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Spatial mapping of ground-based observations of total ozone
- Source :
- Atmospheric Measurement Techniques, Vol 8, Iss 10, Pp 4487-4505 (2015)
- Publication Year :
- 2018
-
Abstract
- Total column ozone variations estimated using ground-based stations provide important independent source of information in addition to satellite-based estimates. This estimation has been vigorously challenged by data inhomogeneity in time and by the irregularity of the spatial distribution of stations, as well as by interruptions in observation records. Furthermore, some stations have calibration issues and thus observations may drift. In this paper we compare the spatial interpolation of ozone levels using the novel stochastic partial differential equation (SPDE) approach with the covariance-based kriging. We show how these new spatial predictions are more accurate, less uncertain and more robust. We construct long-term zonal means to investigate the robustness against the absence of measurements at some stations as well as instruments drifts. We conclude that time series analyzes can benefit from the SPDE approach compared to the covariance-based kriging when stations are missing, but the positive impact of the technique is less pronounced in the case of drifts.
- Subjects :
- Atmospheric Science
Meteorology
Calibration (statistics)
Chemistry
lcsh:TA715-787
lcsh:Earthwork. Foundations
Covariance
Spatial distribution
Multivariate interpolation
lcsh:Environmental engineering
Stochastic partial differential equation
Robustness (computer science)
Kriging
Satellite
lcsh:TA170-171
Subjects
Details
- Language :
- English
- ISSN :
- 18678548
- Database :
- OpenAIRE
- Journal :
- Atmospheric Measurement Techniques, Vol 8, Iss 10, Pp 4487-4505 (2015)
- Accession number :
- edsair.doi.dedup.....d38250ccf63fad2d6cb3c1bec67d49bf