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GIMLi: Global Ionospheric total electron content model based on machine learning
Abstract EXtreme Gradient Boosting over Decision Trees (XGBoost or XGBDT) is a powerful
tool to model a wide range of processes. We propose a new approach to create a global …
tool to model a wide range of processes. We propose a new approach to create a global …
A forecasting model of ionospheric foF2 using the LSTM network based on ICEEMDAN decomposition
Y Shi, C Yang, J Wang, Z Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
To further improve the short-term forecasting ability of the critical frequency of the
ionosphere F2 layer (foF2), a sample entropy (SE) optimized deep learning (DL) long-short …
ionosphere F2 layer (foF2), a sample entropy (SE) optimized deep learning (DL) long-short …
Machine learning regression models for prediction of multiple ionospheric parameters
The variation of the ionospheric parameters has a crucial role in space weather,
communication, and navigation applications. In this research, we analyze the prediction …
communication, and navigation applications. In this research, we analyze the prediction …
A hybrid deep learning‐based forecasting model for the peak height of ionospheric F2 layer
Y Shi, C Yang, J Wang, Y Zheng, F Meng… - Space …, 2023 - Wiley Online Library
To achieve accurate forecasting of the peak height of the ionospheric F2 layer (hmF2), we
propose a hybrid deep learning model of improved seagull optimization algorithm (ISOA) …
propose a hybrid deep learning model of improved seagull optimization algorithm (ISOA) …
An informer architecture-based ionospheric foF2 model in the middle latitude region
C Bi, P Ren, T Yin, Y Zhang, B Li… - IEEE Geoscience and …, 2022 - ieeexplore.ieee.org
Monitoring of critical frequency variation in the ionospheric F2 layer (foF2) has lately
received considerable attention for the frequency selection in skywave communication …
received considerable attention for the frequency selection in skywave communication …
Modeling China's Sichuan-Yunnan's ionosphere based on multi-channel WOA-CNN-LSTM algorithm
W Li, H Zhu, S Shi, D Zhao, Y Shen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The total electron content (TEC) of the ionosphere at low latitudes is significantly influenced
by solar-geomagnetic activity and seasonal variations. Traditional ionospheric models often …
by solar-geomagnetic activity and seasonal variations. Traditional ionospheric models often …
Application of a multi‐layer artificial neural network in a 3‐D global electron density model using the long‐term observations of COSMIC, Fengyun‐3C, and Digisonde
The ionosphere plays an important role in satellite navigation, radio communication, and
space weather prediction. However, it is still a challenging mission to develop a model with …
space weather prediction. However, it is still a challenging mission to develop a model with …
A model-assisted combined machine learning method for ionospheric TEC prediction
J Weng, Y Liu, J Wang - Remote Sensing, 2023 - mdpi.com
In order to improve the prediction accuracy of ionospheric total electron content (TEC), a
combined intelligent prediction model (MMAdapGA-BP-NN) based on a multi-mutation, multi …
combined intelligent prediction model (MMAdapGA-BP-NN) based on a multi-mutation, multi …
A prediction method of ionospheric hmF2 based on machine learning
J Wang, Q Yu, Y Shi, C Yang - Remote Sensing, 2023 - mdpi.com
The ionospheric F2 layer is the essential layer in the propagation of high-frequency radio
waves, and the peak electron density height of the ionospheric F2 layer (hmF2) is one of the …
waves, and the peak electron density height of the ionospheric F2 layer (hmF2) is one of the …
An ionospheric total electron content model with a storm option over Japan based on a multi-layer perceptron neural network
W Li, X Wu - Atmosphere, 2023 - mdpi.com
Ionospheric delay has a severe effect on reducing the accuracy of positioning and
navigation of single-frequency receivers. Therefore, it is necessary to construct a precise …
navigation of single-frequency receivers. Therefore, it is necessary to construct a precise …