Literature DB >> 25414030

Air quality modeling in the Oviedo urban area (NW Spain) by using multivariate adaptive regression splines.

P J García Nieto1, J C Álvarez Antón, J A Vilán Vilán, E García-Gonzalo.   

Abstract

The aim of this research work is to build a regression model of air quality by using the multivariate adaptive regression splines (MARS) technique in the Oviedo urban area (northern Spain) at a local scale. To accomplish the objective of this study, the experimental data set made up of nitrogen oxides (NO x ), carbon monoxide (CO), sulfur dioxide (SO2), ozone (O3), and dust (PM10) was collected over 3 years (2006-2008). The US National Ambient Air Quality Standards (NAAQS) establishes the limit values of the main pollutants in the atmosphere in order to ensure the health of healthy people. Firstly, this MARS regression model captures the main perception of statistical learning theory in order to obtain a good prediction of the dependence among the main pollutants in the Oviedo urban area. Secondly, the main advantages of MARS are its capacity to produce simple, easy-to-interpret models, its ability to estimate the contributions of the input variables, and its computational efficiency. Finally, on the basis of these numerical calculations, using the MARS technique, conclusions of this research work are exposed.

Entities:  

Mesh:

Substances:

Year:  2014        PMID: 25414030     DOI: 10.1007/s11356-014-3800-0

Source DB:  PubMed          Journal:  Environ Sci Pollut Res Int        ISSN: 0944-1344            Impact factor:   4.223


  13 in total

1.  Asthma admissions and thunderstorms: a study of pollen, fungal spores, rainfall, and ozone.

Authors:  W Anderson; G J Prescott; S Packham; J Mullins; M Brookes; A Seaton
Journal:  QJM       Date:  2001-08

2.  Evaluation of some air pollution indicators in Turkey.

Authors:  T Elbir; A Müezzinoğlu; A Bayram
Journal:  Environ Int       Date:  2000-08       Impact factor: 9.621

3.  Parametric study of selective removal of atmospheric aerosol by coagulation, condensation and gravitational settling.

Authors:  P J García-Nieto
Journal:  Int J Environ Health Res       Date:  2001-06       Impact factor: 3.411

4.  A new improved study of cyanotoxins presence from experimental cyanobacteria concentrations in the Trasona reservoir (Northern Spain) using the MARS technique.

Authors:  P J García Nieto; J R Alonso Fernández; F Sánchez Lasheras; F J de Cos Juez; C Díaz Muñiz
Journal:  Sci Total Environ       Date:  2012-05-24       Impact factor: 7.963

5.  Statistical characterization of atmospheric PM10 and PM2.5 concentrations at a non-impacted suburban site of Istanbul, Turkey.

Authors:  Ferhat Karaca; Omar Alagha; Ferruh Ertürk
Journal:  Chemosphere       Date:  2005-01-07       Impact factor: 7.086

6.  Study of the evolution of aerosol emissions from coal-fired power plants due to coagulation, condensation, and gravtitational settling and health impact.

Authors:  P J García-Nieto
Journal:  J Environ Manage       Date:  2005-12-05       Impact factor: 6.789

7.  Study of cyanotoxins presence from experimental cyanobacteria concentrations using a new data mining methodology based on multivariate adaptive regression splines in Trasona reservoir (Northern Spain).

Authors:  P J Garcia Nieto; F Sánchez Lasheras; F J de Cos Juez; J R Alonso Fernández
Journal:  J Hazard Mater       Date:  2011-08-27       Impact factor: 10.588

8.  An introduction to multivariate adaptive regression splines.

Authors:  J H Friedman; C B Roosen
Journal:  Stat Methods Med Res       Date:  1995-09       Impact factor: 3.021

9.  Long-term ozone exposure and mortality.

Authors:  Michael Jerrett; Richard T Burnett; C Arden Pope; Kazuhiko Ito; George Thurston; Daniel Krewski; Yuanli Shi; Eugenia Calle; Michael Thun
Journal:  N Engl J Med       Date:  2009-03-12       Impact factor: 91.245

10.  Persistent endothelial dysfunction in humans after diesel exhaust inhalation.

Authors:  Håkan Törnqvist; Nicholas L Mills; Manuel Gonzalez; Mark R Miller; Simon D Robinson; Ian L Megson; William Macnee; Ken Donaldson; Stefan Söderberg; David E Newby; Thomas Sandström; Anders Blomberg
Journal:  Am J Respir Crit Care Med       Date:  2007-04-19       Impact factor: 21.405

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.