The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts
<p>A new object-oriented method has been developed to detect hazardous phenomena predicted by Numerical Weather Prediction (NWP) models. This method, called similarity-based method, is looking for specific meteorological objects in the forecasts, which are defined by a reference histogram repr...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2019-09-01
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| Series: | Advances in Science and Research |
| Online Access: | https://www.adv-sci-res.net/16/209/2019/asr-16-209-2019.pdf |
| _version_ | 1818974004374929408 |
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| author | L. Rottner P. Arbogast M. Destouches Y. Hamidi L. Raynaud |
| author_facet | L. Rottner P. Arbogast M. Destouches Y. Hamidi L. Raynaud |
| author_sort | L. Rottner |
| collection | DOAJ |
| description | <p>A new object-oriented method has been developed to detect hazardous phenomena predicted by Numerical Weather Prediction (NWP) models. This method, called similarity-based method, is looking for specific meteorological objects in the forecasts, which are defined by a reference histogram representing the meteorological phenomena to be detected. The similarity-based method enables to cope with small scale unpredictable details of mesoscale structures in meteorological models and to quantify the uncertainties on the location of the predicted phenomena. Applied to ensemble forecasts, the similarity-based method can be viewed as a particular case of neighborhood processing, allowing spatialized probabilities to be computed. An application to rainfall detection using forecasts from the AROME deterministic and ensemble models is presented.</p> |
| first_indexed | 2024-12-20T15:33:10Z |
| format | Article |
| id | doaj.art-50eb7955a02244b58880617e43962127 |
| institution | Directory Open Access Journal |
| issn | 1992-0628 1992-0636 |
| language | English |
| last_indexed | 2024-12-20T15:33:10Z |
| publishDate | 2019-09-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | Advances in Science and Research |
| spelling | doaj.art-50eb7955a02244b58880617e439621272022-12-21T19:35:32ZengCopernicus PublicationsAdvances in Science and Research1992-06281992-06362019-09-011620921310.5194/asr-16-209-2019The similarity-based method: a new object detection method for deterministic and ensemble weather forecastsL. RottnerP. ArbogastM. DestouchesY. HamidiL. Raynaud<p>A new object-oriented method has been developed to detect hazardous phenomena predicted by Numerical Weather Prediction (NWP) models. This method, called similarity-based method, is looking for specific meteorological objects in the forecasts, which are defined by a reference histogram representing the meteorological phenomena to be detected. The similarity-based method enables to cope with small scale unpredictable details of mesoscale structures in meteorological models and to quantify the uncertainties on the location of the predicted phenomena. Applied to ensemble forecasts, the similarity-based method can be viewed as a particular case of neighborhood processing, allowing spatialized probabilities to be computed. An application to rainfall detection using forecasts from the AROME deterministic and ensemble models is presented.</p>https://www.adv-sci-res.net/16/209/2019/asr-16-209-2019.pdf |
| spellingShingle | L. Rottner P. Arbogast M. Destouches Y. Hamidi L. Raynaud The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts Advances in Science and Research |
| title | The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts |
| title_full | The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts |
| title_fullStr | The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts |
| title_full_unstemmed | The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts |
| title_short | The similarity-based method: a new object detection method for deterministic and ensemble weather forecasts |
| title_sort | similarity based method a new object detection method for deterministic and ensemble weather forecasts |
| url | https://www.adv-sci-res.net/16/209/2019/asr-16-209-2019.pdf |
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