Detection of outliers in water quality monitoring samples using functional data analysis in San Esteban estuary (Northern Spain)

2012 ◽  
Vol 439 ◽  
pp. 54-61 ◽  
Author(s):  
C. Díaz Muñiz ◽  
P.J. García Nieto ◽  
J.R. Alonso Fernández ◽  
J. Martínez Torres ◽  
J. Taboada
Proceedings ◽  
2018 ◽  
Vol 2 (23) ◽  
pp. 1473 ◽  
Author(s):  
Fernando Sánchez Lasheras ◽  
Celestino Ordóñez Galán ◽  
Paulino José García Nieto ◽  
Esperanza García-Gonzalo

The present research uses two different functional data analysis methods called functional high-density region (HDR) boxplot and functional bagplot. Both methodologies were applied for the outlier detection in the time pollutant emissions curves that were built using as inputs the discrete information available from an air quality monitoring data record station. Although the record of pollutant emissions is made in a discrete way, these methodologies consider pollutant emissions over time as curves, with outliers obtained by a comparison of curves instead of vectors. Then the concept of outlier passes from been a point to a curve that employed the functional depth as the indicator of curve distances. In this study, the referred methodologies are applied to the detection of outliers in pollutant emissions from the Soto de Ribera coal-fired plant which is in the nearby of the city of Oviedo, located in the Principality of Asturias, Spain. Finally, the advantages of the functional method are reported.


2015 ◽  
Vol 48 (2) ◽  
pp. 163-186 ◽  
Author(s):  
J. Sancho ◽  
C. Iglesias ◽  
J. Piñeiro ◽  
J. Martínez ◽  
J. J. Pastor ◽  
...  

2014 ◽  
Vol 241 ◽  
pp. 1-10 ◽  
Author(s):  
J. Martínez ◽  
Á. Saavedra ◽  
P.J. García-Nieto ◽  
J.I. Piñeiro ◽  
C. Iglesias ◽  
...  

2011 ◽  
Vol 186 (1) ◽  
pp. 144-149 ◽  
Author(s):  
J. Martínez Torres ◽  
P.J. Garcia Nieto ◽  
L. Alejano ◽  
A.N. Reyes

2015 ◽  
Vol 57 ◽  
pp. 249-258 ◽  
Author(s):  
Feng Yan ◽  
Ling Liu ◽  
Yanfeng Li ◽  
You Zhang ◽  
Musong Chen ◽  
...  

2011 ◽  
Vol 137 (4) ◽  
pp. 150-155 ◽  
Author(s):  
C. Ordoñez ◽  
J. Martínez ◽  
J. R. Rodríguez-Pérez ◽  
A. Reyes

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