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Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands

Trapezoidal integration by linear interpolation of data points is by far the most commonly used method of cumulative flux calculations of nitrous oxide (N(2)O) in studies that use flux chambers; however, this method is incapable of providing accurate uncertainty estimates. A Bayesian approach was us...

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Autores principales: Cowan, N., Levy, P., Drewer, J., Carswell, A., Shaw, R., Simmons, I., Bache, C., Marinheiro, J., Brichet, J., Sanchez-Rodriguez, A.R., Cotton, J., Hill, P.W., Chadwick, D.R., Jones, D.L., Misselbrook, T.H., Skiba, U.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6520472/
https://www.ncbi.nlm.nih.gov/pubmed/31078005
http://dx.doi.org/10.1016/j.envint.2019.04.054
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author Cowan, N.
Levy, P.
Drewer, J.
Carswell, A.
Shaw, R.
Simmons, I.
Bache, C.
Marinheiro, J.
Brichet, J.
Sanchez-Rodriguez, A.R.
Cotton, J.
Hill, P.W.
Chadwick, D.R.
Jones, D.L.
Misselbrook, T.H.
Skiba, U.
author_facet Cowan, N.
Levy, P.
Drewer, J.
Carswell, A.
Shaw, R.
Simmons, I.
Bache, C.
Marinheiro, J.
Brichet, J.
Sanchez-Rodriguez, A.R.
Cotton, J.
Hill, P.W.
Chadwick, D.R.
Jones, D.L.
Misselbrook, T.H.
Skiba, U.
author_sort Cowan, N.
collection PubMed
description Trapezoidal integration by linear interpolation of data points is by far the most commonly used method of cumulative flux calculations of nitrous oxide (N(2)O) in studies that use flux chambers; however, this method is incapable of providing accurate uncertainty estimates. A Bayesian approach was used to calculate N(2)O emission factors (EFs) and their associated uncertainties from flux chamber measurements made after the application of nitrogen fertilisers, in the form of ammonium nitrate (AN), urea (Ur) and urea treated with Agrotain® urease inhibitor (UI) at four grassland sites in the UK. The comparison between the cumulative fluxes estimated using the Bayesian and linear interpolation methods were broadly similar (R(2) = 0.79); however, the Bayesian method was capable of providing realistic uncertainties when a limited number of data points is available. The study reports mean EF values (and 95% confidence intervals) of 0.60 ± 0.63, 0.29 ± 0.22 and 0.26 ± 0.17% of applied N emitted as N(2)O for the AN, Ur and UI treatments, respectively. There was no significant difference between N(2)O emissions from the Ur and UI treatments. In the case of the automatic chamber data collected at one site in this study, the data did not fit the log-normal model, implying that more complex models may be needed, particularly for measurement data with high temporal resolution.
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spelling pubmed-65204722019-07-01 Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands Cowan, N. Levy, P. Drewer, J. Carswell, A. Shaw, R. Simmons, I. Bache, C. Marinheiro, J. Brichet, J. Sanchez-Rodriguez, A.R. Cotton, J. Hill, P.W. Chadwick, D.R. Jones, D.L. Misselbrook, T.H. Skiba, U. Environ Int Article Trapezoidal integration by linear interpolation of data points is by far the most commonly used method of cumulative flux calculations of nitrous oxide (N(2)O) in studies that use flux chambers; however, this method is incapable of providing accurate uncertainty estimates. A Bayesian approach was used to calculate N(2)O emission factors (EFs) and their associated uncertainties from flux chamber measurements made after the application of nitrogen fertilisers, in the form of ammonium nitrate (AN), urea (Ur) and urea treated with Agrotain® urease inhibitor (UI) at four grassland sites in the UK. The comparison between the cumulative fluxes estimated using the Bayesian and linear interpolation methods were broadly similar (R(2) = 0.79); however, the Bayesian method was capable of providing realistic uncertainties when a limited number of data points is available. The study reports mean EF values (and 95% confidence intervals) of 0.60 ± 0.63, 0.29 ± 0.22 and 0.26 ± 0.17% of applied N emitted as N(2)O for the AN, Ur and UI treatments, respectively. There was no significant difference between N(2)O emissions from the Ur and UI treatments. In the case of the automatic chamber data collected at one site in this study, the data did not fit the log-normal model, implying that more complex models may be needed, particularly for measurement data with high temporal resolution. Elsevier Science 2019-07 /pmc/articles/PMC6520472/ /pubmed/31078005 http://dx.doi.org/10.1016/j.envint.2019.04.054 Text en © 2019 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Cowan, N.
Levy, P.
Drewer, J.
Carswell, A.
Shaw, R.
Simmons, I.
Bache, C.
Marinheiro, J.
Brichet, J.
Sanchez-Rodriguez, A.R.
Cotton, J.
Hill, P.W.
Chadwick, D.R.
Jones, D.L.
Misselbrook, T.H.
Skiba, U.
Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands
title Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands
title_full Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands
title_fullStr Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands
title_full_unstemmed Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands
title_short Application of Bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on UK grasslands
title_sort application of bayesian statistics to estimate nitrous oxide emission factors of three nitrogen fertilisers on uk grasslands
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6520472/
https://www.ncbi.nlm.nih.gov/pubmed/31078005
http://dx.doi.org/10.1016/j.envint.2019.04.054
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