Articles | Volume 22, issue 13
https://doi.org/10.5194/acp-22-9111-2022
https://doi.org/10.5194/acp-22-9111-2022
Research article
 | 
14 Jul 2022
Research article |  | 14 Jul 2022

A model for simultaneous evaluation of NO2, O3, and PM10 pollution in urban and rural areas: handling incomplete data sets with multivariate curve resolution analysis

Eva Gorrochategui, Isabel Hernandez, and Romà Tauler

Related subject area

Subject: Gases | Research Activity: Atmospheric Modelling and Data Analysis | Altitude Range: Troposphere | Science Focus: Chemistry (chemical composition and reactions)
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Cited articles

Abdollahi, H. and Tauler, R.: Uniqueness and rotation ambiguities in Multivariate Curve Resolution methods, Chemom. Intell. Lab. Syst., 108, 100–111, https://doi.org/10.1016/J.CHEMOLAB.2011.05.009, 2011. 
Alier, M., and Tauler, R.: Multivariate Curve Resolution of incomplete data mulsisets, Chemom. Intell. Lab. Syst., 127, 17–28, https://doi.org/10.1016/j.chemolab.2013.05.006, 2013. 
Alier, M., Felipe, M., Hernández, I., and Tauler, R.: Trilinearity and component interaction constraints in the multivariate curve resolution investigation of NO and O3 pollution in Barcelona, Anal. Bioanal. Chem., 399, 2015–2029, https://doi.org/10.1007/s00216-010-4458-1, 2011. 
Bro, R. and De Jong, S.: A Fast Non-Negativity-Constrained Least Squares Algorithm, J. Chemometr., 11, 393–401, 1997. 
Crutzen, P. J.: The role of NO and NO2 in the chemistry of the troposphere and stratosphere, Ann. Rev. Earth Planet. Sci, 7, 443–72, 1979. 
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Short summary
A multiway methodology is proposed to handle complex and incomplete atmospheric data sets, providing concise and easily interpretable results. Changes in air quality by NO2, O3 and PM10 in 8 sampling stations located in Catalonia during the COVID-19 lockdown with respect to previous years (2018 and 2019) are investigated. Simultaneous analysis of the 3 contaminants among the 8 stations and for the 3 years allows the evaluation of correlations among the pollutants, even when having missing data.
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