Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2021.3073013
Abstract: 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… read more here.
Keywords: commercial microwave; water; water vapor; microwave links ... See more keywords
Long-Range Microwave Links Guided by Evaporation Ducts
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Communications Magazine"
DOI: 10.1109/mcom.002.00508
Abstract: A range of frequencies supporting low path loss ducting over microwave links at beyond-line-of-sight distances beyond 100 km have been demonstrated theoretically and experimentally. Three experiments were conducted in the South China Sea to confirm… read more here.
Keywords: microwave links; long range; range; range microwave ... See more keywords
Machine Learning Classification of Rainfall Types Based on the Differential Attenuation of Multiple Frequency Microwave Links
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2020.2977393
Abstract: This article proposes a new rainfall-type classification method using the differential attenuation rates (DARs) calculated from microwave links with multiple frequencies and dual polarization. Several machine-learning algorithms were employed for classification [decision tree (DT), probabilistic… read more here.
Keywords: frequency; classification; rainfall; machine learning ... See more keywords
Recurrent Neural Network for Rain Estimation Using Commercial Microwave Links
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2020.3010305
Abstract: The use of recurrent neural networks ( $RNN\text{s}$ ) to utilize measurements from commercial microwave links ( $CML\text{s}$ ) has recently gained attention. Whereas previous studies focused on the performance of methods for wet–dry classification,… read more here.
Keywords: tex math; commercial microwave; rain; inline formula ... See more keywords
Raindrop Size Distribution Retrieval Using Joint Dual-Frequency and Dual-Polarization Microwave Links
Sign Up to like & getrecommendations! Published in 2019 at "Advances in Meteorology"
DOI: 10.1155/2019/7251870
Abstract: Estimation of raindrop size distribution (DSD) is essential in many meteorological and hydrologic fields. This paper proposes a method for retrieving path-averaged DSD parameters using joint dual-frequency and dual-polarization microwave links of the telecommunication system.… read more here.
Keywords: size distribution; microwave links; raindrop size; joint dual ... See more keywords