Chuneeta D. Nunhokee, Dev Null, Cathryn M. Trott, Christopher H. Jordan, Jack B. Line, Randall Wayth, Nichole Barry
{"title":"利用默奇森宽视场阵列减轻 EoR 实验系统性的战略","authors":"Chuneeta D. Nunhokee, Dev Null, Cathryn M. Trott, Christopher H. Jordan, Jack B. Line, Randall Wayth, Nichole Barry","doi":"arxiv-2409.03232","DOIUrl":null,"url":null,"abstract":"Observations of the 21 cm signal face significant challenges due to bright\nastrophysical foregrounds that are several orders of magnitude higher than the\nbrightness of the hydrogen line, along with various systematics. Successful 21\ncm experiments require accurate calibration and foreground mitigation. Errors\nintroduced during the calibration process such as systematics, can disrupt the\nintrinsic frequency smoothness of the foregrounds, leading to power leakage\ninto the Epoch of Reionisation (EoR) window. Therefore, it is essential to\ndevelop strategies to effectively address these challenges. In this work, we\nadopt a stringent approach to identify and address suspected systematics,\nincluding malfunctioning antennas, frequency channels corrupted by radio\nfrequency interference (RFI), and other dominant effects. We implement a\nstatistical framework that utilises various data products from the data\nprocessing pipeline to derive specific criteria and filters. These criteria and\nfilters are applied at intermediate stages to mitigate systematic propagation\nfrom the early stages of data processing. Our analysis focuses on observations\nfrom the Murchison Widefield Array (MWA) Phase I configuration. Out of the\nobservations processed by the pipeline, our approach selects 18%, totalling 58\nhours, that exhibit fewer systematic effects. The successful selection of\nobservations with reduced systematic dominance enhances our confidence in\nachieving 21 cm measurements.","PeriodicalId":501163,"journal":{"name":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","volume":"75 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Strategy for mitigation of systematics for EoR experiments with the Murchison Widefield Array\",\"authors\":\"Chuneeta D. Nunhokee, Dev Null, Cathryn M. Trott, Christopher H. Jordan, Jack B. Line, Randall Wayth, Nichole Barry\",\"doi\":\"arxiv-2409.03232\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Observations of the 21 cm signal face significant challenges due to bright\\nastrophysical foregrounds that are several orders of magnitude higher than the\\nbrightness of the hydrogen line, along with various systematics. Successful 21\\ncm experiments require accurate calibration and foreground mitigation. Errors\\nintroduced during the calibration process such as systematics, can disrupt the\\nintrinsic frequency smoothness of the foregrounds, leading to power leakage\\ninto the Epoch of Reionisation (EoR) window. Therefore, it is essential to\\ndevelop strategies to effectively address these challenges. In this work, we\\nadopt a stringent approach to identify and address suspected systematics,\\nincluding malfunctioning antennas, frequency channels corrupted by radio\\nfrequency interference (RFI), and other dominant effects. We implement a\\nstatistical framework that utilises various data products from the data\\nprocessing pipeline to derive specific criteria and filters. These criteria and\\nfilters are applied at intermediate stages to mitigate systematic propagation\\nfrom the early stages of data processing. Our analysis focuses on observations\\nfrom the Murchison Widefield Array (MWA) Phase I configuration. Out of the\\nobservations processed by the pipeline, our approach selects 18%, totalling 58\\nhours, that exhibit fewer systematic effects. The successful selection of\\nobservations with reduced systematic dominance enhances our confidence in\\nachieving 21 cm measurements.\",\"PeriodicalId\":501163,\"journal\":{\"name\":\"arXiv - PHYS - Instrumentation and Methods for Astrophysics\",\"volume\":\"75 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Instrumentation and Methods for Astrophysics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.03232\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.03232","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Strategy for mitigation of systematics for EoR experiments with the Murchison Widefield Array
Observations of the 21 cm signal face significant challenges due to bright
astrophysical foregrounds that are several orders of magnitude higher than the
brightness of the hydrogen line, along with various systematics. Successful 21
cm experiments require accurate calibration and foreground mitigation. Errors
introduced during the calibration process such as systematics, can disrupt the
intrinsic frequency smoothness of the foregrounds, leading to power leakage
into the Epoch of Reionisation (EoR) window. Therefore, it is essential to
develop strategies to effectively address these challenges. In this work, we
adopt a stringent approach to identify and address suspected systematics,
including malfunctioning antennas, frequency channels corrupted by radio
frequency interference (RFI), and other dominant effects. We implement a
statistical framework that utilises various data products from the data
processing pipeline to derive specific criteria and filters. These criteria and
filters are applied at intermediate stages to mitigate systematic propagation
from the early stages of data processing. Our analysis focuses on observations
from the Murchison Widefield Array (MWA) Phase I configuration. Out of the
observations processed by the pipeline, our approach selects 18%, totalling 58
hours, that exhibit fewer systematic effects. The successful selection of
observations with reduced systematic dominance enhances our confidence in
achieving 21 cm measurements.