BLINK: An end-to-end GPU high time resolution imaging pipeline for fast radio burst searches with the Murchison Widefield Array

Abstract Petabytes of archival high time resolution observations have been captured with the Murchison Widefield Array. The search for Fast Radio Bursts within these using established software has been limited by its inability to scale on supercomputing infrastructure, necessary to meet the associated computational and memory requirements. Hence, past searches used a coarse integration time, in the scale of seconds, or analysed an insufficient number of hours of observations. This paper introduces BLINK, a novel radio interferometry imaging software for low-frequency FRB searches to be run on modern supercomputers. It is implemented as a suite of software libraries executing all computations on GPU, supporting both AMD and NVIDIA hardware vendors. These libraries are designed to interface with each other and to define the BLINK imaging pipeline as a single executable program. Expensive I/O operations between imaging stages are not necessary because the stages now share the same memory space and data representation. BLINK is the first imaging pipeline implementation able to fully run on GPUs as a single process, further supporting AMD hardware and enabling Australian researchers to take advantage of Pawsey’s Setonix supercomputer. In the millisecond-scale time resolution imaging test case illustrated in this paper, representative of what is required for FRB searches, the BLINK imaging pipeline achieves a 3 687x speedup compared to a traditional MWA imaging pipeline employing WSClean.

Authors

Institutions

Publication Details

Journal
Publications of the Astronomical Society of Australia
Published
2025-01-01
DOI
https://doi.org/10.1017/pasa.2025.10043
Primary Topic
Pulsars and Gravitational Waves Research
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

BLINK: An end-to-end GPU high time resolution imaging pipeline for fast radio burst searches with the Murchison Widefield Array

M. Sokołowski, R. B. Wayth, Cristian Di Pietrantonio, Danny C. Price et al.
Publications of the Astronomical Society of Australia
Pulsars and Gravitational Waves Research
article

BLINK: An end-to-end GPU high time resolution imaging pipeline for fast radio burst searches with the Murchison Widefield Array

M. Sokołowski, R. B. Wayth, Cristian Di Pietrantonio, Danny C. Price, Christopher Harris
article en

Abstract

Abstract Petabytes of archival high time resolution observations have been captured with the Murchison Widefield Array. The search for Fast Radio Bursts within these using established software has been limited by its inability to scale on supercomputing infrastructure, necessary to meet the associated computational and memory requirements. Hence, past searches used a coarse integration time, in the scale of seconds, or analysed an insufficient number of hours of observations. This paper introduces BLINK, a novel radio interferometry imaging software for low-frequency FRB searches to be run on modern supercomputers. It is implemented as a suite of software libraries executing all computations on GPU, supporting both AMD and NVIDIA hardware vendors. These libraries are designed to interface with each other and to define the BLINK imaging pipeline as a single executable program. Expensive I/O operations between imaging stages are not necessary because the stages now share the same memory space and data representation. BLINK is the first imaging pipeline implementation able to fully run on GPUs as a single process, further supporting AMD hardware and enabling Australian researchers to take advantage of Pawsey’s Setonix supercomputer. In the millisecond-scale time resolution imaging test case illustrated in this paper, representative of what is required for FRB searches, the BLINK imaging pipeline achieves a 3 687x speedup compared to a traditional MWA imaging pipeline employing WSClean.

Publications of the Astronomical Society of AustraliaVol. 42
Curtin University (AU), Pawsey Supercomputing Research Centre (AU), SKA Telescope, Australia (AU), International Centre for Radio Astronomy Research (AU)
Science and Industry Endowment Fund, Astronomy Australia Limited, Australian Government, Commonwealth Scientific and Industrial Research Organisation, Curtin University of Technology, Government of Western Australia
Openalex Percentile: Top 92%
Pulsars and Gravitational Waves Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.