Web School 1 - 5 February, 2021

Dynamical Systems and Machine Learning Approaches to Sun-Earth Relations

PROGRAM

DYNAMICAL SYSTEMS AND TURBULENCE

Introduction to dynamical systems in physics

Lecturer: R. Benzi - University of Rome “Tor Vergata”, Roma, Italy

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Turbulence in space plasmas

Lecturer: V. Carbone - University of Calabria, Cosenza, Italy

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Recurrence Quantification Analysis Approaches of complex systems dynamics

Lecturer: R. Donner - Hochschule Magdeburg-Stendal, Germany

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Dynamical systems approaches and chaos in Sun-Earth’s relations

Lecturer: T. Alberti - INAF/IAPS, Roma, Italy

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MACHINE LEARNING

Machine Learning and Flare forecasting

Lecturer: M. Piana - University of Genova, Italy

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Machine Learning Methods in Space Weather

Lecturer: C. Campi - University of Genova, Italy

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Hands-on session on Machine Learning Techniques

Lecturer: D. Del Moro - University of Rome “Tor Vergata”, Roma, Italy

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An Introduction to Machine Learning Methods in Physics

Lecturer: G. Salina (TBC) - University of Rome “Tor Vergata”, Roma, Italy

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COMPLEXITY, ENTROPY AND INFORMATION THEORY

Dynamical Complexity in the Earth’s Magnetospheric Dynamics

Lecturer: G. Consolini - INAF/IAPS, Italy

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Entropic Measures and magnetospheric dynamics

Lecturer: G. Balasis - NOA, Greece

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Turbulence and scaling features in the ionospheric dynamics

Lecturer: P. De Michelis - INGV, Roma, Italy

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Information Theory approaches to Sun-Earth’s System

Lecturer: S. Wing - JHU-APL, USA

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