Reliable prediction intervals with regression neural networks
H Papadopoulos, H Haralambous - Neural Networks, 2011 - Elsevier
This paper proposes an extension to conventional regression neural networks (NNs) for
replacing the point predictions they produce with prediction intervals that satisfy a required …
replacing the point predictions they produce with prediction intervals that satisfy a required …
The simplified ionospheric regional model (SIRM) for HF prediction: Basic theory, its evolution and applications
M Pietrella, M Pezzopane, B Zolesi, LR Cander… - Surveys in …, 2020 - Springer
This paper is a final review of the Simplified Ionospheric Regional Model (SIRM) developed
as a prototype in the early 1990s and improved in the following years. By means of an …
as a prototype in the early 1990s and improved in the following years. By means of an …
Ionosphere time series modeling using adaptive neuro-fuzzy inference system and principal component analysis
MR Ghaffari Razin, B Voosoghi - GPS Solutions, 2020 - Springer
The total electron content (TEC) is one of the most important parameters for studying the
behavior of the ionosphere. The global ionosphere maps (GIMs) can be used to study the …
behavior of the ionosphere. The global ionosphere maps (GIMs) can be used to study the …
Regional application of generalized regression neural network in ionosphere spatio-temporal modeling and forecasting
We propose using the generalized regression neural network (GRNN) method for spatio-
temporal modeling of ionosphere total electron content (TEC). The GRNN model uses radial …
temporal modeling of ionosphere total electron content (TEC). The GRNN model uses radial …
Modeling of ionosphere time series using wavelet neural networks (case study: NW of Iran)
MRG Razin, B Voosoghi - Advances in Space Research, 2016 - Elsevier
Wavelet neural networks (WNNs) are important tools for analyzing time series especially
when it is non-linear and non-stationary. It takes advantage of high resolution of wavelets …
when it is non-linear and non-stationary. It takes advantage of high resolution of wavelets …
An improved approach to model regional ionosphere and accelerate convergence for precise point positioning
Given the severe effects of the ionosphere on global navigation satellite system (GNSS)
signals, single-frequency (SF) precise point positioning (PPP) users can only achieve …
signals, single-frequency (SF) precise point positioning (PPP) users can only achieve …
On imaging South African regional ionosphere using 4D‐var technique
N Ssessanga, YH Kim, JB Habarulema… - Space …, 2019 - Wiley Online Library
One of the major research areas in the space weather community is the ability to
understand, characterize, and model a time‐space variant ionosphere through which …
understand, characterize, and model a time‐space variant ionosphere through which …
Linear time series modeling of GPS-derived TEC observations over the Indo-Thailand region
PS Suraj, JRK Kumar Dabbakuti, VR Chowdhary… - Journal of …, 2018 - Springer
This paper proposes a linear time series model to represent the climatology of the
ionosphere and to investigate the characteristics of hourly averaged total electron content …
ionosphere and to investigate the characteristics of hourly averaged total electron content …
Development and analysis of 3D ionosphere modeling using base functions and GPS data over Iran
MRG Razin - Acta Geodaetica et Geophysica, 2016 - Springer
In this study, a 3D-model of the electron density has been performed using the global
positing system (GPS) measurements over Iran. 2D spherical harmonic functions and …
positing system (GPS) measurements over Iran. 2D spherical harmonic functions and …
Validation and Improvement of NeQuick Topside Ionospheric Formulation Using COSMIC/FORMOSAT‐3 Data
AK Singh, H Haralambous… - Journal of Geophysical …, 2021 - Wiley Online Library
We examine systematic differences between topside electron density measurements and
different topside model formulations including α‐Chapman, NeQuick, and an improved …
different topside model formulations including α‐Chapman, NeQuick, and an improved …