Probabilistic forecasting of the disturbance storm time index: An autoregressive gaussian process approach, Space Weather, vol.15, issue.8, pp.1004-1019, 2017. ,
,
Chapter 9 -probabilistic forecasting of geomagnetic indices using gaussian process models, Machine Learning Techniques for Space Weather, pp.237-258, 2018. ,
,
Neural network method for solving partial differential equations, Neural Processing Letters, vol.14, issue.3, pp.261-271, 2001. ,
A (1972) Handbook of Mathematical Functions ,
Energy coupling between the solar wind and the magnetosphere, Space Science Reviews, vol.28, pp.121-190, 1981. ,
Magneto hydrodynamic waves, and the heating of the solar corona, Monthly Notices of the Royal Astronomical Society, vol.107, p.211, 1947. ,
Existence of electromagnetic-hydrodynamic waves, Nature, vol.150, issue.3805, p.19, 1942. ,
On the existence of electromagnetic-hydrodynamic waves. Arkiv for matematik, astronomi och fysik, vol.29, p.19, 1943. ,
Magnetic fields and the structure of the solar corona, Solar Physics, vol.9, issue.1, p.113, 1969. ,
Numerical solution of poisson's equation using radial basis function networks on the polar coordinate, Computers & Mathematics with Applications, vol.56, issue.11, pp.2887-2895, 2008. ,
Improvement in the prediction of solar wind conditions using near-real time solar magnetic field updates, Journal of Geophysical Research: Space Physics, vol.105, issue.A5, p.114, 2000. ,
Stream structure and coronal sources of the solar wind during the may 12th, 1997 cme, Journal of Atmospheric and Solar-Terrestrial Physics, vol.66, p.113, 2004. ,
Geomagnetic storms, super-storms, and their impacts on gps-based navigation systems, Space Weather, vol.12, issue.7, p.63, 2014. ,
How to cope with space weather, Science, vol.297, issue.5586, p.88, 2002. ,
Effects of space weather on technology infrastructure, Space Weather, vol.2, issue.2, 2004. ,
Improvements in short-term forecasting of geomagnetic activity, Space Weather, vol.10, issue.6, p.75, 2012. ,
Real-time prediction of magnetospheric activity using the boyle index, Space Weather, vol.7, issue.4 ,
Terrestrial magnetosphere as a nonlinear resonator, Geophysical Research Letters, vol.28, issue.6, pp.1123-1126, 2001. ,
On the estimates of the ring current injection and decay, Earth, Planets and Space, vol.55, issue.7, pp.427-435, 2014. ,
International data on magnetic disturbances, second quarter, Journal of Geophysical Research, vol.54, issue.4, pp.399-400, 1949. ,
The three-hour-range index measuring geomagnetic activity. Terrestrial Magnetism and Atmospheric Electricity, Journal of Geophysical Research), vol.44, p.411, 1939. ,
Fresh Insights on the Structure of the Solar Core, The Astrophysical Journal, vol.699, pp.1403-1417, 2009. ,
A feed-forward neural network for solving stokes problem, Acta Applicandae Mathematicae, vol.116, issue.1, p.55, 2011. ,
Learning long-term dependencies with gradient descent is difficult, IEEE transactions on neural networks, vol.5, issue.2, p.66, 1994. ,
Reproducing Kernel Hilbert Spaces in Probability and Statistics, p.141, 2004. ,
Kometenschweife und solare Korpuskularstrahlung, Zeitschrift fur Astrophysik, vol.29, p.274, 1951. ,
Über den Schweif des Kometen Halley im Jahre 1910, Zeitschrift Naturforschung Teil A, vol.7, issue.1, pp.127-136, 1952. ,
Solar corpuscular radiation and the interplanetary gas. The Observatory, vol.77, pp.109-110, 1957. ,
Identification of mimo non-linear systems using a forward-regression orthogonal estimator, BIBLIOGRAPHY International Journal of Control, vol.49, issue.6, pp.2157-2189, 1989. ,
Nonlinear system identification: NARMAX methods in the time, frequency, and spatio-temporal domains, p.34, 2013. ,
, Committee on the societal and economic impacts of severe space weather events: A workshop, Space Studies Board, 2008.
