ASTROFLOW: A Real-time End-to-end Pipeline for Radio Single-pulse Searches

Abstract Fast radio bursts (FRBs) are extremely bright, millisecond-duration cosmic transients of unknown origin. The growing number of wide-field and high-time-resolution radio surveys, particularly with next-generation facilities such as the Square Kilometre Array and MeerKAT, will dramatically increase FRB discovery rates, but will also produce data volumes that overwhelm conventional search pipelines. Real-time detection thus demands software that is both algorithmically robust and computationally efficient. We present A stroflow , an end-to-end, GPU-accelerated pipeline for single-pulse detection in radio time–frequency data. Built on a unified C++/CUDA core with a Python interface, A stroflow integrates radio-frequency interference excision, incoherent dedispersion, dynamic-spectrum tiling, and a YOLO-based deep detector. Through vectorized memory access, shared-memory tiling, and OpenMP parallelism, it achieves >10× faster-than-real-time processing on consumer GPUs for a typical 150 s, 2048-channel observation—while preserving high sensitivity across a wide range of pulse widths and dispersion measures. These results establish the feasibility of a fully integrated, GPU-accelerated single-pulse search stack, capable of scaling to the data volumes expected from upcoming large-scale surveys. A stroflow offers a reusable and deployable solution for real-time transient discovery, and provides a framework that can be continuously refined with new data and models.

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Publication Details

Journal
The Astrophysical Journal Supplement Series
Published
2026-03-26
DOI
https://doi.org/10.3847/1538-4365/ae4a26
Primary Topic
Pulsars and Gravitational Waves Research
Type
article
Field-Weighted Citation Impact
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article

ASTROFLOW: A Real-time End-to-end Pipeline for Radio Single-pulse Searches

Yuan Liang, L.K. Liu, M. Q. Liu, Xiaohui Yan et al.
The Astrophysical Journal Supplement Series
Pulsars and Gravitational Waves Research
article

ASTROFLOW: A Real-time End-to-end Pipeline for Radio Single-pulse Searches

Yuan Liang, L.K. Liu, M. Q. Liu, Xiaohui Yan, Guang Lin, Yingrou Zhan, Xiaoyun Ma, Meng Guo, Xuanyu Wang, Ran Duan, J. Qiao, Menquan Liu, Wei Wang, Jie Zhang, Yuting Chu, Jialang Ding, Pei Wang, Fei Liu, Jianli Zhang, Zerui Wang, Chenchen Miao, Dejia Zhou, Di Li
article en

Abstract

Abstract Fast radio bursts (FRBs) are extremely bright, millisecond-duration cosmic transients of unknown origin. The growing number of wide-field and high-time-resolution radio surveys, particularly with next-generation facilities such as the Square Kilometre Array and MeerKAT, will dramatically increase FRB discovery rates, but will also produce data volumes that overwhelm conventional search pipelines. Real-time detection thus demands software that is both algorithmically robust and computationally efficient. We present A stroflow , an end-to-end, GPU-accelerated pipeline for single-pulse detection in radio time–frequency data. Built on a unified C++/CUDA core with a Python interface, A stroflow integrates radio-frequency interference excision, incoherent dedispersion, dynamic-spectrum tiling, and a YOLO-based deep detector. Through vectorized memory access, shared-memory tiling, and OpenMP parallelism, it achieves >10× faster-than-real-time processing on consumer GPUs for a typical 150 s, 2048-channel observation—while preserving high sensitivity across a wide range of pulse widths and dispersion measures. These results establish the feasibility of a fully integrated, GPU-accelerated single-pulse search stack, capable of scaling to the data volumes expected from upcoming large-scale surveys. A stroflow offers a reusable and deployable solution for real-time transient discovery, and provides a framework that can be continuously refined with new data and models.

The Astrophysical Journal Supplement SeriesVol. 283(2)
Qilu Normal University (CN), Shanghai Dianji University (CN), National Supercomputing Center in Wuxi (CN), National Astronomical Observatories (CN), University of Chinese Academy of Sciences (CN), Tsinghua University (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 6%
Pulsars and Gravitational Waves Research
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