Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula

Outliers are frequent in CO<sub>2</sub> and CH<sub>4</sub> observations at rural sites. The aim of this paper is to establish a procedure based on the lag-1 autocorrelation to form measurement groups, some of which include outliers, and the rest include regular measurements....

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Main Authors: Isidro A. Pérez, M. Luisa Sánchez, M. Ángeles García, Nuria Pardo, Beatriz Fernández-Duque
Format: Article
Language:English
Published: MDPI AG 2020-07-01
Series:Atmosphere
Subjects:
Online Access:https://www.mdpi.com/2073-4433/11/7/769
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spelling doaj-0135cfc5c0654845b04a82ec3a0aaca32020-11-25T02:58:33ZengMDPI AGAtmosphere2073-44332020-07-011176976910.3390/atmos11070769Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian PeninsulaIsidro A. Pérez0M. Luisa Sánchez1M. Ángeles García2Nuria Pardo3Beatriz Fernández-Duque4Department of Applied Physics, Faculty of Sciences, University of Valladolid, Paseo de Belén, 7, 47011 Valladolid, SpainDepartment of Applied Physics, Faculty of Sciences, University of Valladolid, Paseo de Belén, 7, 47011 Valladolid, SpainDepartment of Applied Physics, Faculty of Sciences, University of Valladolid, Paseo de Belén, 7, 47011 Valladolid, SpainDepartment of Applied Physics, Faculty of Sciences, University of Valladolid, Paseo de Belén, 7, 47011 Valladolid, SpainDepartment of Applied Physics, Faculty of Sciences, University of Valladolid, Paseo de Belén, 7, 47011 Valladolid, SpainOutliers are frequent in CO<sub>2</sub> and CH<sub>4</sub> observations at rural sites. The aim of this paper is to establish a procedure based on the lag-1 autocorrelation to form measurement groups, some of which include outliers, and the rest include regular measurements. Once observations are classified, a second objective is to determine the number of harmonics in order to suitably describe the annual evolution of both gases. Monthly CO<sub>2</sub> and CH<sub>4</sub> percentiles were calculated over a six-year period. Linear trends for most of the percentiles were around 2.24 and 0.0097 ppm year<sup>−1</sup>, and the interquartile ranges of residuals calculated from detrended concentrations were 6 and 0.02 ppm for CO<sub>2</sub> and CH<sub>4</sub>, respectively. Five concentration groups were proposed for CO<sub>2</sub> and six were proposed for CH<sub>4</sub> from the lag-1 autocorrelation applied to detrended observations. Monthly medians were calculated in each group, and combinations of harmonics were applied in an effort to fit the annual cycle. Finally, adding annual and semi-annual harmonics successfully described the cycle where one step was observed in the concentration decrease in spring, not only for high CO<sub>2</sub> percentiles but also for low CH<sub>4</sub> percentiles.https://www.mdpi.com/2073-4433/11/7/769Autocorrelation functionharmonic analysisgreenhouse gasesoutliersrural site
collection DOAJ
language English
format Article
sources DOAJ
author Isidro A. Pérez
M. Luisa Sánchez
M. Ángeles García
Nuria Pardo
Beatriz Fernández-Duque
spellingShingle Isidro A. Pérez
M. Luisa Sánchez
M. Ángeles García
Nuria Pardo
Beatriz Fernández-Duque
Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula
Atmosphere
Autocorrelation function
harmonic analysis
greenhouse gases
outliers
rural site
author_facet Isidro A. Pérez
M. Luisa Sánchez
M. Ángeles García
Nuria Pardo
Beatriz Fernández-Duque
author_sort Isidro A. Pérez
title Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula
title_short Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula
title_full Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula
title_fullStr Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula
title_full_unstemmed Statistical Analysis of the CO<sub>2</sub> and CH<sub>4</sub> Annual Cycle on the Northern Plateau of the Iberian Peninsula
title_sort statistical analysis of the co<sub>2</sub> and ch<sub>4</sub> annual cycle on the northern plateau of the iberian peninsula
publisher MDPI AG
series Atmosphere
issn 2073-4433
publishDate 2020-07-01
description Outliers are frequent in CO<sub>2</sub> and CH<sub>4</sub> observations at rural sites. The aim of this paper is to establish a procedure based on the lag-1 autocorrelation to form measurement groups, some of which include outliers, and the rest include regular measurements. Once observations are classified, a second objective is to determine the number of harmonics in order to suitably describe the annual evolution of both gases. Monthly CO<sub>2</sub> and CH<sub>4</sub> percentiles were calculated over a six-year period. Linear trends for most of the percentiles were around 2.24 and 0.0097 ppm year<sup>−1</sup>, and the interquartile ranges of residuals calculated from detrended concentrations were 6 and 0.02 ppm for CO<sub>2</sub> and CH<sub>4</sub>, respectively. Five concentration groups were proposed for CO<sub>2</sub> and six were proposed for CH<sub>4</sub> from the lag-1 autocorrelation applied to detrended observations. Monthly medians were calculated in each group, and combinations of harmonics were applied in an effort to fit the annual cycle. Finally, adding annual and semi-annual harmonics successfully described the cycle where one step was observed in the concentration decrease in spring, not only for high CO<sub>2</sub> percentiles but also for low CH<sub>4</sub> percentiles.
topic Autocorrelation function
harmonic analysis
greenhouse gases
outliers
rural site
url https://www.mdpi.com/2073-4433/11/7/769
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