Severe space weather events: Understanding societal and economic impacts: A workshop report, 2009. ,
, Space weather: physics and effects, 2007.
Empirical polar cap potentials, Journal of Geophysical Research, vol.102, issue.A1, p.35, 1997. ,
Data derived narmax dst model, Annales Geophysicae, vol.29, issue.6, pp.965-971, 2011. ,
Using the narmax ols-err algorithm to obtain the most influential coupling functions that affect the evolution of the magnetosphere, Journal of Geophysical Research: Space Physics, vol.116 ,
The analysis of electron fluxes at geosynchronous orbit employing a narmax approach, Journal of Geophysical Research: Space Physics, vol.118, issue.4, pp.1500-1513, 2013. ,
Radial diffusion analysis of outer radiation belt electrons during the october 9, 1990, magnetic storm, Journal of Geophysical Research: Space Physics, vol.105, p.100, 2000. ,
Great red spot ,
An empirical relationship between interplanetary conditions and dst, Journal of Geophysical Research, vol.80, issue.31, p.62, 1975. ,
Space weather in the machine learning era: A multidisciplinary approach, Space Weather, vol.16, issue.1, pp.2-4, 2018. ,
, The Challenge of Machine Learning in Space Weather Nowcasting and Forecasting. arXiv e-prints, art, p.112, 2019.
On the propagation of uncertainties in radiation belt simulations, Space Weather, vol.14, issue.11, pp.982-992, 2016. ,
Machine learning techniques for space weather, p.112, 2018. ,
Extreme space weather: impacts on engineered systems and infrastructure, Royal Academy of Engineering, issue.10, 2013. ,
Storms from the sun: the emerging science of space weather, 2002. ,
Probabilistic forecasting of the disturbance storm time index: An autoregressive gaussian process approach, Space Weather, vol.15, issue.8, p.64, 2017. ,
Chapter 9 -probabilistic forecasting of geomagnetic indices using gaussian process models, Machine Learning Techniques for Space Weather, pp.237-258, 2018. ,
The Sun Kings: the unexpected tragedy of Richard Carrington and the tale of how modern astronomy began, 2007. ,
The 1859 space weather event revisited: limits of extreme activity, Journal of Space Weather and Space Climate, vol.3, issue.18, p.31, 2013. ,
Probabilistic numerical methods for pde-constrained bayesian inverse problems, AIP Conference Proceedings, vol.1853, issue.1, p.60001, 2017. ,
Statistical analysis of differential equations: introducing probability measures on numerical solutions, Statistics and Computing, vol.27, issue.4, p.94, 2017. ,
The grand aurorae borealis seen in colombia in 1859, Advances in Space Research, vol.57, issue.1, pp.257-267, 2016. ,
Auroral electrojet activity index ae and its universal time variations, Journal of Geophysical Research, vol.71, issue.3, pp.785-801, 1966. ,
Magnetopause and boundary layer, Space Science Reviews, vol.118, issue.1, p.24, 2005. ,
URL : https://hal.archives-ouvertes.fr/hal-00405917
Hydromagnetic theory of geomagnetic storms, Journal of Geophysical Research, vol.64, issue.12, pp.2239-2252, 1959. ,
Lasagne: First release, 2015. ,
Ode parameter inference using adaptive gradient matching with gaussian processes, Proceedings of the Sixteenth International Conference on Artificial Intelligence and Statistics, vol.31, pp.216-228, 2013. ,
A note on the meshless method using radial basis functions, Computers & Mathematics with Applications, vol.55, issue.1, pp.66-75, 2008. ,
A meshless galerkin method for dirichlet problems using radial basis functions, Journal of Computational and Applied Mathematics, vol.196, issue.2, pp.394-401, 2006. ,
Adaptive subgradient methods for online learning and stochastic optimization, Journal of Machine Learning Research, vol.12, p.69, 2011. ,
Rethinking the history of solar wind studies: Eddington's analysis of comet morehouse, Notes and Records of the Royal Society, vol.60, issue.3, pp.261-270, 2006. ,
