Long Short‐Term Memory Neural Network for Ionospheric Total Electron Content Forecasting Over China

Forecasting of ionospheric TEC for different latitudes, seasons and solar activity conditions based on OKSM

(2020) R. Mukesh et al.   ASTROPHYSICS AND SPACE SCIENCE

Ionosphere time series modeling using adaptive neuro-fuzzy inference system and principal component analysis

(2020) Mir Reza Ghaffari Razin et al.   GPS SOLUTIONS

A new model for total electron content based on ionospheric continuity equation

(2020) Jianfeng Li et al.   ADVANCES IN SPACE RESEARCH

A Causal Long Short-Term Memory Sequence to Sequence Model for TEC Prediction Using GNSS Observations

(2020) Maria Kaselimi et al.   Remote Sensing

The Comparison of Predicting Storm-Time Ionospheric TEC by Three Methods: ARIMA, LSTM, and Seq2Seq

(2020) Rongxin Tang et al.   Atmosphere

A Hybrid Deep Learning Model to Forecast Particulate Matter Concentration Levels in Seoul, South Korea

(2020) Guang Yang et al.   Atmosphere

Regional modeling of the ionosphere using adaptive neuro-fuzzy inference system in Iran

(2020) Rasoul Feizi et al.   ADVANCES IN SPACE RESEARCH

Implementation of Hybrid Deep Learning Model (LSTM-CNN) for Ionospheric TEC Forecasting Using GPS Data

(2020) Adarsha Ruwali et al.   IEEE Geoscience and Remote Sensing Letters

Improvement of a deep learning algorithm for total electron content (TEC) maps: image completion

(2019) Zhou Chen et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS

Feed forward neural network based ionospheric model for the East African region

(2019) A. Tebabal et al.   JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS

Seismic velocity reduction and accelerated recovery due to earthquakes on the Longmenshan fault

(2019) Shunping Pei et al.   Nature Geoscience

A Deep Learning-Based Approach to Forecast Ionospheric Delays for GPS Signals

(2019) I. Srivani et al.   IEEE Geoscience and Remote Sensing Letters

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area

(2019) Dieu Tien Bui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Empirical forecast of quiet time ionospheric Total Electron Content maps over Europe

(2018) Ronny Badeke et al.   ADVANCES IN SPACE RESEARCH

Predicting TEC in China based on the neural networks optimized by genetic algorithm

(2018) Rui Song et al.   ADVANCES IN SPACE RESEARCH

Hourly day-ahead solar irradiance prediction using weather forecasts by LSTM

(2018) Xiangyun Qing et al.   ENERGY

Local TEC modelling and forecasting using neural networks

(2018) A. Tebabal et al.   JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS

TEC Forecasting Based on Manifold Trajectories

(2018) Enrique Moreno et al.   Remote Sensing

A nonlinear hybrid wind speed forecasting model using LSTM network, hysteretic ELM and Differential Evolution algorithm

(2018) Ya-Lan Hu et al.   ENERGY CONVERSION AND MANAGEMENT

Using TensorFlow-based Neural Network to estimate GNSS single frequency ionospheric delay (IONONet)

(2018) Raul Orus Perez   ADVANCES IN SPACE RESEARCH

LSTM network: a deep learning approach for short-term traffic forecast

(2017) Zheng Zhao et al.   IET Intelligent Transport Systems

International Reference Ionosphere 2016: From ionospheric climate to real-time weather predictions

(2017) D. Bilitza et al.   SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS

Investigation of ionospheric TEC over China based on GNSS data

(2016) Bo Xiong et al.   ADVANCES IN SPACE RESEARCH

Wavelet neural networks using particle swarm optimization training in modeling regional ionospheric total electron content

(2016) Mir Reza Ghaffari Razin et al.   JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS

Forecasting of ionospheric vertical TEC 1-h ahead using a genetic algorithm and neural network

(2015) Z. Huang et al.   ADVANCES IN SPACE RESEARCH

Deep learning

(2015) Yann LeCun et al.   NATURE

Efficiency of artificial neural networks in map of total electron content over Iran

(2015) Mir Reza Ghaffari Razin et al.   Acta Geodaetica et Geophysica

Modelling total electron content during geomagnetic storm conditions using empirical orthogonal functions and neural networks

(2015) Jean Claude Uwamahoro et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS

Automatic Time Series Forecasting: TheforecastPackage forR

(2015) Rob J. Hyndman et al.   Journal of Statistical Software

Hybrid model for long-term prediction of the ionospheric global TEC

(2014) P. Mukhtarov et al.   JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS

On the use of modified Taylor diagrams to compare ionospheric assimilation models

(2014) S. Elvidge et al.   RADIO SCIENCE

Ionospheric single-station TEC short-term forecast using RBF neural network

(2014) Z. Huang et al.   RADIO SCIENCE

A statistic study of ionospheric solar flare activity indicator

(2013) Bo Xiong et al.   SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS

TEC prediction with neural network for equatorial latitude station in Thailand

(2012) Kornyanat Watthanasangmechai et al.   EARTH PLANETS AND SPACE

Two-step method for the determination of the differential code biases of COMPASS satellites

(2012) Zishen Li et al.   JOURNAL OF GEODESY

Estimation and analysis of GPS receiver differential code biases using KGN in Korean Peninsula

(2011) B.K. Choi et al.   ADVANCES IN SPACE RESEARCH

The ionosphere: effects, GPS modeling and the benefits for space geodetic techniques

(2011) Manuel Hernández-Pajares et al.   JOURNAL OF GEODESY

Regional GPS TEC modeling; Attempted spatial and temporal extrapolation of TEC using neural networks

(2011) John Bosco Habarulema et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Data ingestion into NeQuick 2

(2011) B. Nava et al.   RADIO SCIENCE

Prediction of ionospheric total electron content using adaptive neural network with in-situ learning algorithm

(2010) Rajat Acharya et al.   ADVANCES IN SPACE RESEARCH

An Overview of Ionosphere—Thermosphere Models Available for Space Weather Purposes

(2009) A. Belehaki et al.   SPACE SCIENCE REVIEWS

A new version of the NeQuick ionosphere electron density model

(2008) B. Nava et al.   JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS