Ionospheric TEC forecasting over an Indian low latitude location using long short-term memory (LSTM) deep learning network
KD Reddybattula, LS Nelapudi, M Moses… - Universe, 2022 - mdpi.com
The forecasting of ionospheric electron density has been of great interest to the research
scientists and engineers' community as it significantly influences satellite-based navigation …
scientists and engineers' community as it significantly influences satellite-based navigation …
CAiTST: Conv-attentional image time sequence transformer for ionospheric TEC maps forecast
In recent years, transformer has been widely used in natural language processing (NLP)
and computer vision (CV). Comparatively, forecasting image time sequences using …
and computer vision (CV). Comparatively, forecasting image time sequences using …
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing
In the last 40 years, remote sensing technology has evolved, significantly advancing ocean
observation and catapulting its data into the big data era. How to efficiently and accurately …
observation and catapulting its data into the big data era. How to efficiently and accurately …
Forecast global ionospheric TEC: Apply modified U‐net on VISTA TEC data set
This work developed a modified U‐Net model (a convolutional network architecture) to
predict global Total Electron Content (TEC) maps. The input includes the current global TEC …
predict global Total Electron Content (TEC) maps. The input includes the current global TEC …
Forecasting regional ionospheric TEC maps over China using BiConvGRU deep learning
J Tang, Z Zhong, J Hu, X Wu - Remote Sensing, 2023 - mdpi.com
In this paper, we forecasted the ionospheric total electron content (TEC) over the region of
China using the bidirectional convolutional gated recurrent unit (BiConvGRU) model. We …
China using the bidirectional convolutional gated recurrent unit (BiConvGRU) model. We …
Ionospheric weather at two Starlink launches during two-phase geomagnetic storms
T Gulyaeva, M Hernández-Pajares, I Stanislawska - Sensors, 2023 - mdpi.com
The launch of a series of Starlink internet satellites on 3 February 2022 (S-36), and 7 July
2022 (S-49), coincided with the development of two-phase geomagnetic storms. The first …
2022 (S-49), coincided with the development of two-phase geomagnetic storms. The first …
Ionospheric total electron content forecasting at a low-latitude Indian location using a bi-long short-term memory deep learning approach
RK Vankadara, M Mosses, MIH Siddiqui… - … on Plasma Science, 2023 - ieeexplore.ieee.org
Forecasting ionospheric total electron content (TEC) has been of great interest among
ionospheric researchers and radio propagation scientists as it critically affects the operation …
ionospheric researchers and radio propagation scientists as it critically affects the operation …
Synthesis‐Style Auto‐Correlation‐Based Transformer: A Learner on Ionospheric TEC Series Forecasting
Y Yuan, G Xia, X Zhang, C Zhou - Space Weather, 2023 - Wiley Online Library
Accurate 1‐day global total electron content (TEC) forecasting is essential for ionospheric
monitoring and satellite communications. However, it faces challenges due to limited data …
monitoring and satellite communications. However, it faces challenges due to limited data …
A short-term prediction model of global ionospheric VTEC based on the combination of long short-term memory and convolutional long short-term memory
The ionospheric vertical total electron content (VTEC) is an essential parameter for studying
the ionosphere's dynamic variations, and its short-term forecast is essential for some …
the ionosphere's dynamic variations, and its short-term forecast is essential for some …
[HTML][HTML] Wave forecast in the Atlantic Ocean using a double-stage ConvLSTM network
Accurate forecasting of ocean waves is of great importance to the safety of marine
transportation. Despite wave forecasts having been improved, the current level of prediction …
transportation. Despite wave forecasts having been improved, the current level of prediction …