Research

Research

Van Allen radiation belt physics, ULF waves, magnetospheric turbulence, solar wind—magnetosphere coupling, and space weather prediction with machine learning.

Research lines
Space physics

Radiation belt dynamics

Mechanisms of energization, transport, and decay of relativistic electrons in the Van Allen belts. Enhancement and dropout events during geomagnetic storms. Formation, evolution, and decay of ultrarelativistic remnant belts. Adiabatic and non-adiabatic processes in the outer radiation belt. Auroral phenomena and their influence on radiation belt dynamics.

Data: Van Allen Probes (MagEIS, REPT, EMFISIS, EFW), GOES, THEMIS

Space physics

ULF waves and magnetospheric turbulence

Role of electromagnetic ULF waves in trapped charged particle dynamics. Magnetospheric turbulence and total pressure balance during storms and substorms. Eddy diffusion coefficients in the plasma sheet (THEMIS observations). Wave-particle interactions and relativistic electron loss processes.

Data: Magnetometers (SAMBA, MACCS, THEMIS GBO, CARISMA), SuperDARN, THEMIS

Data science

Space weather prediction with Machine Learning

Prediction of ground magnetic perturbations and geomagnetically induced currents (GIC). Probabilistic forecasting using deep learning (RNN, CNN, LSTM). ML model explainability for operational space weather (SHAP, LIME). Plasmapause location with machine learning.

Tools: Python, TensorFlow-Keras, PyTorch, Scikit-learn. Real-time OMNI data

Space physics

Solar wind — magnetosphere coupling

Solar wind dynamic pressure effects on magnetospheric turbulence. Foreshock transients and magnetospheric perturbations (NASA LWS). Expanding plasma systems: solar and stellar winds. Adiabatic invariants and non-adiabatic mechanisms in solar wind expansion.

Data: OMNI, THEMIS, Van Allen Probes, GOES

Active projects

FONDECYT Initiation 2025

PI: Dr. Victor Pinto

The role of electromagnetic ULF waves on the dynamics of trapped charged particles

2025-2028 · ANID

FONDECYT Regular 2025

PI: Prof. Marina Stepanova · Co-I: Dr. Victor Pinto

Turbulence and total pressure balance in the interconnected dynamic magnetosphere

2025-2029 · ANID

FONDECYT Regular 2024

PI: P.S. Moya · Co-I: Dr. Victor Pinto

Macro and micro physics of expanding plasma systems: solar and stellar winds

2024-2028 · ANID

FONDEF IDEA I+D 2025

PI: Dr. Victor Pinto · Co-Director: Prof. Marina Stepanova

Chilean Space Weather Platform

2025-2027 · FONDEF/ANID

NASA LWS

PI: A. Keesee (UNH) · Collaborator: Dr. Victor Pinto

Foreshock Transients Impact on Magnetospheric Perturbations

2022-2027 · NASA

CNPq Conhecimento Brasil

PI: J.P. Marchezi (INPE) · Co-I: Dr. Victor Pinto

GICs in Brazil and particle precipitation in the South Atlantic Anomaly

2025-2029 · CNPq

DICYT USACH

PI: Dr. Victor Pinto

ULF wave dynamics, solar wind adiabatic invariants, phase space density of relativistic electrons

2024-2027 · USACH

Selected recent publications

Full list: Google Scholar · ORCID

Inostroza, A.M., ..., Pinto, V.A., et al. The Role of auroral phenomena in the dynamics of the outer radiation belt.
2026

JGR: Space Physics · DOI

Stepanova, M.V., Pinto, V.A., et al. Role of the solar wind dynamic pressure in magnetospheric turbulence.
2026

Physica Scripta · DOI

Pinto, V.A., Espitia, Y., et al. Radial evolution of ultrarelativistic electrons during enhancement events.
2025

Physica Scripta · DOI

Coughlan, M., ..., Pinto, V., et al. Using ML explainability to examine drivers of ground magnetic field localization.
2025

Space Weather · DOI

Lara, C., Pinto, V.A., et al. On ULF Wave Power and Changes of Relativistic Electron Fluxes.
2025

Universe · DOI

Gallardo-Lacourt, B., ..., Pinto, V.A., et al. Unexpected STEVE observations at high latitude during quiet conditions.
2024

GRL · DOI

Pinto, V.A., Keesee, A.M., et al. Revisiting the Ground Magnetic Field Perturbations Challenge: A ML Perspective.
2022

Front. Astron. Space Sci. · DOI