Evaporation Duct Height Nowcasting in China’s Yellow Sea Based on Deep Learning [PDF]
Remote Sensing, 2021 The evaporation duct is a weather phenomenon that often occurs in marine environments and affects the operation of shipborne radar. The most important evaluation parameter is the evaporation duct height (EDH).
Jie Han +7 more
doaj +4 more sources
LGB-PHY: An Evaporation Duct Height Prediction Model Based on Physically Constrained LightGBM Algorithm [PDF]
Remote Sensing, 2022 The evaporation duct is a special atmospheric stratification that significantly influences the propagation path of electromagnetic waves at sea, and hence, it is crucial for the stability of the radio communication systems.
Xingyu Chai +4 more
doaj +3 more sources
XGB Model : Research on Evaporation Duct Height Prediction Based on XGBoost Algorithm [PDF]
Radioengineering, 2020 Evaporation duct is a specific atmospheric structure at sea, which has an important influence on the propagation path of electromagnetic waves (EW).
W. P. Zhao +5 more
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A Multi-Dimensional Deep-Learning-Based Evaporation Duct Height Prediction Model Derived from MAGIC Data [PDF]
Remote Sensing, 2022 The evaporation duct height (EDH) can reflect the main characteristics of the near-surface meteorological environment, which is essential for designing a communication system under this propagation mechanism. This study proposes an EDH prediction network
Cheng Yang, Jian Wang, Yafei Shi
doaj +3 more sources
A New Short-Term Prediction Method for Estimation of the Evaporation Duct Height [PDF]
IEEE Access, 2020 Evaporation duct is a kind of chaotic phenomenon over the ocean. In this paper, a new nonlinear prediction algorithm, the Darwinian evolutionary algorithm (DEA), is introduced to obtain the specific nonlinear formula P(·) of the chaotic phenomenon.
Yanbo Mai +5 more
doaj +3 more sources
Evaporation Duct Height Short-Term Prediction Based on Bayesian Hyperparameter Optimization [PDF]
AtmosphereAccurately predicting evaporation duct height (EDH) is a crucial technology for enabling over-the-horizon communication and radar detection at sea.
Ye-Wen Wu +5 more
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ENSO-Modulated Spatio-Temporal Variability of Evaporation Duct Height in the South China Sea [PDF]
Journal of Marine Science and EngineeringThe evaporation duct, formed above the ocean surface by sharp vertical gradients of humidity, would significantly influence electromagnetic wave propagation.
Jingju Wang +7 more
doaj +3 more sources
Time Series Analysis of Evaporation Duct Height over South China Sea: A Stochastic Modeling Approach [PDF]
Atmosphere, 2021 The evaporation duct could significantly affect the work status of maritime microwave communication systems in the South China Sea. Therefore, the exact forecasting of the evaporation duct is vital for the normal operation of the systems.
Fei Hong, Qi Zhang
doaj +2 more sources
An Evaporation Duct Height Estimation Algorithm Based on Deep Neural Networks
Journal of Physics: Conference Series, 2022 Abstract In order to solve the problem of the evaporation duct height (EDH) estimation, focusing on the propagation loss (PL) features with different EDHs, this paper proposes an evaporation duct height estimation method based on Deep Neural Networks (DNN). The theoretical basis is Universal Approximation Theorem.
Yilin Jiang, Xin Yao, Yuxin Zhang
openalex +2 more sources
Research on a Multimodel Fusion Diagnosis Method for Evaporation Ducts in the East China Sea [PDF]
Sensors, 2023 Evaporation ducts are abnormal states of the atmosphere in the air–sea boundary layer that directly affect the propagation trajectory of electromagnetic (EM) waves.
Cheng Zhang +8 more
doaj +2 more sources