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June 6, 2026The Astrophysical Journal Supplement SeriesOpen Access

A Framework for Multitype Solar Radio Burst Detection and Automated Parameter Extraction

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Authors

MWMingjian WangGYGuowu YuanHZHao Zhou

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Overview

Randomized trial demonstrates improved detection of solar radio bursts, suggesting enhanced solar research capabilities.

Key Points

  • The aim is to develop a framework for accurate detection and parameter extraction of various solar radio burst types.
  • Integration of a denoising diffusion probabilistic model to address sample scarcity.
  • Utilization of an improved You Only Look Once v9 model for extracting multiscale and time-frequency features.
  • Implementation of an automated method for parameter extraction, including start and end times and frequency ranges.
  • Achieved mean average precision (mAP@0.5) of 0.860 on the proposed framework.
  • Notable improvements in detection for Types IV and V, with mAP increasing to 0.853 and 0.865 respectively.
  • Maintained a processing speed of 45.4 frames per second.

Cite This Study

Wang et al. (2026) studied this question.

synapsesocial.com/papers/6a23b8f271a5da9775e75063https://doi.org/10.3847/1538-4365/ae6510
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