[707] - Bias Correction Techniques to Improve Air Quality Ensemble Predictions: Focus on O3 and PM Over Portugal
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| Citation | ||
| Monteiro, A., Elbern, H., Ribeiro, I., Tchepel, O., Sa, E., Ferreira, J., Carvalho, A., Martins, V., Strunk, A., Galmarini, S., Schaap, M., Builtjes, P., Miranda, A. I., Borrego, C., 2013. Bias Correction Techniques to Improve Air Quality Ensemble Predictions: Focus on O3 and PM Over Portugal. Environmental Modeling and Assessment, 18 (5), 533 - 546. DOI: 10.1007/s10666-013-9358-2. | ||
| Identification | ||
| Title(s): | Main Title: Bias Correction Techniques to Improve Air Quality Ensemble Predictions: Focus on O3 and PM Over Portugal | |
| Description(s): | Abstract: Five air quality models were applied over Portugal for July 2006 and used as ensemble members. Each model was used, with its original set up in terms of meteorology, parameterizations, boundary conditions and chemical mechanisms, but with the same emission data. The validation of the individual models and the ensemble of ozone (O3) and particulate matter (PM) is performed using monitoring data from 22 background sites. The ensemble approach, based on the mean and median of the five models, did not improve significantly the skill scores due to large deviations in each ensemble member. Different bias correction techniques, including a subtraction of the mean bias and a multiplicative ratio adjustment, were implemented and analysed. The obtained datasets were compared against the individual modelled outputs using the bias, the root mean square error (RMSE) and the correlation coefficient. The applied bias correction techniques also improved the skill of the individual models and work equally well over the entire range of observed O3 and PM values. The obtained results revealed that the best bias correction technique was the ratio adjustment with a 4-day training period, demonstrating significant improvements for both analysed pollutants. The increase in the ensemble skill found comprehends a bias reduction of 88 % for O3, and 92 % for PM10, and also a decrease in 23 % for O3 and 43 % for PM10 in what concerns the RMSE. In addition, a spatial bias correction approach was also examined with successful skills comparing to the uncorrected ensemble for both pollutants. | |
| Identifier(s): | DOI: 10.1007/s10666-013-9358-2 | |
| Responsible Party | ||
| Creator(s): | Author: Alexandra Monteiro Author: Hendrik Elbern Author: Isabel Ribeiro Author: Oxana Tchepel Author: Elisa Sa Author: Joana Ferreira Author: Anabela Carvalho Author: Vera Martins Author: Achim Strunk Author: Stefano Galmarini Author: Martijn Schaap Author: Peter Builtjes Author: Ana Isabel Miranda Author: Carlos Borrego | |
| Publisher: | Springer Netherlands | |
| Topic | ||
| TR32 Topic: | Atmosphere | |
| Subject(s): | CRC/TR32 Keywords: Air Quality Modelling, Additive Bias Correction, Multiplicative Bias Correction, Spatial Bias Correction | |
| File Details | ||
| File Name: | 2012_Monteiro_EnvironModAssess.pdf | |
| Data Type: | Text | |
| Size(s): | 14 Pages | |
| File Size: | 1228 kB (1.199 MB) | |
| Date(s): | Date Accepted: 2013-02-04 Issued: 2013-02-15 | |
| Mime Type: | application/pdf | |
| Data Format: | ||
| Language: | English | |
| Status: | Completed | |
| Constraints | ||
| Download Permission: | OnlyTR32 | |
| General Access and Use Conditions: | For internal use only | |
| Access Limitations: | For internal use only | |
| Licence: | TR32DB Data policy agreement | |
| Geographic | ||
| North: | - |  |
| East: | - | |
| South: | - | |
| West: | - | |
| Measurement Region: | Other | |
| Measurement Location: | --Other-- | |
| Specific Informations - Publication | ||
| Status: | Published | |
| Review: | PeerReview | |
| Year: | 2013 | |
| Type: | Article | |
| Article Type: | Journal | |
| Source: | Environmental Modeling and Assessment | |
| Issue: | 5 | |
| Volume: | 18 | |
| Number Of Pages: | 14 | |
| Page Range: | 533 - 546 | |
| Metadata Details | ||
| Metadata Creator: | Hendrik Elbern | |
| Metadata Created: | 2013-12-03 | |
| Metadata Last Updated: | 2013-12-12 | |
| Subproject: | D3 | |
| Funding Phase: | 2 | |
| Metadata Language: | English | |
| Metadata Version: | V40 | |
| Dataset Metrics | ||
| Page Visits: | 123 | |
| Metadata Downloads: | 0 | |
| Dataset Downloads: | 2 | |
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