A new optimizer using particle swarm theory, MHS'95. Proceedings of the Sixth International Symposium on Micro Machine and Human Science, pp.39-43, 1995. ,
Boundary solution of poisson's equation using radial basis function collocated on gaussian quadrature nodes, Communications in Numerical Methods in Engineering, vol.17, issue.7, pp.455-464, 2001. ,
Finding structure in time, Cognitive Science, vol.14, issue.2, pp.179-211, 1990. ,
Heating of the solar and stellar coronae: a review, Astronomische Nachrichten, vol.328, p.18, 2007. ,
Radial diffusion and mhd particle simulations of relativistic electron transport by ulf waves in the september 1998 storm, Journal of Geophysical Research: Space Physics, vol.111, issue.A12 ,
A primer on radial basis functions with applications to the geosciences, SIAM, 2015. ,
Plasma sheet access to the inner magnetosphere, Journal of Geophysical Research: Space Physics, vol.106, issue.A4, pp.5845-5858, 2001. ,
Bayesian time series learning with Gaussian processes, p.142, 2016. ,
Effects of time-dependent electric fields on geomagnetically trapped radiation, Journal of Geophysical Research, vol.70, issue.11, pp.2503-2516, 1965. ,
Long-term evolution of magnetospheric current systems during storms, Annales Geophysicae, vol.22, p.33, 2004. ,
URL : https://hal.archives-ouvertes.fr/hal-00317310
Distortions of the magnetic field by storm-time current systems in earth's magnetosphere, Annales Geophysicae, vol.28, issue.1, pp.123-140, 2010. ,
Tracking Solar Gravity Modes: The Dynamics of the Solar Core, Science, vol.316, p.1591, 2007. ,
Signal diffusion mapping: Optimal forecasting with time-varying lags, vol.35, pp.70-85, 2015. ,
Orthogonal series density estimation and the kernel eigenvalue problem, Neural Computation, vol.14, issue.3, pp.669-688, 2002. ,
Predicting geomagnetic storms from solar-wind data using time-delay neural networks, Annales Geophysicae, vol.14, p.62, 1996. ,
What is a geomagnetic storm, Journal of Geophysical Research: Space Physics, vol.99, issue.A4, pp.5771-5792, 1994. ,
Solving noisy linear operator equations by gaussian processes: Application to ordinary and partial differential equations, 2003. ,
Investigating causal relations by econometric models and cross-spectral methods, Econometrica, vol.37, issue.3, pp.424-438, 1969. ,
A deep hybrid model for weather forecasting, KDD, p.112, 2015. ,
Multiple-hourahead forecast of the dst index using a combination of long short-term memory neural network and gaussian process, Space Weather, vol.16, issue.11, pp.1882-1896, 2018. ,
Intelligence artificielle et prévision de l'impact de l'activité solaire sur l'environnement magnétique terrestre, p.60, 2018. ,
Space environment effects and satellite design, Journal of Atmospheric and Solar-Terrestrial Physics, vol.64, issue.16, pp.1723-1733, 2002. ,
Solar wind propagation delay: Comment on minimum variance analysis-based propagation of the solar wind observations: Application to real-time global magnetohydrodynamic simulations by A, vol.8, 2010. ,
An adaptive metropolis algorithm, Bernoulli, vol.7, issue.2, pp.223-242, 2001. ,
Russian planetary exploration: history, development, legacy and prospects, p.18, 2007. ,
Neural networks: a comprehensive foundation, p.62, 1994. ,
Probabilistic numerics and uncertainty in computations, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, vol.471, p.93, 2015. ,
Untersuchungen zu dynamischen neuronalen netzen. Diploma, vol.91 ,
Long short-term memory, Neural computation, vol.9, issue.8, p.63, 1997. ,
Kernel methods in machine learning, Ann. Statist, vol.36, issue.3, p.41, 2008. ,
Impulse response of geomagnetic indices to interplanetary magnetic field, Journal of Geomagnetism and Geoelectricity, vol.31, pp.1-9, 1979. ,
Comparison of Dst forecast models for intense geomagnetic storms, Journal of Geophysical Research: Space Physics, vol.117, issue.3, p.64, 2012. ,
