THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM
Using the GPS data service platform of China seismological bureau to get the ZTD separated ZWD data pair and the content in the air, and by detecting the O<sub>3</sub> value in the air is an effective method to analyze and study the thunderstorm weather.This paper collected the four foun...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2020-02-01
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| Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| Online Access: | https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3-W10/261/2020/isprs-archives-XLII-3-W10-261-2020.pdf |
| _version_ | 1818128348851732480 |
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| author | L. L. Liu H. C. Liu C. F. Zhu |
| author_facet | L. L. Liu H. C. Liu C. F. Zhu |
| author_sort | L. L. Liu |
| collection | DOAJ |
| description | Using the GPS data service platform of China seismological bureau to get the ZTD separated ZWD data pair and the content in the air, and by detecting the O<sub>3</sub> value in the air is an effective method to analyze and study the thunderstorm weather.This paper collected the four foundations of the beibu gulf region GPS station in 10 days in August 2019 data, through ZWD numerical and O<sub>3</sub> values after consolidation, the classification of the training and testing, in XGboost algorithm, manual adjustment method is compared with grid search method, and the results show that the model of manual adjustment method is superior to grid search model and the default model in accuracy and AUC value. |
| first_indexed | 2024-12-11T07:31:50Z |
| format | Article |
| id | doaj.art-141e23c4b2c34f6fb4764ee9b7118b7b |
| institution | Directory Open Access Journal |
| issn | 1682-1750 2194-9034 |
| language | English |
| last_indexed | 2024-12-11T07:31:50Z |
| publishDate | 2020-02-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| spelling | doaj.art-141e23c4b2c34f6fb4764ee9b7118b7b2022-12-22T01:15:48ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342020-02-01XLII-3-W1026126410.5194/isprs-archives-XLII-3-W10-261-2020THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHML. L. Liu0H. C. Liu1C. F. Zhu2College of Surveying and Mapping Geographic Information, Guilin University of Technology, Gulin, Guangxi, ChinaCollege of Surveying and Mapping Geographic Information, Guilin University of Technology, Gulin, Guangxi, ChinaCollege of Software and Internet of Things Engineering, Jiangxi University of Finance and Economics, Nanchang, Jiangxi, ChinaUsing the GPS data service platform of China seismological bureau to get the ZTD separated ZWD data pair and the content in the air, and by detecting the O<sub>3</sub> value in the air is an effective method to analyze and study the thunderstorm weather.This paper collected the four foundations of the beibu gulf region GPS station in 10 days in August 2019 data, through ZWD numerical and O<sub>3</sub> values after consolidation, the classification of the training and testing, in XGboost algorithm, manual adjustment method is compared with grid search method, and the results show that the model of manual adjustment method is superior to grid search model and the default model in accuracy and AUC value.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3-W10/261/2020/isprs-archives-XLII-3-W10-261-2020.pdf |
| spellingShingle | L. L. Liu H. C. Liu C. F. Zhu THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| title | THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM |
| title_full | THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM |
| title_fullStr | THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM |
| title_full_unstemmed | THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM |
| title_short | THUNDERSTORM WEATHER ANALYSIS BASED ON XGBOOST ALGORITHM |
| title_sort | thunderstorm weather analysis based on xgboost algorithm |
| url | https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3-W10/261/2020/isprs-archives-XLII-3-W10-261-2020.pdf |
| work_keys_str_mv | AT llliu thunderstormweatheranalysisbasedonxgboostalgorithm AT hcliu thunderstormweatheranalysisbasedonxgboostalgorithm AT cfzhu thunderstormweatheranalysisbasedonxgboostalgorithm |