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.
Authors
- Yuan Liang (ORCID: https://orcid.org/0000-0003-4702-1581)
- L.K. Liu
- M. Q. Liu
- Xiaohui Yan (ORCID: https://orcid.org/0000-0003-2114-8357)
- Guang Lin (ORCID: https://orcid.org/0000-0001-5594-3397)
- Yingrou Zhan
- Xiaoyun Ma
- Meng Guo (ORCID: https://orcid.org/0000-0001-5772-2272)
- Xuanyu Wang (ORCID: https://orcid.org/0000-0003-1720-7203)
- 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
Institutions
- 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)
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
- 0.00