Multiquadrics-a scattered data approximation scheme with applications to computational fluid-dynamics-ii solutions to parabolic, hyperbolic and elliptic partial differential equations, Computers & Mathematics with Applications, vol.19, issue.8, pp.147-161, 1990. ,
Geomagnetic storms can threaten electric power grid, Earth in Space, vol.9, issue.7, pp.9-11, 1997. ,
Minima of functions of several variables with inequalities as side constraints, p.96, 1939. ,
Steady magnetospheric convection and stream interfaces: Relationship over a solar cycle, Journal of Geophysical Research: Space Physics, vol.116, issue.A5, 2011. ,
Modelling and Control of Dynamic Systems Using Gaussian Process Models, 2015. ,
Sensitivity analysis of partial differential equations with application to reaction and diffusion processes, Journal of Computational Physics, vol.30, issue.2, pp.90103-90110, 1979. ,
A galerkin radial basis function method for the schrödinger equation, SIAM Journal on Scientific Computing, vol.35, issue.6, pp.2832-2855, 2013. ,
A Statistical Approach to Some Mine Valuation and Allied Problems on the Witwatersrand. publisher not identified, 1951. ,
Nonlinear programming, in (j. neyman, ed.) proceedings of the second berkeley symposium on mathematical statistics and probability, p.96, 1951. ,
Artificial neural networks for solving ordinary and partial differential equations, IEEE Transactions on Neural Networks, vol.9, issue.5, pp.987-1000, 1998. ,
A variational approach to data assimilation in the solar wind, Space Weather, vol.17, issue.1, pp.59-83, 2019. ,
Forecasting the dst index using a swarm-optimized neural network, Space Weather, vol.15, issue.8, p.75, 2017. ,
Bayesian statistics, p.91, 1997. ,
Computational analysis of the near-earth magnetospheric current system during two-phase decay storms, Journal of Geophysical Research: Space Physics, vol.106, issue.A12, pp.29531-29542, 2001. ,
Magnetohydrodynamic modeling of the solar corona during BIBLIOGRAPHY whole sun month, Journal of Geophysical Research: Space Physics, vol.104, issue.A5, p.114, 1999. ,
Testing and forecasting the time series of the solar activity by singular spectrum analysis, Nonlinear Phenomena in Complex Systems, vol.4, issue.1, p.35, 2001. ,
A study of the regularities in solar magnetic activity by singular spectral analysis, Astronomy Letters, vol.27, issue.11, p.35, 2001. ,
What if the biggest solar storm on record ,
Prediction of geomagnetic storms from solar wind data with the use of a neural network, In Annales Geophysicae, volume, vol.12, p.62, 1994. ,
Operational forecasts of the geomagnetic dst index, Geophysical Research Letters, vol.29, issue.24, p.62, 2002. ,
Access of energetic particles to storm time ring current through enhanced radial "diffusion, Journal of Geophysical Research: Space Physics, vol.94, issue.A5, pp.5491-5496, 1989. ,
An algorithm for least-squares estimation of nonlinear parameters, Journal of the society for Industrial and Applied Mathematics, vol.11, issue.2, p.69, 1963. ,
Viii. a dynamical theory of the electromagnetic field, Philosophical transactions of the Royal Society of London, issue.155, pp.459-512 ,
, a Modern History. W.W. Norton & Company, 2002. ISBN 9780393041569
Solar wind triggering of substorm expansion onset, Journal of geomagnetism and geoelectricity, vol.38, issue.11, pp.1089-1108, 1986. ,
Probabilistic Forecasting of the Dst Index, pp.203-210, 2013. ,
Ls-svm approximate solution to linear time varying descriptor systems, Automatica, vol.48, issue.10, pp.2502-2511, 2012. ,
Learning solutions to partial differential equations using ls-svm, Neurocomputing, pp.105-116, 2015. ,
Parameter estimation of delay differential equations: An integration-free ls-svm approach, Communications in Nonlinear Science and Numerical Simulation, vol.19, issue.4, pp.830-841, 2014. ,
, Basics of the solar wind, 2007.
