An RFI Mitigation Pipeline for CRAFTS Multi-beam Data Based on Signal Cross-Correlation Function and SumThreshold Algorithm

被引:0
|
作者
Chen, Zong-Hao [1 ]
You, Shan-Ping [1 ]
Yu, Xu-Hong [1 ]
Wang, Pei [2 ,3 ]
Li, Di [2 ,4 ,5 ]
Xie, Xiao-Yao [1 ]
Liu, Zhi-Jie [1 ]
Wang, Chun-Qing [1 ]
Zeng, Peng [1 ]
Zhang, Bin [1 ]
机构
[1] Guizhou Normal Univ, Key Lab Informat & Comp Sci Guizhou Prov, Guiyang 550001, Peoples R China
[2] Chinese Acad Sci, CAS Key Lab FAST, NAOC, Beijing 100101, Peoples R China
[3] Beijing Normal Univ, Inst Frontiers Astron & Astrophys, Beijing 102206, Peoples R China
[4] Res Ctr Intelligent Comp Platforms, Zhejiang Lab, Hangzhou 311100, Peoples R China
[5] Univ KwaZulu Natal, NAOC UKZN Computat Astrophys Ctr, ZA-4000 Durban, South Africa
基金
中国国家自然科学基金;
关键词
methods: data analysis; (stars:) pulsars: general; stars: neutron; RADIO-FREQUENCY INTERFERENCE; TELESCOPE; PULSAR; EMISSION;
D O I
10.1088/1674-4527/acc505
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
The increasing radio frequency interference (RFI) is a well-recognized problem in radio astronomy research. Pulsars and Fast Radio Bursts (FRBs) are high-priority science targets of the ongoing Commercial Radio Astronomy FAST Survey (CRAFTS). To improve the quality of RFI removal in searches of pulsars and FRBs based on CRAFTS multi-beam data, we here propose an intuitive but powerful RFI mitigation pipeline (CCF-ST). The "CCF-ST" is a spatial filter constructed by signal cross-correlation function (CCF) and Sum-Threshold (ST) algorithm. The RFI marking result is saved in a "mask" file, a binary format for RFI masks in PRESTO. Three known pulsars, PSR B0525-21, PSR B0621-04, and PSR J0943 + 2252 from CRAFTS L-band 19 beams data are used for evaluation of the performance of CCF-ST in comparison with other methods, such as PRESTO's "rfifind", ArPLS-ST and ArPLS-SF. The result shows that CCF-ST can reduce effective data loss rate and improves the detected signal-to-noise ratio of the pulsations by similar to 26% and similar to 18% respectively compared with PRESTO's "rfifind" and ArPLS-ST. The CCF-ST also has the advantage of low computational cost, e.g., reducing the time consumption by similar to 40% and memory consumption by similar to 90% compared with ArPLS-SF. We expect that the new RFI mitigation and analysis toolkit (CCF-ST) demonstrated in this paper can be applied to CRAFTS and other multi-beam telescope observations to improve the data quality and efficiency of pulsar and FRB searches.
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页数:12
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