Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network
In this article, a water vapor density inversion model based on the long short-term memory network is proposed for E-band commercial microwave links (CMLs). A full-duplex E-band microwave link located in Prague (two sublinks with frequencies of 73.5 and 83.5 GHz, both vertically polarized) was used...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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IEEE
2021-01-01
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| Series: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/9403868/ |
| _version_ | 1819150171101986816 |
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| author | Kang Pu Xichuan Liu Lei Liu Taichang Gao |
| author_facet | Kang Pu Xichuan Liu Lei Liu Taichang Gao |
| author_sort | Kang Pu |
| collection | DOAJ |
| description | In this article, a water vapor density inversion model based on the long short-term memory network is proposed for E-band commercial microwave links (CMLs). A full-duplex E-band microwave link located in Prague (two sublinks with frequencies of 73.5 and 83.5 GHz, both vertically polarized) was used to verify the performance of the model. The results show that the model inversion results are in good agreement with the water vapor density calculated by temperature and humidity sensors. Compared with previous water vapor inversion methods based on CMLs, this model has a higher temporal resolution and can realize real-time monitoring. |
| first_indexed | 2024-12-22T14:13:15Z |
| format | Article |
| id | doaj.art-f7a6e1431f04437a8bb9ddf9ec5d15b2 |
| institution | Directory Open Access Journal |
| issn | 2151-1535 |
| language | English |
| last_indexed | 2024-12-22T14:13:15Z |
| publishDate | 2021-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
| spelling | doaj.art-f7a6e1431f04437a8bb9ddf9ec5d15b22022-12-21T18:23:11ZengIEEEIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing2151-15352021-01-01144330433810.1109/JSTARS.2021.30730139403868Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM NetworkKang Pu0https://orcid.org/0000-0002-7684-9102Xichuan Liu1https://orcid.org/0000-0002-3393-3988Lei Liu2https://orcid.org/0000-0002-9330-4315Taichang Gao3https://orcid.org/0000-0003-3629-1893College of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaIn this article, a water vapor density inversion model based on the long short-term memory network is proposed for E-band commercial microwave links (CMLs). A full-duplex E-band microwave link located in Prague (two sublinks with frequencies of 73.5 and 83.5 GHz, both vertically polarized) was used to verify the performance of the model. The results show that the model inversion results are in good agreement with the water vapor density calculated by temperature and humidity sensors. Compared with previous water vapor inversion methods based on CMLs, this model has a higher temporal resolution and can realize real-time monitoring.https://ieeexplore.ieee.org/document/9403868/E-bandhumidity monitoringwireless communication network |
| spellingShingle | Kang Pu Xichuan Liu Lei Liu Taichang Gao Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing E-band humidity monitoring wireless communication network |
| title | Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network |
| title_full | Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network |
| title_fullStr | Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network |
| title_full_unstemmed | Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network |
| title_short | Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network |
| title_sort | water vapor retrieval using commercial microwave links based on the lstm network |
| topic | E-band humidity monitoring wireless communication network |
| url | https://ieeexplore.ieee.org/document/9403868/ |
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