Energetic particle data from the global positioning system constellation, Space Weather, vol.15, issue.2, p.64, 2017. ,
Determination of the effects of substorms on the storm-time ring current using neural networks, Journal of Geophysical Research: Space Physics, vol.105, issue.A12, pp.27833-27840, 2000. ,
Propagation delay of solar wind discontinuities: Comparing different methods and evaluating the effect of wavelet denoising, Journal of Geophysical Research: Space Physics, vol.118, issue.7, p.124, 2013. ,
Bayesian Learning for Neural Networks, vol.36, p.46, 1996. ,
A method for unconstrained convex minimization problem with the rate of convergence o (1/k?2), Doklady AN USSR, vol.269, p.69, 1983. ,
Mariner 2 observations of the solar wind: 1. average properties, Journal of Geophysical Research, vol.71, issue.19, p.18, 1966. ,
Substorm probabilities are best predicted from solar wind speed, Journal of Atmospheric and Solar-Terrestrial Physics, vol.146, pp.28-37, 2016. ,
An empirical phase space analysis of ring current dynamics: Solar wind control of injection and decay, Journal of Geophysical Research: Space Physics, vol.105, pp.7707-7719, 2000. ,
Modeling 3-d solar wind structure, Advances in Space Research, vol.32, issue.4, p.114, 2003. ,
Three-dimensional propagation of coronal mass ejections (cmes) in a structured solar wind flow: 1. cme launched within the streamer belt, Journal of Geophysical Research: Space Physics, vol.104, issue.A1, p.114, 1999. ,
Three-dimensional propagation of coronal mass ejections (cmes) in a structured solar wind flow: 2. cme launched adjacent to the streamer belt, Journal of Geophysical Research: Space Physics, vol.104, issue.A1, p.114, 1999. ,
Distortion of the heliospheric plasma sheet by interplanetary shocks, Geophysical Research Letters, vol.23, issue.18, p.114, 1996. ,
Numerical simulation of the 12 may 1997 interplanetary cme event, Journal of Geophysical Research: Space Physics, vol.109, issue.A2, p.114, 2004. ,
The heliospheric magnetic field, Living Reviews in Solar Physics, vol.10, issue.1, p.20, 2013. ,
Probabilistic solar wind forecasting using large ensembles of near-sun conditions with a simple one-dimensional "upwind, scheme. Space Weather, vol.15, issue.11, pp.1461-1474, 2017. ,
The maunder minimum and the little ice age: an update from recent reconstructions and climate simulations, Journal of Space Weather and Space Climate, vol.7, issue.23, p.33, 2017. ,
Geomagnetic Dst index forecast based on IMF data only, Annales Geophysicae, vol.24, issue.3, pp.989-999, 2006. ,
URL : https://hal.archives-ouvertes.fr/hal-00318011
Cosmic-ray modulation by solar wind, Phys. Rev, vol.110, pp.1445-1449, 1958. ,
The Hydrodynamic Theory of Solar Corpuscular Radiation and Stellar Winds, The Astrophysical Journal, vol.132, p.821, 1960. ,
Dynamical Theory of the Solar Wind, Space Science Reviews, vol.4, issue.5-6, pp.666-708, 1965. ,
Dynamics of the interplanetary gas and magnetic fields, The Astrophysical Journal, vol.128, p.18, 1958. ,
A radial basis function method for solving pdeconstrained optimization problems, Numerical Algorithms, vol.64, issue.3, pp.481-506, 2013. ,
The retail market as a complex system, EPJ Data Sci, vol.3, issue.1, p.33, 2014. ,
Euhforia: European heliospheric forecasting information asset, Journal of Space Weather and Space Climate, vol.8, p.114, 2018. ,
Magnetic Reconnection, p.61, 2007. ,
On the Perreault-Akasofu energy function epsilon, Geomagnetism and Aeronomy, vol.26, p.44, 1986. ,
