activity
20192025
most citedMachine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations

9 citations · 20 across the 14 of their papers we have counts for

collaborators

16 papers

astro-ph.SR2025

Effectiveness of High-Dimensional Distance Metrics on Solar Flare Time Series

Elaina Rohlfing, Azim Ahmadzadeh, V Aparna

Solar-flare forecasting has been extensively researched yet remains an open problem. In this paper, we investigate the contributions of elastic distance measures for detecting patt…

cs.LG2025

Beyond Point Matching: Evaluating Multiscale Dubuc Distance for Time Series Similarity

Azim Ahmadzadeh, Mahsa Khazaei, Elaina Rohlfing

Time series are high-dimensional and complex data objects, making their efficient search and indexing a longstanding challenge in data mining. Building on a recently introduced sim…

astro-ph.SR2025

Automatic Classification of Magnetic Chirality of Solar Filaments from H-Alpha Observations

Alexis Chalmers, Azim Ahmadzadeh

In this study, we classify the magnetic chirality of solar filaments from H-Alpha observations using state-of-the-art image classification models. We establish the first reproducib…

cs.LG2025

H-Alpha Anomalyzer: An Explainable Anomaly Detector for Solar H-Alpha Observations

Mahsa Khazaei, Azim Ahmadzadeh, Alexei Pevtsov +2

The plethora of space-borne and ground-based observatories has provided astrophysicists with an unprecedented volume of data, which can only be processed at scale using advanced co…

cs.LG20251 cited

A Guide for Manual Annotation of Scientific Imagery: How to Prepare for Large Projects

Azim Ahmadzadeh, Rohan Adhyapak, Armin Iraji +3

Despite the high demand for manually annotated image data, managing complex and costly annotation projects remains under-discussed. This is partly due to the fact that leading such…

astro-ph.SR2025

Operational and Exploration Requirements and Research Capabilities for SEP Environment Monitoring and Forecasting

Viacheslav Sadykov, Petrus Martens, Dustin Kempton +15

Mitigating risks posed by solar energetic particles (SEPs) to operations and exploration in space and Earth's atmosphere motivates the development of advanced, synergistic approach…