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TransientX: A high performance single pulse search package

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arxiv 2401.13834 v1 pith:U3DKC74I submitted 2024-01-24 astro-ph.IM astro-ph.HE

classification astro-ph.IMastro-ph.HE
keywords pulsetransientxde-dispersionclusteringdataefficienthighlarge
verification ladder T0 review T1 audit T2 compute T3 formal
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abstract

Radio interferometers composed of a large array of small antennas posses large fields of view, coupled with high sensitivities. For example, the Karoo Array Telescope (MeerKAT), achieves a gain of up to 2.8 K/Jy across its $>1\,\mathrm{deg}^2$ field of view. This capability significantly enhances the survey speed for pulsars and fast transients. Nevertheless, this also introduces challenges related to the high data rate, reaching a few Tb/s for MeerKAT, and substantial computing power requirements. To handle the large data rate of surveys, we have developed a high-performance single-pulse search software called "TransientX". This software integrates multiple processes into one pipeline, which includes radio frequency interference mitigation, de-dispersion, matched filtering, clustering, and candidate plotting. In TransientX, we have developed an efficient CPU-based de-dispersion implementation using the sub-band de-dispersion algorithm. Additionally, TransientX employs the density-based spatial clustering of applications with noise (DBSCAN) algorithm to eliminate duplicate candidates, utilizing an efficient implementation based on the kd-tree data structure. We also calculate the signal-to-noise ratio loss resulting from dispersion measure, boxcar width, spectral index and pulse shape mismatches. Remarkably, we find that the signal-to-noise ratio loss resulting from the mismatch between a boxcar-shaped template and a Gaussian-shaped pulse with scattering remains relatively small, at approximately 9%, even when the scattering timescale is 10 times that of the pulse width. Additionally, the S/N decrease resulting from the spectra index mismatch becomes significant with multi-octave receivers. We have benchmarked the individual processes, including de-dispersion, matched filtering, and clustering. TransientX offers the capability for efficient CPU-only real-time single pulse searching.

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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. A highly magnetized long-period radio transient exhibiting unusual emission features

    astro-ph.HE 2025-01 conditional novelty 8.0 of 10

    GPM J1839-10 exhibits FRB-like drifting substructures and magnetar-like linear-to-circular polarization conversion, supporting the long-period magnetar model and a link to fast radio bursts.

  2. BASSET: Bandpass-Adaptive Single-pulse SEarch Toolkit -- Optimized Sub-Band Pulse Search Strategies for Faint Narrow-Band FRBs

    astro-ph.IM 2025-01 conditional novelty 6.0 of 10

    An adaptive sub-band search method recovered 79 new pulses from FRB 20190520B, doubling the known pulse count and improving completeness for faint narrow-band bursts.

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