Deep hidden physics models: Deep learning of nonlinear partial differential equations, The Journal of Machine Learning Research, vol.19, issue.1, p.93, 2018. ,
Numerical gaussian processes for time-dependent and nonlinear partial differential equations, SIAM Journal on Scientific Computing, vol.40, issue.1, p.92, 2018. ,
Deep state space models for time series forecasting, NeurIPS, p.112, 2018. ,
Gaussian processes for machine learning (gpml) toolbox, Journal of machine learning research, vol.11, pp.3011-3015, 2010. ,
Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning), vol.141, p.145, 2005. ,
Forecasting the ambient solar wind with numerical models. i. on the implementation of an operational framework, The Astrophysical Journal Supplement Series, vol.240, issue.2, p.133, 2019. ,
Mapping solar wind streams from the sun to 1 au: A comparison of techniques, Solar Physics, vol.270, issue.2, p.126, 2011. ,
Gaussian processes for time-series modelling, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, vol.371, p.145, 1984. ,
Dynamics of geomagnetically trapped radiation, vol.2, p.88, 1970. ,
Parallel distributed processing: Explorations in the microstructure of cognition, vol.1, p.63, 1986. ,
Solar wind and interplanetary magnetic field: A tutorial. Space Weather, p.17, 2001. ,
A radial basis function partition of unity collocation method for convectiondiffusion equations arising in financial applications, Journal of Scientific Computing, vol.64, issue.2, pp.341-367, 2015. ,
Dynamic programming algorithm optimization for spoken word recognition, IEEE Transactions on Acoustics, Speech, and Signal Processing, vol.26, issue.1, p.115, 1978. ,
, Linear Operators and Stochastic Partial Differential Equations in Gaussian Process Regression, pp.151-158, 2011.
Current sheet magnetic model for the solar corona, vol.19, p.113, 1971. ,
A model of interplanetary and coronal magnetic fields, Solar Physics, vol.6, issue.3, p.113, 1969. ,
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond, p.41, 2001. ,
Particle diffusion in the radiation belts, vol.7, p.88, 1974. ,
A quiescent state of 3 to 8 mev radiation belt electrons, Geophysical Research Letters, vol.24, issue.11, pp.1343-1346, 1997. ,
Multi-step prediction of dst index using singular spectrum analysis and locally linear neurofuzzy modeling, Earth, Planets and Space, vol.58, issue.3, pp.331-341, 2006. ,
Machine learning for spatiotemporal sequence forecasting: A survey, ArXiv, p.112, 2018. ,
Parameterization of radiation belt electron loss timescales due to interactions with chorus waves, Geophysical Research Letters, vol.34, issue.11, p.100 ,
Acceleration techniques for the backpropagation algorithm ,
, Neural Networks, pp.110-119, 1990.
Space weather: Physics, effects and predictability, Surveys in Geophysics, vol.31, issue.6, pp.581-638, 2010. ,
Bayesian Solution of Ordinary Differential Equations, pp.23-37, 1992. ,
Influence of solar wind-magnetosphere coupling functions on the dst index, Journal of Geophysical Research: Space Physics, vol.116, issue.A12 ,
Bracing the satellite infrastructure for a solar superstorm ,
Hourly values of equatorial dst for the igy, Ann. Int. Geophys. Yr, vol.35, p.61, 1964. ,
An Introduction to Measure Theory. Graduate studies in mathematics, 2011. ,
, , 2016.
, Theano: A Python framework for fast computation of mathematical expressions, Theano Development Team, 2016.
