteria used. Although the Stanford & Smith model is the most widely used in the literature to model soil carbon dynamics, its use was not the most appropriate for any of the doses evaluated in this study. The higher the dose of tannery
sludge, the greater the amount of potentially mineralizable carbon.
References
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
BRASIL. Lei nº 6.938 de 31 de agosto de 1981. Diário Oficial da União. Dispõe sobre a política nacional do meio ambiente, seus fins e mecanismos de formulação e aplicação, e dá outras providencias. Brasília, DF, 1981.
BRITO, G. A. Impactos Ambientais Gerados pelos Curtumes. Disponível em: <http://www.coloquiomoda.com.br/anais/Coloquio%20de%20Moda%20%202013/ARTIGOS-DE-GT/Artigo-GT-Moda-e-Sustentabilidade/Impactos-ambientais-gerados-pelos-curtumes.pdf>. Acesso em: 10 jul. 2022.
CABRERA, M. L. Modeling the flush of nitrogen mineralization caused by drying and rewetting soils. Soil Science Society of America Journal, Fayetteville, v. 57, p. 63-66, 1993.
CICB. Centro das Indústrias de curtumes do Brasil (2019). Exportações brasileiras de couros e peles. Disponível em: <http://cicb.org.br/storage/files/repositories/ phpyx41FX-total-expdez19-vr.pdf>. Acesso em: 10 jul. 2022.
DRAPER, N. R.; SMITH, H. Aplied regression analisys, 3rd ed, reprint, New York: J. Wiley, 2014.
FEITOSA, M. M. et al. Mineralização do carbono de composto de orgânico proveniente de resíduos da produção e abate de pequenos ruminantes em Neossolo Fúlvio. 2015. XXXV Congresso Brasileiro de Ciência do Solo. Natal – RN.
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, F. A.; SILVA, M. A. J. G.; SILVA, W. D.; FERNANDES, T. J.; MUNIZ, J. A. Cross-sectional and longitudinal method for describing growth curve of rabbits. Arquivo Brasileiro de Medicina Veterinária e Zootecnia, v. 74, n. 4, p. 731-740, 2022a. DOI: http://dx.doi.org/10.1590/1678-4162-12534
FERNANDES, J. G.; SILVA, E. M.; FURTADO, T. D. R.; FERNANDES, T. J.; MUNIZ, J. A. Description of the peach fruit growth curve by diphasic sigmoidal nonlinear models. Revista Brasileira de Fruticultura, v. 44, p. 1-10, 2022b. DOI: http://dx.doi.org /10.1590/0100-29452022875
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
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.; 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, 2020a. DOI: 10.5935/1806-6690.20200062
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, 2020b. DOI: http://dx.doi.org/10.1590/0103-8478cr20190408
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.
KONRAD, E. E.; CASTILHOS, D. D. Alterações químicas do solo e crescimento do milho decorrentes da adição de lodos de curtume. Revista Brasileira de Ciência do solo, Viçosa, v. 26, p. 257-265, 2002.
MANZONI, S.; PORPORATO, A. A. theoretical analysis of nonlinearities and feedbacks in soilcarbon and nitrogen cycles. Soil Biology & Biochemistry, v. 39, p. 1542–1556, 2007.
MARTINES, A. M.; ANDRADE, C. A.; CARDOSO, E. J. B. N. Mineralização do carbono orgânico em solos tratados com lodo de curtume. 2006. 41 vol. 7 n. p.1149-1155. Pesquisa Agropecuária Brasileira. Brasília, 2006.
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
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, J. R. Mineralização de resíduos orgânicos no solo em condições de campo. 2012. 33 p. Doutorado (Tese em Engenharia Agrícola) – Universidade Federal de Viçosa, Viçosa, 2012.
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, A. A.; SILVA, E. M.; FERNANDES, T. J.; MORAIS, A. R.; SÁFADI, T.; MUNIZ, J. A. Bayesian modeling of the coffee tree growth curve. Ciência Rural, v. 52, n. 9, p. 1-10, 2022. DOI: http://doi.org/10.1590/0103-8478cr20210275
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.; SAVIAN, T. V.; FERNANDES, T. J.; MUNIZ, J. A. The use of the nonlinear models in the growth of pears of “Shinseiki” cultivar. Ciência Rural, v. 48, n. 1, p. 1-7, 2018a. Available at: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782018000100202. Access em: 20 dez. 2019.
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, 2018b. DOI: https://doi.org/10.1590/0100-29452018949
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.; FURTADO, T. D. R.; FRÜHAUF, A. C.; MUNIZ, J. A.; FERNANDES, T. J. Bayesian approach to the zinc extraction curve of soil with sewage sludge. Acta Scientiarum. Technology, v. 42, p. 1-9, 2020c. DOI: 10.4025/actascitechnol.v42i1.46893
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
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.
STANFORD, G.; SMITH, S. J. Nitrogen mineralization potentials of soil. Soil Science Society of America Journal, Madison, v. 36, n. 3, p. 465-471, 1972.
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, (no prelo), 2022.
YOUNGQUIST, C. Understanding Soil Carbon Dynamics. Acres USA. Greeley. Vol. 47, No.12, 2017.
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
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