activity
20092023
most citedThe Challenge of Machine Learning in Space Weather Nowcasting and Forecasting

415 citations · 1.2k across the 34 of their papers we have counts for

collaborators

34 papers

physics.space-ph2023

Bayesian Inference and Global Sensitivity Analysis for Ambient Solar Wind Prediction

Opal Issan, Pete Riley, Enrico Camporeale +1

The ambient solar wind plays a significant role in propagating interplanetary coronal mass ejections and is an important driver of space weather geomagnetic storms. A computational…

physics.space-ph2022★ 42 cited

Multi-Hour Ahead Dst Index Prediction Using Multi-Fidelity Boosted Neural Networks

A. Hu, E. Camporeale, B. Swiger

The Disturbance storm time (Dst) index has been widely used as a proxy for the ring current intensity, and therefore as a measure of geomagnetic activity. It is derived by measurem…

physics.space-ph2022★ 17 cited

Probabilistic prediction of Dst storms one-day-ahead using Full-Disk SoHO Images

A. Hu, C. Shneider, A. Tiwari +1

We present a new model for the probability that the Disturbance storm time (Dst) index exceeds -100 nT, with a lead time between 1 and 3 days. provides essential information…

physics.space-ph2022★ 19 cited

Parameter Distributions for the Drag-Based Modeling of CME Propagation

Gianluca Napoletano, Raffaello Foldes, Enrico Camporeale +7

In recent years, ensemble modeling has been widely employed in space weather to estimate uncertainties in forecasts. We here focus on the ensemble modeling of CME arrival times and…

astro-ph.SR2021★ 2 cited

A Machine-Learning-Ready Dataset Prepared from the Solar and Heliospheric Observatory Mission

Carl Shneider, Andong Hu, Ajay K. Tiwari +4

We present a Python tool to generate a standard dataset from solar images that allows for user-defined selection criteria and a range of pre-processing steps. Our Python tool works…

physics.space-ph2021

Machine-learning based discovery of missing physical processes in radiation belt modeling

Enrico Camporeale, George J. Wilkie, Alexander Drozdov +1

Real-time prediction of the dynamics of energetic electrons in Earth's radiation belts incorporating incomplete observation data is important to protect valuable artificial satelli…