Lecture 6.5-rmsprop: Divide the gradient by a running average of its recent magnitude. COURSERA: Neural networks for machine learning, vol.4, pp.26-31, 2012. ,
A scalable rbf-fd method for atmospheric flow, Journal of Computational Physics, vol.298, pp.406-422, 2015. ,
Solving differential equations with constructed neural networks, S0925231208005560. Lattice Computing and Natural Computing (JCIS 2007) / Neural Networks in Intelligent Systems Designn, vol.72, p.93, 2007. ,
Gaussian processes for state space models and change point detection, p.142, 2012. ,
Radiation around the earth to a radial distance of 107,400 km, Nature, vol.183, issue.4659, pp.430-434, 1959. ,
Phoneme recognition using time-delay neural networks, IEEE Transactions on Acoustics, Speech, and Signal Processing, vol.37, issue.3, pp.328-339, 1989. ,
, Radial Diffusion of Trapped Particles, pp.410-415, 1970.
Influence of the solar wind dynamic pressure on the decay and injection of the ring current, Journal of Geophysical Research: Space Physics, vol.108, issue.A9 ,
Gaussian process dynamical models, Advances in neural information processing systems, p.43, 2006. ,
Gaussian process dynamical models for human motion, IEEE transactions on pattern analysis and machine intelligence, vol.30, p.43, 2007. ,
Solar wind speed and coronal flux-tube expansion, The Astrophysical Journal, vol.355, p.113, 1990. ,
Prediction of the dst index using multiresolution wavelet models, Journal of Geophysical Research: Space Physics, vol.109, issue.A7 ,
Wavelet based nonparametric narx models for nonlinear input-output system identification, International Journal of Systems Science, vol.37, issue.15, pp.1089-1096, 2006. ,
The long-term effects of space weather on satellite operations, Annales Geophysicae, vol.28, pp.1361-1367, 2010. ,
Littell's living age/volume 136/issue 1752/bright spot on saturn. wikisource, vol.11, 2014. ,
, Computation with infinite neural networks. Neural Computation, vol.10, p.71, 1998.
Chapman. Observations of solar irradiance variability, Science, vol.211, pp.700-702, 1981. ,
Kp forecast models, Journal of Geophysical Research: Space Physics, vol.110, issue.A4, p.62, 2005. ,
Prediction of daily average solar wind velocity from solar magnetic field observations using hybrid intelligent systems, Physics and Chemistry of the Earth, vol.22, issue.7-8, p.114, 1997. ,
Geomagnetic storm predictions from solar wind data with the use of dynamic neural networks, Journal of Geophysical Research: Space Physics, vol.102, issue.A7, p.75, 1997. ,
Coupled simulated annealing, IEEE Transactions on Systems, Man, and Cybernetics, vol.40, issue.2, pp.320-335, 2010. ,
Prediction of the interplanetary magnetic field strength, Journal of Geophysical Research: Space Physics, vol.100, issue.A1, p.113, 1995. ,
Non-parametric determination of realtime lag structure between two time series: The optimal thermal causal path method with applications to economic data, Journal of Macroeconomics, vol.28, issue.1, p.124, 2006. ,
Data derived continuous time model for the dst dynamics, Geophysical Research Letters, vol.33, issue.4 ,
Multi-input data derived dst model, Journal of Geophysical Research: Space Physics, vol.112, issue.A6 ,
Multiplehour-ahead forecast of the dst index using a combination of long shortterm memory neural network and gaussian process, Space Weather, vol.16, issue.11, pp.1882-1896, 2018. ,
,
Chapter 9 -probabilistic forecasting of geomagnetic indices using gaussian process models, Machine Learning Techniques for Space Weather, pp.237-258, 2018. ,
Probabilistic forecasting of the disturbance storm time index: An autoregressive gaussian process approach, Space Weather, vol.15, issue.8, pp.1004-1019, 2017. ,
On the propagation of uncertainties in radiation belt simulations, Space Weather, vol.14, issue.11, pp.982-992, 2016. ,